instruction
stringclasses 1
value | input
stringlengths 10.4k
14.1k
| gt_item_id
stringlengths 10
10
| gt_title
stringlengths 1
301
| gt_rating
float64 1
5
| user_id
stringlengths 28
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| user_type
stringclasses 10
values | candidate_set
stringclasses 1
value | source_domain
stringclasses 1
value | target_domain
stringclasses 2
values | candidate_count
int64 100
100
|
|---|---|---|---|---|---|---|---|---|---|---|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- iPhone 12 Guide | Books > Computers & Technology > Mobile Phones, Tablets & E-Readers | Rating: 5.0
- The Merriam-Webster Dictionary | Books > Reference > Writing, Research & Publishing Guides | Rating: 5.0
- Turkey Trouble | Books > Children's Books > Animals | Rating: 4.0
- The Complete America's Test Kitchen TV Show Cookbook 2001-2014 | Books > Cookbooks, Food & Wine > Celebrities & TV Shows | Rating: 5.0
- Onward: How Starbucks Fought for Its Life without Losing Its Soul | Books > Biographies & Memoirs > Professionals & Academics | Rating: 5.0
### User's music History:
- Yuja Wang: Rachmaninov | CDs & Vinyl > Classical | Rating: 5.0
- Sanctus / Various | CDs & Vinyl > Classical | Rating: 5.0
- The Phenomenal Ruthie Foster | CDs & Vinyl > Blues > Electric Blues | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B06XY37F5Q) Live: SFJAZZ Center 2016 - The Music of Miles Davis and Original Compositions | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.1
(ID: B0001F7URU) That Much Further West | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.8
(ID: B097SPK418) Tattoo You (2021 Remaster)[4 CD/Picture Disc Box Set] | CDs & Vinyl > Rock | Rating: 4.8
(ID: B0000DIJSG) The String Quartet Tribute To Evanescence | CDs & Vinyl > Classical > Chamber Music | Rating: 3.8
(ID: B00DIIARWC) Just Beyond The Sunset Accompaniment/Performance Track | CDs & Vinyl > Christian & Gospel > Accompaniment | Rating: 5.0
(ID: B00006FI9Y) Alice Peacock | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.5
(ID: B00000421R) Puccini: Madama Butterfly | CDs & Vinyl > Opera & Classical Vocal > Operettas | Rating: 4.5
(ID: B0000687ES) Luke's Hall of Fame | CDs & Vinyl > Rap & Hip-Hop > Southern Rap | Rating: 4.5
(ID: B008OX3YFS) Elvis Presley Original Album Classics | CDs & Vinyl > Pop | Rating: 4.7
(ID: B017E3OKTW) Karaoke - Meat Loaf | CDs & Vinyl > Karaoke | Rating: 2.8
(ID: B000006XFQ) Land Of Grey & Pink ger | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B000004AT3) Mushroom Jazz | CDs & Vinyl > Dance & Electronic > Big Beat | Rating: 4.4
(ID: B002CIR93Y) Canta Y Juega | CDs & Vinyl > Children's Music > Educational | Rating: 4.6
(ID: B000008E3V) Between Two Fires | CDs & Vinyl > Metal | Rating: 4.8
(ID: B0001BUC1K) Up the Yellow Brick Road | CDs & Vinyl > R&B > Soul | Rating: 4.2
(ID: B000063VDD) Soundtrack | CDs & Vinyl > Jazz > Bebop | Rating: 4.0
(ID: B00CTKYMH6) Mozart: Cos fan tutte | CDs & Vinyl > Classical > Symphonies | Rating: 4.2
(ID: B00005LZS1) Nomad: Best of | CDs & Vinyl > International Music > Middle East | Rating: 4.8
(ID: B000000X1R) I Love a Lassie | CDs & Vinyl > International Music > Europe | Rating: 4.0
(ID: B00005MHSR) Perfect Swing Best Jazz Bands of the 20s 30s & 40s. Lively jitterbuggers. Vintage Music From Original Recordings | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.5
(ID: B00004SD09) Welcome to Nextacy Explicit Lyrics | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.6
(ID: B00005NNLR) Thug on da Line Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.6
(ID: B01772PGUM) Belleza | CDs & Vinyl > Jazz > Latin Jazz | Rating: 4.8
(ID: B000NDEXQQ) Full House | CDs & Vinyl > Jazz > Bebop | Rating: 4.7
(ID: B082PPQVBP) The Burning | CDs & Vinyl > Rock | Rating: 4.6
(ID: B00004TM0V) Days Are Filled with Years | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.5
(ID: B0007Q6PW4) Ok Cowboy | CDs & Vinyl > Dance & Electronic > Techno | Rating: 4.6
(ID: B00004TFMQ) Teenage Snuff Film | CDs & Vinyl > Pop | Rating: 4.8
(ID: B015JT526I) New Album | CDs & Vinyl > Jazz | Rating: 5.0
(ID: B0741Y5C1N) Meaty Beaty Big And Bouncy | CDs & Vinyl > Pop | Rating: 4.7
(ID: B010FWO3ZA) All Our Yesterdays | CDs & Vinyl > Rock > Folk Rock | Rating: 4.5
(ID: B000CQ755U) Cinema | CDs & Vinyl > International Music | Rating: 5.0
(ID: B06X1C5GMW) The Breaker | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B0085AXT9Q) Two Lutes: Lute Duets from England's Golden Age | CDs & Vinyl > Classical > Chamber Music | Rating: 4.4
(ID: B01DK5DDRS) True Flight | CDs & Vinyl > Jazz > Latin Jazz | Rating: 5.0
(ID: B00004Y6OG) Beethoven: Sonatas Nos. 29 "Hammerklavier" & 3; Bagatelles Op. 126 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B00000GV4Y) Classics for the Heart / Various | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.3
(ID: B00NEJ7MMI) That's Christmas To Me | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.8
(ID: B000005JA9) Trout Mask Replica | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B01IFYS05E) Very Best of | CDs & Vinyl > Country > Classic Country | Rating: 4.8
(ID: B01LTI1V1S) Strings and Reeds | CDs & Vinyl > CD Rarities | Rating: 5.0
(ID: B000005BEU) Easy Easy: Fast Hands / Happy Ground | CDs & Vinyl > Jazz > Bebop | Rating: 3.9
(ID: B07451MWSF) Transmission Impossible | CDs & Vinyl > Rock > Hard Rock | Rating: 4.3
(ID: B0186KU046) Man Made Object | CDs & Vinyl > Blue Note Records | Rating: 4.6
(ID: B000000EEK) Cryin' Time | CDs & Vinyl > Blues > Regional Blues | Rating: 4.4
(ID: B00000I5JP) A Good Day For The Blues | CDs & Vinyl > Blues > Jump Blues | Rating: 4.5
(ID: B0002QO47W) Piano - Drums - Bass | CDs & Vinyl > Jazz > Latin Jazz | Rating: 4.1
(ID: B00001WRJ8) Bread for the Journey | CDs & Vinyl > New Age > Meditation | Rating: 4.7
(ID: B00005HQC7) Everything | CDs & Vinyl > Jazz | Rating: 3.9
(ID: B07GJNR9QL) Mountain View 1994 | CDs & Vinyl > Rock > Folk Rock | Rating: 3.9
(ID: B004XNO2I6) Inner Rhythm Experience | CDs & Vinyl > CD Rarities | Rating: 5.0
(ID: B00009IB63) Harlow | CDs & Vinyl > Today's Deals in Music > Soundtracks | Rating: 4.6
(ID: B002KVSJ64) Dear Agony | CDs & Vinyl > Metal > Alternative Metal | Rating: 4.8
(ID: B00GSZ507O) Crime in the Streets / Dino Original Soundtrack | CDs & Vinyl > Jazz | Rating: 5.0
(ID: B00IRSFFR0) Hawai'i Keawe: Music for the Hawaiian Islands 1 | CDs & Vinyl > International Music > Pacific Islands | Rating: 4.6
(ID: B07J34K4SC) Song for Christmas: 26 Carols & Christmas Songs | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.8
(ID: B015SQSMMI) Guilty As Sin | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00756GKBA) MDNA explicit_lyrics | CDs & Vinyl > Pop > Dance Pop | Rating: 4.4
(ID: B00NOZ3F82) Killing Me Softly | CDs & Vinyl > Rhino Records | Rating: 3.8
(ID: B00007KMSQ) Ask Me Now | CDs & Vinyl > Jazz > Bebop | Rating: 4.4
(ID: B0000AGWDL) The Santa Monica Concert | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.4
(ID: B01NA8N3YH) Strength of My Life - Live Soaking Worship Music | CDs & Vinyl > Christian & Gospel > Praise & Worship | Rating: 4.7
(ID: B0001FLW7Y) Seek | CDs & Vinyl > Reggae > Dub | Rating: 4.2
(ID: B002IJA6DW) Femina | CDs & Vinyl > Classical > Chamber Music | Rating: 4.3
(ID: B000008IIO) Miss World | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000003TSX) Grosse Pointe Blank Volume 2 1997 Film | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.4
(ID: B00007IG3O) Florencia en el Amazonas | CDs & Vinyl > Opera & Classical Vocal > Operettas | Rating: 4.7
(ID: B00005B9JQ) Bodily Functions | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 4.5
(ID: B0002XB8O2) Get Your Kicks on Route 99 | CDs & Vinyl > Pop > Dance Pop | Rating: 4.3
(ID: B000000YNP) Trane Whistle | CDs & Vinyl > Jazz > Bebop | Rating: 4.4
(ID: B000GIY4HG) Hier Und Jetzt / Various | CDs & Vinyl > Dance & Electronic > Techno | Rating: 4.8
(ID: B00I9IEPKQ) Pinata | CDs & Vinyl > Rap & Hip-Hop | Rating: 4.8
(ID: B00B2TUH4M) TURN! TURN! TURN! | CDs & Vinyl > Rock > Folk Rock | Rating: 4.6
(ID: B00008L401) All the Real Girls | CDs & Vinyl > Country > Americana | Rating: 4.4
(ID: B008OTTRXU) Kiss | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.5
(ID: B0002KQOB2) 20th Century Masters: The Millenium Collection - The Best of Luciano Pavarotti | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B00004U4IE) Ramona | CDs & Vinyl > Pop > Easy Listening | Rating: 3.8
(ID: B00005ABHB) Soho Stories | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.8
(ID: B0000006W2) Sound of Cellos Favorites | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B00005ABMZ) Big Blue Sky | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.6
(ID: B0033AGPF8) Axis: Bold As Love | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.8
(ID: B07FDMXLSG) Road To Ruin 40th Anniversary | CDs & Vinyl > Classic Rock | Rating: 4.9
(ID: B003O7Z1AA) State of Confusion | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00000HX7X) Music for Sound Healing | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B000FA55X2) Burial | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B000N69P3O) Miles Away | CDs & Vinyl > Rock > Country Rock | Rating: 4.3
(ID: B07J3H1DNB) BALLADS 1 | CDs & Vinyl > R&B > Contemporary R&B | Rating: 4.7
(ID: B0000041CJ) Heatwave: Patti LuPone Sings Irving Berlin | CDs & Vinyl > Pop > Oldies | Rating: 3.9
(ID: B00F8OOVV2) Prisoners Soundtrack | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.6
(ID: B000FS4ZX0) Cheap Thrills | CDs & Vinyl > Rock > Blues Rock | Rating: 4.7
(ID: B00008F0CV) Loc'Ed After Dark | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.7
(ID: B000000OA6) Innuendo | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B000AAUPAA) A Collection of Beatles Oldies | CDs & Vinyl > Classic Rock > Supergroups | Rating: 4.1
(ID: B00963198O) Frankenweenie Unleashed | CDs & Vinyl > Children's Music > Disney | Rating: 4.1
(ID: B002FP4KSQ) In Memory of Michael Jackson: 1958-2009 | CDs & Vinyl > Pop | Rating: 2.2
(ID: B000003FIR) Heifetz: Bruch, Concerto No. 1, Scottish Fantasy; Vieuxtemps, Concerto No. 5 | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.6
(ID: B000002BGI) Nascar Hotter Than Asphalt | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.0
(ID: B0041KVX1A) A Hard Day's Night | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000001VDY) "Rod McKuen - Greatest Hits, Vol. 5: Lonesome Cities" | CDs & Vinyl > Today's Deals in Music > Broadway & Vocalists | Rating: 3.7
(ID: B00000G8X4) Mutantes E Seus Cometas No Pai | CDs & Vinyl > International Music > South & Central America | Rating: 4.5
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00NEJ7MMI
|
That's Christmas To Me
| 5
|
AEOIOTBIKTHLUZHRIIV2F2I5RGNQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Killing Hills (The Mick Hardin Novels) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Bloody Genius (A Virgil Flowers Novel Book 12) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Lethal White (Cormoran Strike Book 4) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Tips for Living | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Two Kinds of Truth (A Harry Bosch Novel Book 20) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Deep Freeze (A Virgil Flowers Novel Book 10) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Gone to Dust: A Novel (Nils Shapiro Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Hard Cold Winter: A Van Shaw Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Escape Clause (A Virgil Flowers Novel Book 9) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 5.0
- Stillborn Armadillos (John Lee Quarrels Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
### User's music History:
- Hypnotic Eye | CDs & Vinyl > Pop | Rating: 5.0
- christmas + santa fe | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 5.0
- The Gate | CDs & Vinyl > Jazz | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B000H30MX0) Quand L'eternite | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B00Q6T9XAW) The Interview / This Is the End Scores | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 2.9
(ID: B00NTZM7AE) Wild Soundtrack | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.6
(ID: B00KLPBFN0) Beginning Vol. 7 | CDs & Vinyl > Pop > Korean Pop | Rating: 4.6
(ID: B00ADBLQO0) penny lane / strawberry fields forever 45 rpm single | CDs & Vinyl > Classic Rock > British Invasion | Rating: 5.0
(ID: B0006ZFQNU) Mozart: The String Quintets | CDs & Vinyl > Classical > Chamber Music | Rating: 4.4
(ID: B000066JFV) Interpol | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B01K277JLS) Dolemite For President | CDs & Vinyl > Comedy & Spoken Word | Rating: 4.8
(ID: B000FOQ0QO) Nadie Esta Solo | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B006TZBO5U) Music By Bacharach | CDs & Vinyl > Pop > Easy Listening | Rating: 4.7
(ID: B00FEMGCCE) Keyboard Music 5 & 6: Sonatas K281 282 309 & 500 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B07BQNMTKH) First Offense Track | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000003MWL) Georgia: Original Soundtrack | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.0
(ID: B001F114O4) Still Your Fool | CDs & Vinyl > Country > Neotraditional | Rating: 4.2
(ID: B09FGVM6XC) A Charlie Brown Christmas 2021 Edition Silver | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.9
(ID: B00793A3KI) Fabric 63 : | CDs & Vinyl > Pop > Dance Pop | Rating: 4.7
(ID: B071R651FX) What Do You Think About the Car? | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B000051W19) Instrumental Fantasy Volume 4 | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B000005J15) Pieces of Africa | CDs & Vinyl > Classical > Chamber Music | Rating: 4.4
(ID: B00000I9V3) Heaven & Earth | CDs & Vinyl > Rock > Blues Rock | Rating: 4.5
(ID: B0038AMZCK) Twenty One Pilots | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.7
(ID: B08XS5VBBK) X-Dreams (GOLD VINYL) | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B000ARG2CS) Apollo Sunshine | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 3.8
(ID: B07GJ4JRN7) Crazy World Of Arthur Brown | CDs & Vinyl > Classic Rock | Rating: 4.8
(ID: B01C7ASPYS) Home | CDs & Vinyl > Pop | Rating: 4.8
(ID: B004TF3HZ2) Live Rails | CDs & Vinyl > Rock > Progressive | Rating: 4.5
(ID: B00005EBL2) Outpatients | CDs & Vinyl > Comedy & Spoken Word | Rating: 3.8
(ID: B00004TL0X) Your Blues Ain't Like My | CDs & Vinyl > Imports > Blues | Rating: 5.0
(ID: B01MTQO8P1) Brian's Christmas Songbook | CDs & Vinyl > Christian & Gospel | Rating: 5.0
(ID: B0083ECG6Q) Club Des Belugas | CDs & Vinyl > Jazz | Rating: 5.0
(ID: B08J5HHWZM) Live In Concert The 24 Karat Gold Tour | CDs & Vinyl > Classic Rock | Rating: 4.8
(ID: B07BFBT38C) Mountain Overture With Atlanta Pops Orch | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B00002561M) Ultimate Collection | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 3.9
(ID: B00000585K) Masters Of Misery: Black Sabbath Tribute | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 3.6
(ID: B000JECDYS) Difference | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
(ID: B000002O83) Bean Blossom | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.2
(ID: B00004XSXX) Woman on Top - Music From The Motion Picture | CDs & Vinyl > International Music > South & Central America | Rating: 4.6
(ID: B0058NK66C) Songs of Farewell | CDs & Vinyl > Classical > Chamber Music | Rating: 4.4
(ID: B0015LBBEC) Provision | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.5
(ID: B000002WF6) The Best of Spike Jones | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.6
(ID: B0000636BY) Classic Masters Remastered | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B0000A0DUU) Supagroup | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B000SSESUW) Redemption | CDs & Vinyl > Metal > Alternative Metal | Rating: 3.4
(ID: B000002SJ5) Pride and Prejudice: The Original Soundtrack from the A&E Special Presentation | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.7
(ID: B00000DQU7) No Nuclear War | CDs & Vinyl > Reggae | Rating: 4.6
(ID: B002GHBVOE) The Bruised Romantic Glee Club | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00DY9X03S) Cold Blooded | CDs & Vinyl > Pop | Rating: 4.6
(ID: B002B69Q06) World Rising | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.2
(ID: B00005NZNL) Super Hits | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.6
(ID: B000CS6WVG) Artist's Choice: Diana Krall | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 3.7
(ID: B000FJAA06) The Very Best Of Praise & Worship | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.4
(ID: B000MZCFZG) Frank Sinatra and His Friends Want You to Have Yourself a Merry Little Christmas | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 3.9
(ID: B00075H6D2) The Persistence of Memory | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.0
(ID: B07FSDZSNP) Billy and Buzz Sing Buddy | CDs & Vinyl > Pop | Rating: 4.4
(ID: B00353W1WY) Ibuki | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.5
(ID: B00EIRAHI6) Favourite Mistake | CDs & Vinyl > Country > Today's Country | Rating: 4.3
(ID: B009M5KYY6) Number 1's | CDs & Vinyl > Latin Music > Bachata | Rating: 4.6
(ID: B00192K0BC) Voice Of Truth Accompaniment/Performance Track | CDs & Vinyl > Christian & Gospel > Accompaniment | Rating: 5.0
(ID: B000060OWQ) Duets | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B01CI7T5EE) Wistful | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00006G8FP) Dave Koz: Off the Beaten Path - Live From Trinidad [DVD] | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.0
(ID: B07MWQWY7Q) Escape & Frontiers Live in Japan | CDs & Vinyl > Classic Rock | Rating: 4.7
(ID: B000JMK6B2) Hits of the 60s | CDs & Vinyl > Classic Rock > British Invasion | Rating: 4.9
(ID: B000050XQ4) Heavenly Love Songs | CDs & Vinyl > International Music | Rating: 4.8
(ID: B0007WCFBI) House Nation 2 | CDs & Vinyl > Dance & Electronic > House | Rating: 4.1
(ID: B000M1GCTU) Boston | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.8
(ID: B000005CWL) Carousel Christmas | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.6
(ID: B000ATT2YG) Dancing Drums | CDs & Vinyl > International Music | Rating: 5.0
(ID: B00004U38M) Live at Billy Bob's | CDs & Vinyl > Country > Classic Country | Rating: 5.0
(ID: B0000027RL) Ten | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.8
(ID: B00000FXYY) Sing-A-Long, Selena | CDs & Vinyl > Karaoke | Rating: 5.0
(ID: B00000284A) The Columbia Years 1943-1952 The Complete Recordings | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.7
(ID: B00004D3BO) Works for Orchestra | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B00005UT2M) It Started With A Dream | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 3.0
(ID: B0000037DR) Glorias RV588/RV589 | CDs & Vinyl > Classical | Rating: 5.0
(ID: B0002YLB3Y) Organ Works | CDs & Vinyl > Classical > Chamber Music | Rating: 4.5
(ID: B000002TP6) Brilliant! The Global Dance Music Experience, Vol. 2 | CDs & Vinyl > Dance & Electronic > House | Rating: 3.9
(ID: B001MZX86U) Heartland | CDs & Vinyl > Pop | Rating: 4.3
(ID: B0748NRSR6) A Thankful Heart | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B0000001FN) First Recordings 1976-78 | CDs & Vinyl > International Music > Middle East | Rating: 4.9
(ID: B001OVLMT2) Roundtrip | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B07KZHVJDS) Colors | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.4
(ID: B00000IGLX) Shelter | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.2
(ID: B093KP91D4) Native Sons | CDs & Vinyl > Latin Music > Latin Rock | Rating: 4.7
(ID: B000002BK6) This Is The Time-The Christmas Album | CDs & Vinyl > Today's Deals in Music > Miscellaneous | Rating: 4.7
(ID: B00022FWPE) Here For The Party | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.7
(ID: B0001IXTU4) Baby Einstein: Lullaby Classics | CDs & Vinyl > Children's Music > Lullabies | Rating: 4.6
(ID: B004X6J256) Por Lo Menos Hoy | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.7
(ID: B000667FN8) Still Not Getting Any... | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B00005QIPX) Praise Walk - I Walk By Faith | CDs & Vinyl > Special Interest > Exercise | Rating: 4.2
(ID: B00006JK95) Cramer: Piano Concertos 2, 7, & 8 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B00004T044) Pure Gabby | CDs & Vinyl > International Music > Pacific Islands | Rating: 4.6
(ID: B000065V96) Peter Gabriel 1: Car | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B00000JYTU) Field: Piano Concertos, Vol. 2 - Piano Concertos No. 2 and 4 | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.8
(ID: B0012PJZJ4) Rare Dawn Sessions | CDs & Vinyl > Jazz > Bebop | Rating: 4.1
(ID: B0000250I4) Time to Relax 1925-36 | CDs & Vinyl > Pop > Oldies | Rating: 3.5
(ID: B00029J258) Classic Folk From Smithsonian Folkways Recordings | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.6
(ID: B000066RM1) Smooth Grooves: At The Club | CDs & Vinyl > R&B > Quiet Storm | Rating: 4.0
(ID: B008RTF1P0) Trumpet Summit | CDs & Vinyl > Jazz | Rating: 5.0
(ID: B0000020SD) Cuban Gold 3: Mambo Me Priva / Various | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.6
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B093KP91D4
|
Native Sons
| 5
|
AGM55Z7DTGVW73OUHKPEMHWZVSZA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Duke Of Darkness: A historical regency romance, perfect for fans of Netflix’s Bridgerton! (Three Regency Rogues, Book 2) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Home to Big Stone Gap: A Novel | Books > Literature & Fiction > Dramas & Plays | Rating: 4.0
- Three Graces (It's Magic Book 1) | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- To Love A Wicked Scoundrel: A heart-racing regency romance, perfect for fans of Netflix’s Bridgerton! (Three Regency Rogues, Book 1) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Adriana Trigiani Trilogy | Unknown | Rating: 5.0
- No! I Don't Want to Join a Book Club: Diary of a Sixtieth Year | Books > Literature & Fiction > Dramas & Plays | Rating: 5.0
- Once I was a Teenager: Growing up in the 50s and 60s in Australia and beyond | Books > Travel > Australia & South Pacific | Rating: 4.0
### User's music History:
- Oscd Ad Adele 21 | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 5.0
- 19 | CDs & Vinyl > Pop > Adult Alternative | Rating: 5.0
- Partners | CDs & Vinyl > Pop > Vocal Pop | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B00JQHOD1U) The Thing With Two Heads | CDs & Vinyl > Pop | Rating: 3.6
(ID: B07VWZWBY7) Seven Classic Albums | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B00XKBPM68) Equinox | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B00VTBBEL8) Angels And Alcohol | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B000002FDV) Volver a España: 30 Hermosas Canciones | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 5.0
(ID: B01CJ54WUC) Knoxville Sessions 1929-1930: Knox County Stomp | CDs & Vinyl > Country > Today's Country | Rating: 4.9
(ID: B07CPDKPWQ) Collection 1956-62 | CDs & Vinyl > R&B | Rating: 4.6
(ID: B00004VWAQ) Cocked & Re-Loaded | CDs & Vinyl > Classic Rock > Glam | Rating: 4.2
(ID: B00000J86Q) Dancing in the Wrong Shoes | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 3.6
(ID: B0011WMI56) Still Da Baddest Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.6
(ID: B092YV2QMG) The Definitive Collection 1972-1987 | CDs & Vinyl > R&B | Rating: 4.6
(ID: B00064ADRA) Yellowcard - Beyond Ocean Avenue Live At The Electric Factory [DVD] | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.1
(ID: B00065DX5S) Fun Tunes for Teachers | CDs & Vinyl > Children's Music | Rating: 5.0
(ID: B076MBV9LY) Criminal | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00182Q6XY) Ice Cream Spiritual! | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 5.0
(ID: B0106US03M) Immortalized Explicit Lyrics | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B00559BT0G) Echoes | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0000025RD) 12 Greatest Hits, Vol. 2 | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.7
(ID: B000009D8L) Elevation | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B007IZTO9S) Cosyland | CDs & Vinyl > Pop > Dance Pop | Rating: 3.9
(ID: B00WYMC910) Piano Lullabies Volume Two | CDs & Vinyl > Children's Music | Rating: 4.9
(ID: B000006KYT) Yesterday's Memories / Best of | CDs & Vinyl > Pop > Oldies | Rating: 3.8
(ID: B001UNSZFI) The Weight is a Gift | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.5
(ID: B0000070UK) Keeper of the Seven Keys Pt.2 | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B006JIXTDW) Soraai | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.2
(ID: B003ZFVIDA) Bona Drag | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000005DAL) Fictitious Sports | CDs & Vinyl > Rock > Progressive | Rating: 4.0
(ID: B07HPZ9F47) Remastered in III | CDs & Vinyl > Rhino Records | Rating: 4.8
(ID: B000000XLD) 52nd Street | CDs & Vinyl > Jazz > Bebop | Rating: 4.4
(ID: B005FVFWHU) Requiem | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B0000017TD) Smithsonian Country 2 | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.5
(ID: B001EZ6HKM) Padded Room Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > East Coast | Rating: 4.8
(ID: B001GF9MAM) Piece of My Heart: The Best of 1969-1978 | CDs & Vinyl > Classic Rock > Southern Rock | Rating: 4.8
(ID: B01N1RONQP) I. | CDs & Vinyl > Pop | Rating: 4.5
(ID: B00UBZLHGU) Highspeeds | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00005A887) Nothing Personal | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.7
(ID: B00UZ2RJ48) The Politics Of Dancing 3 | CDs & Vinyl > Pop > Dance Pop | Rating: 4.3
(ID: B007HLUCEO) Boone-Tolliver Recordings | CDs & Vinyl > Rock > Blues Rock | Rating: 3.5
(ID: B000AHJ7SY) 50 Most Loved Piano Classics | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B000000C91) Snapshots of America | CDs & Vinyl > Jazz > Swing Jazz | Rating: 3.6
(ID: B0000658MR) Belly Dance: Best Of George Abdo and His Flames Of Araby Orchestra | CDs & Vinyl > International Music | Rating: 4.5
(ID: B00TGKEEVG) Path of Miracles | CDs & Vinyl > Classical > Symphonies | Rating: 4.7
(ID: B00007L4IL) The Corrs - Live in London | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.6
(ID: B001113FB8) Friends | CDs & Vinyl > International Music > Far East & Asia | Rating: 5.0
(ID: B00004T6UW) Diversions | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.6
(ID: B001AIRUQ8) Traffic | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.4
(ID: B00005OW7W) Las 100 Clásicas de Cri Cri, Vol. 2 | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.7
(ID: B00JL1BI4Q) Glory All Around | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B00007MB3R) #1 Bach Album | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.4
(ID: B00C8985CQ) Plays Misty + Concert By the Sea-2 Original Albums | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B002JIOMOG) Going Places | CDs & Vinyl > R&B > Soul | Rating: 4.8
(ID: B00DY9WZ4S) Supremes a Go Go | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000002KWO) Ouija Board / Yes I Am | CDs & Vinyl > Pop > Dance Pop | Rating: 4.7
(ID: B0007RUSZ8) Organ Concertos | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B00000JOR3) Dirt Band / An American Dream | CDs & Vinyl > Country > Americana | Rating: 4.4
(ID: B000V9KF4G) Trap-A-Thon Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.2
(ID: B00B8O4XW8) The Essential Jimmie Vaughan | CDs & Vinyl > Blues | Rating: 4.7
(ID: B000000F01) Heaven's Joy Awaits | CDs & Vinyl > Christian & Gospel > Country & Bluegrass | Rating: 4.6
(ID: B001UFJNZC) Honkytonk Man The Soundtrack Music From The Clint Eastwood Film (Audio Cassette) | CDs & Vinyl > Soundtracks | Rating: 4.8
(ID: B0040T787K) Second Coming | CDs & Vinyl > Metal > Pop Metal | Rating: 3.5
(ID: B01LM52770) Niceway Directors Chairs Outdoor Portable Folding Chair Green with Side Table and Storage Bag, Lightweight Aluminum Frame Supports 300lbs | CDs & Vinyl > Vinyl Store | Rating: 4.0
(ID: B000003F35) Stress Busters: Music for a Stress-Less World | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 5.0
(ID: B0000D9Y5N) Lost & Found Hip Hop Underground Soul Classics | CDs & Vinyl > Today's Deals in Music > Rap & Hip-Hop | Rating: 4.8
(ID: B00000JQK4) Boogie Kings | CDs & Vinyl > Blues > Regional Blues | Rating: 3.8
(ID: B0008FMHLC) Bedshaped Pt 1 | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 5.0
(ID: B000002WRX) The Complete RCA Victor Recordings | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.8
(ID: B000J3FC1A) How To Get Everything You Ever Wanted In Ten Easy Steps | CDs & Vinyl > International Music > Europe | Rating: 4.2
(ID: B003OWVHY4) Presents the Sunset Beach DJ Session | CDs & Vinyl > Pop > Dance Pop | Rating: 4.5
(ID: B002KLPAXY) Soft White | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.7
(ID: B000001G3K) Come to My Window / Ain't It Heavy | CDs & Vinyl > Pop > Adult Alternative | Rating: 5.0
(ID: B078FHJJRL) Live At Club 47 | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00OVD4WGK) Buddha-Bar Classical Chillharmonic / Various | CDs & Vinyl > Pop > Dance Pop | Rating: 4.3
(ID: B079PHFH1P) Singles & Rarities 1958-1967 | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.0
(ID: B000CAFN2S) Strong Fire | CDs & Vinyl > Latin Music > Latin Pop | Rating: 5.0
(ID: B0039208VW) I Want You To Be My Boy | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.5
(ID: B00I6LF4SS) Banyan | CDs & Vinyl > Pop > Easy Listening | Rating: 4.2
(ID: B000060OXO) The Night Garden: Reflowered | CDs & Vinyl > Reggae > Dub | Rating: 4.1
(ID: B00005YQT2) Echo of Faith | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.1
(ID: B00005MKGF) Communion | CDs & Vinyl > Jazz > Bebop | Rating: 3.9
(ID: B016WW10SA) 25 | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00000GB6T) Banana Republic | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B0030BOCLY) Hot August Night NYC | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.6
(ID: B00000754P) Fluoro - Mixed By Paul Oakenfold | CDs & Vinyl > Dance & Electronic > House | Rating: 4.6
(ID: B000068R0P) Federico Mompou: Suite Compostelana; Canciones y danzas | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B084DGQ6M8) Then Play On Celebration Edition | CDs & Vinyl > Rock | Rating: 4.8
(ID: B00CLF80HM) The Ghetto Is Tryna Kill Me Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.3
(ID: B00027FSF8) Marty Robbins 40 All-Time Greatest Hits Set | CDs & Vinyl > Country > Classic Country | Rating: 4.8
(ID: B000008B4C) Cti Masters of the Guitar | CDs & Vinyl > Jazz > Bebop | Rating: 3.9
(ID: B000ROAAHC) Artistry in Rhythm | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.4
(ID: B01MXXGTDI) Texas-Jerusalem Crossroads | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000XEPDNC) Heavy on Doo Wop, Volume 7: Stepping Out to the Music | CDs & Vinyl > Comedy & Spoken Word | Rating: 4.2
(ID: B002GV6KJG) Beginning Years 1967-68 | CDs & Vinyl > R&B > Classic R&B | Rating: 4.0
(ID: B0000046V3) Tenors Of Our Time | CDs & Vinyl > Jazz > Bebop | Rating: 4.8
(ID: B000000JTP) Bach Naturally | CDs & Vinyl > Today's Deals in Music > New Age | Rating: 4.0
(ID: B00005O56T) Flight of the Wounded | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B01MA3ZXMG) Rock & Roll + 2 Bonus Tracks | CDs & Vinyl > Blues | Rating: 4.8
(ID: B000066JFA) Universal Truths and Cycles | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.4
(ID: B0058OKR5G) Memphis | CDs & Vinyl > Pop | Rating: 4.9
(ID: B001EAWNB4) Hold This Ghost | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.2
(ID: B00005RD9G) Greatest Hits: Chapter One | CDs & Vinyl > Pop > Euro Pop | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B016WW10SA
|
25
| 5
|
AEMFJG4WWFXCNYIUVVACWZFXICVA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Cold Days (Dresden Files) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 5.0
- Academ's Fury | Books > Science Fiction & Fantasy > Fantasy | Rating: 4.0
- Cursor's Fury (Codex Alera, Book 3) | Books > Science Fiction & Fantasy > Fantasy | Rating: 4.0
- Captain's Fury (Codex Alera, Book 4) | Books > Science Fiction & Fantasy > Fantasy | Rating: 4.0
- Clinical Veterinary Advisor: Dogs and Cats | Books > New, Used & Rental Textbooks > Medicine & Health Sciences | Rating: 4.0
### User's music History:
- Backspacer | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.0
- The Greatest Hits | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.0
- The Best of Nickelback, Vol. 1 | CDs & Vinyl > Metal > Pop Metal | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B00CNIDIPG) La Historia del Puma | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.7
(ID: B008OW1S02) The Perks Of Being A Wallflower Soundtrack | CDs & Vinyl > Soundtracks | Rating: 4.7
(ID: B000H5U49K) Essential Collection: British Dance Bands | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.3
(ID: B00000I25Q) Dream | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.6
(ID: B00005UF3G) Live at the Middle East | CDs & Vinyl > Rap & Hip-Hop > Experimental Rap | Rating: 4.7
(ID: B000091OXV) Stop and Smell the Roses | CDs & Vinyl > Pop | Rating: 4.6
(ID: B001DAYU9I) Complete Symphonies & Orchestral Works | CDs & Vinyl > Classical > Symphonies | Rating: 4.2
(ID: B006ZCWTV0) Wrecking Ball | CDs & Vinyl > Rock > Folk Rock | Rating: 4.6
(ID: B000007O56) Best of: Brothers Four | CDs & Vinyl > Folk > Traditional Folk | Rating: 5.0
(ID: B004X9DJGG) Okiesippi Blues | CDs & Vinyl > Blues | Rating: 4.2
(ID: B0008MFG4A) Simply Newsong | CDs & Vinyl > Christian & Gospel | Rating: 5.0
(ID: B07NRF9NZZ) Combination Boogie | CDs & Vinyl > Blues > Jump Blues | Rating: 4.6
(ID: B000026GR9) Music for the People | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.6
(ID: B00005O7PX) The Joy of Sing-Sing | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B0000013CU) In the Mood for Love | CDs & Vinyl > R&B > Soul | Rating: 4.5
(ID: B000MTDRJU) The Weirdness | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 3.9
(ID: B000001XLT) Enrico Caruso: Historical Recordings 1902-1914 | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 3.0
(ID: B005966MTI) Burn | CDs & Vinyl > Pop > Dance Pop | Rating: 5.0
(ID: B00000DF3E) Emperor of the Bathroom | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 5.0
(ID: B0148A0FQ6) Holding Up the Sun | CDs & Vinyl > Pop | Rating: 5.0
(ID: B000Z6RH3C) Greatest Highs Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.6
(ID: B000VVTHSO) Captain Fantastic And The Brown Dirt Cowboy | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.6
(ID: B089M6J5PD) Abyss | CDs & Vinyl > Metal | Rating: 4.9
(ID: B0014URJTA) The Best Of Disneyland Resort Paris | CDs & Vinyl > Pop > Easy Listening | Rating: 4.7
(ID: B004BSWC1M) KMAG YOYO Other American Stories | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B000MRP1XM) Vintage TV & Radio Classics / Various | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B01I0M1A8A) Louder Than Love Explicit Lyrics | CDs & Vinyl > Pop | Rating: 4.8
(ID: B0000CAPXW) DJ Yoda's How to Cut & Paste: The 80's | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.6
(ID: B0002S93US) Songs of the South: Farther Along | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.2
(ID: B00925IGGY) Adonai | CDs & Vinyl > Christian & Gospel > Rock & Alternative | Rating: 4.9
(ID: B01N6QY1XF) All Things Must Pass | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000003S12) U. K. | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B00020HDD0) Best Of 70'S Rock | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.4
(ID: B000008H6C) Bliss | CDs & Vinyl > Rock | Rating: 4.8
(ID: B007H9B6KA) Not Your Kind Of People | CDs & Vinyl > Rock | Rating: 4.6
(ID: B07DY2C1L3) The Wind | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B00DW1WR14) Lightning Bolt | CDs & Vinyl > Rock | Rating: 4.7
(ID: B00175G6LE) Of Frost And War | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B00BF0CGZG) Moods of Millie Jackson: Her Best Ballads | CDs & Vinyl > R&B > Soul | Rating: 4.9
(ID: B0001CVBOQ) Blood Sweat & Tears: 3 & 4 | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.1
(ID: B006UFHGTM) Silence, on joue! A Time for Us | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.6
(ID: B00004T2I1) Best of the 60's | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B000025APX) The Avenger | CDs & Vinyl > Metal > Death Metal | Rating: 4.8
(ID: B0020G5LUQ) Singlewide | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 3.5
(ID: B00005J6XN) Non-Violent Offender | CDs & Vinyl > Pop | Rating: 5.0
(ID: B000006XFO) Cunning Stunts | CDs & Vinyl > International Music > Europe | Rating: 4.3
(ID: B000000EK1) Together | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.4
(ID: B0001VOPTA) The Inner Circle | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B000JFZ9LQ) Avant Que L'ombre a Bercy | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B08SDP6RMF) Chemtrails Over The Country Club | CDs & Vinyl > Pop | Rating: 4.7
(ID: B001GPA8ZK) Sergio Franchi Live at the Cocoanut Grove | CDs & Vinyl > Vinyl Store | Rating: 4.6
(ID: B09ZNNXLYT) Last Night In The Bittersweet | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000FILVVE) Our Hero | CDs & Vinyl > Comedy & Spoken Word > Stand-Up Comedy | Rating: 4.7
(ID: B0000060DC) Warsaw Concerto / Various | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.4
(ID: B01I7016AM) Hotel Defeated | CDs & Vinyl > Pop | Rating: 4.0
(ID: B0019HXE3S) I'm so Lonesome I Could Cry | CDs & Vinyl > Classical | Rating: 4.8
(ID: B000001CXQ) New Orleans Joys | CDs & Vinyl > Jazz > Traditional Jazz & Ragtime | Rating: 4.8
(ID: B094L8S2TS) Live At Rockpalast 1980 & 1989 | CDs & Vinyl > Rock > Hard Rock | Rating: 4.9
(ID: B000067UN7) Storyteller | CDs & Vinyl > Jazz | Rating: 4.1
(ID: B082PQ4WYS) Singles & Albums Collection 1958-62 | CDs & Vinyl > Rock | Rating: 4.7
(ID: B000BPL1HU) The Joey Heatherton Album | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.4
(ID: B0000VB274) Schubert: Complete Symphonies | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B00005N8D6) Prokofiev: Complete Music for Solo Piano | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.9
(ID: B0000AOYBS) In Heat | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B000068Q3B) Celtic Solstice | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.6
(ID: B004LP211G) Bacchanal | CDs & Vinyl > Jazz > Traditional Jazz & Ragtime | Rating: 4.6
(ID: B0000VLKXK) Dionne Warwick Live - Forever Gold | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.5
(ID: B00005KBBY) Burning Spear - Ultimate Collection | CDs & Vinyl > Reggae | Rating: 4.6
(ID: B000004BQ0) The Big Country | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.8
(ID: B000EU1PHS) Better Than That | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.8
(ID: B0000047E6) Doc Cheatham & Nicholas Payton | CDs & Vinyl > Jazz > New Orleans Jazz | Rating: 4.6
(ID: B009X1SV62) Downtown Rockers | CDs & Vinyl > Pop | Rating: 4.5
(ID: B07JJ2VJTR) Room To Spare: Acoustic Sessions | CDs & Vinyl > Rock | Rating: 4.9
(ID: B0001KL4JK) Saint Saens: Symphony No. 3 "Organ" & Encores A La Rrancaise | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.4
(ID: B0041NZNCM) New Chain | CDs & Vinyl > Pop | Rating: 4.4
(ID: B0000003IQ) Dinosaur Rock | CDs & Vinyl > Blues | Rating: 4.8
(ID: B000002NQ6) Art of the Japanese Bamboo Flute | CDs & Vinyl > Today's Deals in Music > World Music | Rating: 2.2
(ID: B07F9GMQXD) Bridges | CDs & Vinyl > Rock | Rating: 4.8
(ID: B000FTAOQQ) Straight from the Vault | CDs & Vinyl > R&B > Soul | Rating: 4.2
(ID: B0016AK39Q) Fisting the Dead / Yeest | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.6
(ID: B000WGX7L6) Far Cry from Freedom | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B00G34XMBQ) Common Courtesy Explicit Lyrics | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000002KC7) Heroes Are Hard To Find | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.5
(ID: B00004TGXB) Live: Blackfoot | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 3.9
(ID: B08B35XHV3) Brightest Blue (Amazon Signed Exclusive CD) | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00015HSMW) The Best of Lee Greenwood | CDs & Vinyl > Pop > Adult Contemporary | Rating: 3.8
(ID: B000001HAT) Carolans Cottage | CDs & Vinyl > International Music > Europe | Rating: 4.9
(ID: B0002YLDKK) Live At Sweetwater | CDs & Vinyl > Rock > Blues Rock | Rating: 4.6
(ID: B00004WJGS) Caviar | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.4
(ID: B000025IAX) Muy Fragil | CDs & Vinyl > International Music > Europe | Rating: 3.4
(ID: B00009IB3W) Libertad | CDs & Vinyl > Today's Deals in Music > Latin Music | Rating: 4.2
(ID: B003TXS6ZG) On The Other Side | CDs & Vinyl > CD Rarities | Rating: 4.6
(ID: B001VDB4T6) Ennio Morricone: Soundtracks | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.2
(ID: B000008KJQ) Seven | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.8
(ID: B08VQMLGPR) Big Science | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B0000AQS48) Me & My Brother Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.6
(ID: B00000040R) Soundzs From the Hot Line | CDs & Vinyl > Reggae > Dub | Rating: 4.7
(ID: B00GSGP4WY) Blue Spring | CDs & Vinyl > Pop | Rating: 4.4
(ID: B000HXDS0O) Bach: Mass in B Minor (H-Moll Messe) | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.2
(ID: B07G2CJNY9) Play | CDs & Vinyl > Rock | Rating: 4.9
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00DW1WR14
|
Lightning Bolt
| 4
|
AFF3KMLURD3VLBFAV7BRKW6VPZPA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Handbook of United States Coins 2021 (Handbook of United States Coins (Blue Book)(Cloth)) | Books > Crafts, Hobbies & Home > Antiques & Collectibles | Rating: 5.0
- Half Broke Horses: A True-Life Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Silver Star: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Glass Castle: A Memoir (book) | Books > Biographies & Memoirs > Arts & Literature | Rating: 5.0
- Celestial Large-Format Internet Address & Password Logbook (removable cover band for security) | Books > Stationery, Journals & Notebooks > Address Books | Rating: 5.0
- Proof of Heaven: A Neurosurgeon's Journey into the Afterlife | Books > Medical Books > Medicine | Rating: 5.0
- Killing Jesus: A History (Bill O'Reilly's Killing Series) | Books > History > World | Rating: 5.0
- Weeknight Gluten Free (Williams-Sonoma): Simple, healthy meals for every night of the week | Books > Cookbooks, Food & Wine > Special Diet | Rating: 5.0
- The Everything Gluten-Free Slow Cooker Cookbook | Books > Cookbooks, Food & Wine > Cooking by Ingredient | Rating: 5.0
- Down the Darkest Road (Oak Knoll Book 3) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
### User's music History:
- Wings Greatest | CDs & Vinyl > Rock | Rating: 5.0
- Greatest Hits, Vol. 01 | CDs & Vinyl > Pop > Oldies | Rating: 5.0
- Greatest Hits II | CDs & Vinyl > Country > Today's Country | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000007WAT) Hi-Nrg Classics | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.4
(ID: B005985RUQ) Best of Spain | CDs & Vinyl > CD Rarities | Rating: 3.0
(ID: B01HG5C982) Roustabout Audiophile Translucent Limited Anniversary Edition | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000025969) American Graffiti / Various | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000PDZAUM) Ultimate Handel | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.0
(ID: B0000057LN) Dvorak: Symphonies Nos. 7 & 8 | CDs & Vinyl > Classical > Symphonies | Rating: 4.5
(ID: B00GDI2BPA) Hallelujah Christmas Accompaniment/Performance Track | CDs & Vinyl > Christian & Gospel > Accompaniment | Rating: 4.1
(ID: B013D10GQA) Tomeka Reid Quartet | CDs & Vinyl > Jazz | Rating: 4.3
(ID: B000024HTA) Four for Trane | CDs & Vinyl > Jazz > Bebop | Rating: 4.3
(ID: B003UJ5JBS) Flat As A Pancake | CDs & Vinyl > Rock | Rating: 4.7
(ID: B0002IQI38) Anthem Alert | CDs & Vinyl > Dance & Electronic > Trance | Rating: 4.5
(ID: B000002WB1) Earl Thomas Conley - Greatest Hits | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B07BWXKT1W) Poptone | CDs & Vinyl > Rock | Rating: 4.8
(ID: B000002KO5) Crocodiles | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.7
(ID: B000IY0FE4) Across the Open Sea | CDs & Vinyl > Metal > Death Metal | Rating: 4.7
(ID: B0009VNCVY) In the Beginning | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.6
(ID: B000AMU0Y4) Across the Universe: Beatles Journey | CDs & Vinyl > Country > Today's Country | Rating: 2.8
(ID: B012CZ54C4) Romances | CDs & Vinyl > Today's Deals deprecated | Rating: 4.8
(ID: B06XJCPVPT) No Grave But The Sea Explicit Lyrics | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B000002GHU) Globe of Frogs | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B00000IGVY) Celtic Dawn: Tales of the New Age | CDs & Vinyl > International Music > Europe | Rating: 3.8
(ID: B000065UNB) Salton Sea | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.8
(ID: B00000DESB) I Got 5 on It With Remix | CDs & Vinyl > R&B > Soul | Rating: 4.5
(ID: B004BEG9LK) Lace And Whiskey | CDs & Vinyl > Classic Rock > Glam | Rating: 4.7
(ID: B0052G70YG) Mirrorball - Live and More | CDs & Vinyl > Classic Rock | Rating: 4.7
(ID: B0000049RB) Piston: Symphony No. 4 / Harris: Symphony No. 7 / Schuman: Symphony No. 6 | CDs & Vinyl > Classical > Symphonies | Rating: 4.8
(ID: B0000942K6) The Beginner's Guide To Throwing Shapes | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B07H5VVLTY) The Silver Scream Translucent Bloodshot Explicit Lyrics | CDs & Vinyl > Rock > Hard Rock | Rating: 4.9
(ID: B0000AFOHG) No Earthly Connection | CDs & Vinyl > Rock > Progressive | Rating: 4.5
(ID: B00004U93L) Division Street | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.6
(ID: B00002DDP6) Us And Us Only | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B00000482O) Stand for Something | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.6
(ID: B004LLJ294) The R Kelly 1990s Songbook | CDs & Vinyl > Karaoke | Rating: 3.2
(ID: B0002K6ZOS) Bach-6 Solo Cello Suites | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.8
(ID: B0000250S5) 25 Greatest Hits | CDs & Vinyl > Classic Rock > British Invasion | Rating: 4.4
(ID: B000002N0K) H | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.4
(ID: B000062TUL) The Carbon Copy Silver Lining | CDs & Vinyl > Rock > Progressive | Rating: 5.0
(ID: B000QEIM5K) Vicious Delicious | CDs & Vinyl > International Music > Middle East | Rating: 4.7
(ID: B000008PVK) Bad Boy | CDs & Vinyl > Blues > Modern Blues | Rating: 4.5
(ID: B07P438S9F) In The Raw | CDs & Vinyl > Rock > Hard Rock | Rating: 4.7
(ID: B0000003OT) Dressed Up To Get Messed Up | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.9
(ID: B001EX6DNK) The Sound of the Smiths Deluxe 2008 | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B007S0DEL2) Suzie Cracks The Whip | CDs & Vinyl > Pop | Rating: 4.4
(ID: B07G1YKQ66) Jazz Goes To The Movies | CDs & Vinyl > Jazz | Rating: 4.4
(ID: B001666E4I) Baby Baby | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.7
(ID: B012TL4VKM) Six String Sorrow Explicit Lyrics | CDs & Vinyl > CD Rarities | Rating: 4.9
(ID: B00DYK3C80) London Calling Remastered | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B000C14ZX0) Christmas Favorite | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 5.0
(ID: B0008JII2U) Georgia Hard | CDs & Vinyl > Country > Classic Country | Rating: 4.2
(ID: B017E5FQPW) Good Advice | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.6
(ID: B000CQKXXQ) Swinging On A V ORIGINAL RECORDINGS REMASTERED SET | CDs & Vinyl > Jazz | Rating: 5.0
(ID: B000003C8B) Easy Listening Favorites | CDs & Vinyl > Country > Classic Country | Rating: 4.6
(ID: B00000JR06) Relaxing With the Classics | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.2
(ID: B004NDVJGO) ICON Explicit Lyrics | CDs & Vinyl > Pop | Rating: 4.8
(ID: B074QVZJFD) Midnite Dynamite | CDs & Vinyl > Rock | Rating: 4.6
(ID: B0000277RE) Just Like You | CDs & Vinyl > Blues > Regional Blues | Rating: 4.7
(ID: B07W7GY4CJ) Joy: A Holiday Collection | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0013D8KFU) Jutta Hipp With Zoot Sims | CDs & Vinyl > Jazz > Bebop | Rating: 4.8
(ID: B000001J70) Edge of Christmas | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.7
(ID: B00009IB61) Baby Doll | CDs & Vinyl > Today's Deals in Music > Soundtracks | Rating: 4.6
(ID: B01NBDKZ2J) Forget | CDs & Vinyl > Pop | Rating: 4.5
(ID: B07222G3ZH) Classic Songs LIVE IN CONCERT | CDs & Vinyl > Pop | Rating: 4.3
(ID: B0096V9ADC) Champagne for Gypsies | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0000CE13F) Spem in Alium Hybrid | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.7
(ID: B0035KTIM8) Johann I'm Only Dancing | CDs & Vinyl > Classical > Chamber Music | Rating: 4.4
(ID: B00006LI2F) I Got the Guns | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B00000066S) Legacy | CDs & Vinyl > Jazz > Bebop | Rating: 4.8
(ID: B0013M0658) Homespun Songs of the C.S.A. Volume 1 | CDs & Vinyl > AutoRip | Rating: 4.9
(ID: B084QLSW38) My Turn | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B00000JA5S) 1984 | CDs & Vinyl > International Music > Africa | Rating: 4.8
(ID: B000057DT6) All My Best - Vol. 2 | CDs & Vinyl > Imports > Jazz | Rating: 4.4
(ID: B000GIN4UY) Celtic Moods Collection | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B00002JV6L) Intimations of the Goddess | CDs & Vinyl > New Age | Rating: 4.5
(ID: B007ZU6H1E) Blossom & Bee | CDs & Vinyl > Jazz | Rating: 4.4
(ID: B00065GHYC) All in | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.1
(ID: B005XQXFI0) Live From Paris | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.6
(ID: B00029LNFK) Music for Piano Four Hands | CDs & Vinyl > Classical > Chamber Music | Rating: 2.2
(ID: B00891GE34) Make It Big | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.7
(ID: B01M0MLZK6) Epoch | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.7
(ID: B000069KDZ) Brink | CDs & Vinyl > New Age > Meditation | Rating: 4.6
(ID: B00006G8VZ) Tunhuang | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.4
(ID: B09HK4L8SH) A Very Teddy Christmas | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.7
(ID: B00000I030) Revenge Of The Nerds Soundtrack | CDs & Vinyl > Today's Deals in Music > Soundtracks | Rating: 4.7
(ID: B00009V93U) Best of: Marillion | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B000000MB2) Get This Party Started | CDs & Vinyl > R&B > Soul | Rating: 4.6
(ID: B000G8OZ66) 23RD & STOUT | CDs & Vinyl > Comedy & Spoken Word > Poetry | Rating: 4.5
(ID: B00I095JTK) Okie From Muskogee Anniversary Edition | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B004QITJCM) The Local Fuzz | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.4
(ID: B09T1Q4TL4) Royce Hall 1971 | CDs & Vinyl > Rock > Country Rock | Rating: 4.7
(ID: B0000C5RO8) The Desert Sessions Volume 9 & 10 | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B07JJPV997) Quiet Signs | CDs & Vinyl > Rock | Rating: 4.7
(ID: B001Y7SIFM) Cage The Elephant | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B000MMMU3G) Pop Is the Very Best of | CDs & Vinyl > Pop > Dance Pop | Rating: 3.9
(ID: B0009GX26Y) Tom Jones Smash Hits | CDs & Vinyl > Country > Classic Country | Rating: 4.2
(ID: B01BOAG7B0) Duality Limited | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B00HZMRZ2W) Icon: 80's Hits | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 3.9
(ID: B0018WUC3Y) Sings Totally Blonde | CDs & Vinyl > International Music > North America | Rating: 4.4
(ID: B07H5VTHKN) Egypt Station | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0085M8AVQ) Tell U What | CDs & Vinyl > International Music > Pacific Islands | Rating: 4.2
(ID: B001OXEPOE) Talk of the Town | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.6
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B07G1YKQ66
|
Jazz Goes To The Movies
| 5
|
AF4LSI4I7TKABXFILFBYDMTVP2OQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Tracker (Sam Callahan Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Neon Lawyer | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Short Drop (Gibson Vaughn) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- A Dark Lure | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Betrayal (Tim Tigner Standalone Thrillers) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- The River Is Dark (A Liam Dempsey Thriller Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- When They Come for You (Harper McDaniel Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
### User's music History:
- In Blue | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 5.0
- Dusty in Memphis | CDs & Vinyl > Pop > Oldies | Rating: 5.0
- Very Best of Dusty Springfield | CDs & Vinyl > Pop > Oldies | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0000014RK) Total Recall Soundtrack | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.9
(ID: 6301771443) Master Class at Juilliard | CDs & Vinyl > Classical | Rating: 4.0
(ID: B000004433) Symphoniae Sacrae I - 1629 | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 5.0
(ID: B000EGDBR4) Bernstein in Paris: Berlioz Requiem | CDs & Vinyl > Classical > Symphonies | Rating: 3.9
(ID: B000059WLF) Italian Renaissance Dances, Vol. 1 | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.7
(ID: B004LSJCG0) Scurrilous | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.5
(ID: B0002HUXEY) Broken Promises | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.5
(ID: B0000089Z0) Angel | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B0007CYEKS) Hal Lifson's Sex and the 60s | CDs & Vinyl > Jazz > Swing Jazz | Rating: 3.8
(ID: B01M1CGU4X) The D-Boy Diary: Book 1 Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.7
(ID: B000MM1FNM) Aquarian Angel | CDs & Vinyl > Pop > Dance Pop | Rating: 4.4
(ID: B09151KGXV) 47th Birthday Gifts for Men - Lovinpro 1975 Whiskey Glass Gift for 47 Year Old Dad, Husband, Friends - Vintage Personalised Whiskey Glass 47th Anniversary Commemorative Gift 10oz | CDs & Vinyl > Vinyl Store | Rating: 4.9
(ID: B0019M83MA) All The Love You Need | CDs & Vinyl > Rock > Jam Bands | Rating: 4.7
(ID: B000V2RXSY) Scene Changes | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B00011OR20) Astrud For Lovers | CDs & Vinyl > International Music > South & Central America | Rating: 4.6
(ID: B0002TW732) Nick Drake: A Treasury | CDs & Vinyl > International Music > Europe | Rating: 4.2
(ID: B00HE0OPFU) Rainbow Race | CDs & Vinyl > Folk | Rating: 5.0
(ID: B000000DAQ) The New South, Original Classic Hits Vol. 2 | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.8
(ID: B005ELZLLI) Unbelievable / Cross My Heart: Chess Recordings 1964-1969 | CDs & Vinyl > R&B > Soul | Rating: 4.4
(ID: B001KNUQ64) Pet Sounds | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B000026LRL) Come Again | CDs & Vinyl > Comedy & Spoken Word > Shock Comedy | Rating: 4.5
(ID: B00000JR6V) Mundial Muzique | CDs & Vinyl > Dance & Electronic > House | Rating: 4.0
(ID: B00000030Q) The Verdict | CDs & Vinyl > Blues > Regional Blues | Rating: 4.0
(ID: B00004VW9T) Blow By Blow | CDs & Vinyl > Rock > Rock Guitarists | Rating: 4.5
(ID: B00000314K) Yo! Kidz | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.9
(ID: B009M7UZBG) Glee: The Music Presents Glease | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000008LUE) Prove My Love | CDs & Vinyl > R&B > Soul | Rating: 4.9
(ID: B09HRS8Q3F) Strange Adventures On Planet Earth | CDs & Vinyl > AutoRip | Rating: 4.4
(ID: B000FTWB7Q) Paula DeAnda | CDs & Vinyl > R&B > Contemporary R&B | Rating: 4.7
(ID: B005TLWOD6) Luigi Boccherini: Cello Concertos; C Ello Sonatas; Flute Quintets; S | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B0001Z3U3I) Worship With Natalie Grant And Friends | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.2
(ID: B01I2HJDDC) The Beatles - Revolver [Remastered] [LP] (Vinyl/LP) | CDs & Vinyl > Vinyl Store | Rating: 4.5
(ID: B001EOQUC8) Oh, The Places We'll Go | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.4
(ID: B000001EFS) Passionate Breezes: Best of 75-91 | CDs & Vinyl > Pop > Oldies | Rating: 4.9
(ID: B0014Z3OK8) Mainstream Rock, Vol. 1 | CDs & Vinyl > Pop > Adult Alternative | Rating: 3.5
(ID: B000003T99) The Beast Is Back: The Megaforce Years | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.4
(ID: B00IUIB4SG) Everly Brothers Story | CDs & Vinyl > Pop | Rating: 4.8
(ID: B002PNGZPY) Liberty of Norton Folgate | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B003956Z98) Congratulations | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B0000TI3FK) Fortune Faded 1 | CDs & Vinyl > Rock > Funk Rock | Rating: 4.9
(ID: B00004YX4R) Mixed | CDs & Vinyl > Dance & Electronic > Big Beat | Rating: 4.9
(ID: B000003J34) Music for Ceremony & Celebration / Various | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B000W98AS8) Sixteen Great Performances | CDs & Vinyl > Vinyl Store | Rating: 4.5
(ID: B000B6FXX2) Breath Of The Heart | CDs & Vinyl > International Music > India & Pakistan | Rating: 4.6
(ID: B000HOL6HU) Papa Roach - The Paramour Sessions | CDs & Vinyl > Metal > Alternative Metal | Rating: 4.6
(ID: B00B9LNK5G) Pale Green Ghost | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.7
(ID: B00YZONFMW) Caracal | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.6
(ID: B00008NG8B) 100 Church Classics | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 3.4
(ID: B000TXNBJU) My Turn | CDs & Vinyl > Country > Today's Country | Rating: 4.1
(ID: B0000047R4) Bee Gees First | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.7
(ID: B01MYCILAW) Emperor of Sand | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B001RXB4PO) NOW Power Ballads | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B00009VGEG) It's Been Rough & Rocky Travelin w/ Book | CDs & Vinyl > Country > Classic Country | Rating: 4.4
(ID: B000003TE4) Masada 1981 Television Mini-series | CDs & Vinyl > Soundtracks | Rating: 4.4
(ID: B000QFAH8O) Teresa Berganza, mezzo-soprano - Canciones Espanolas | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.0
(ID: B001BBO8FK) Bad Channels / Soundtrack. | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.3
(ID: B07C9DCTXY) Tower of Power: Soul Side of Town | CDs & Vinyl > Rap & Hip-Hop | Rating: 4.7
(ID: B001BZR6B4) Hey Sadie | CDs & Vinyl > Pop | Rating: 5.0
(ID: B000002947) Sleepless In Seattle Soundtrack | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.8
(ID: B000063DII) Streetwize: Smooth Urban Jazz | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.6
(ID: B00008EU74) Total Devo | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.5
(ID: B00J7VYKGI) WHISPERS | CDs & Vinyl > Pop | Rating: 4.8
(ID: B09JR9GJBQ) Rescue You | CDs & Vinyl > Rock | Rating: 4.7
(ID: B00VUBKDZ0) Talk | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00000J28G) Brahms: Symphony 1 / Tragic Overture / Alto Rhapsody | CDs & Vinyl > Classical > Symphonies | Rating: 4.5
(ID: B098GV18QD) Comfort To Me | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B00005J9WX) Perspective | CDs & Vinyl > Rock > Rock Guitarists | Rating: 4.5
(ID: B014DL3ITG) As Family We Go | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B0013T3AOA) Placido Domingo's Operalia '98: A Tribute to Passion and Soul | CDs & Vinyl > Classical | Rating: 4.5
(ID: B000B6KQR0) From Now on | CDs & Vinyl > Imports > Rock | Rating: 3.3
(ID: B0000003CE) Quand J'Ai Parti | CDs & Vinyl > Blues > Regional Blues | Rating: 4.6
(ID: B000060P8A) Night on Earth | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 3.8
(ID: B000IKEJFY) Shadowlands | CDs & Vinyl > Christian & Gospel | Rating: 5.0
(ID: B006IIA206) Virtuoso Series: Mahler: Symphony No.5 | CDs & Vinyl > Classical > Symphonies | Rating: 4.6
(ID: B0000002MY) Between the Eclipse | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.5
(ID: B000ZJVI6Q) Penderecki: Symphony 8 - Dies Irae / Aus Den Psalmen Davids | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.3
(ID: B003FCKHH6) RCA Country Legends | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B0000584VC) Pokemon Live: Original Cast Album | CDs & Vinyl > Soundtracks | Rating: 5.0
(ID: B07BLJLH79) Horrorscope live In Overhausen | CDs & Vinyl > Metal | Rating: 4.7
(ID: B000005BM3) Tomato Kiss | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.4
(ID: B072JGY4LT) The Future | CDs & Vinyl > Pop | Rating: 4.5
(ID: B08ZBF79KY) The Enigma Birth | CDs & Vinyl > Rock | Rating: 4.5
(ID: B00007CWI9) Chop Builder, Frank Gambale | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.0
(ID: B001OD6HEK) The International Soundtrack | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.4
(ID: B07JJGGL6J) Classic Roulette Collection 1958-1959 | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.8
(ID: B002F3BP7M) It Is What It Is | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B06VXYCLY8) Results | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.6
(ID: B00004WFND) Shapeshifters | CDs & Vinyl > Dance & Electronic > World Dance | Rating: 2.4
(ID: B0083F5JZK) Eternamente Enamorados | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.3
(ID: B089HYQRQW) Purple Noon | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.9
(ID: B0000005R8) Your Love and Other Lies | CDs & Vinyl > Country > Americana | Rating: 4.6
(ID: B000HIVQN0) Quiereme Tal Como Soy | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.9
(ID: B000CQSYPU) The Messiah: The London Symphony Orchestra with the St. James 48 Voice Chorale (Christmas Classical) | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.2
(ID: B00ANJYACM) Impossible Truth | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B0006LY0RW) Best Of Gary Puckett and Union Gap | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B0001Z4OZQ) Nattfodd | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B0002XED1W) Don Omar: The Last Don - Live | CDs & Vinyl > Latin Music > Salsa | Rating: 4.2
(ID: B000063CIA) I Will Bow To You | CDs & Vinyl > AutoRip | Rating: 3.9
(ID: B0000860FU) Murs Rules The World Explicit Lyrics | CDs & Vinyl > International Music > Far East & Asia | Rating: 5.0
(ID: B0085BHIYC) The Collection - Wide Open Spaces | CDs & Vinyl > Rock > Country Rock | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0006LY0RW
|
Best Of Gary Puckett and Union Gap
| 5
|
AE7EWFQBAVNN5DWIPS3AZU422H7Q
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Year of Counting Souls | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Corrupted: A Jason King Thriller (Jason King Series Book 5) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Fool Me Once | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Poisonfeather (Gibson Vaughn) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Innocent (Kindle County Book 8) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Oath of Office (a Luke Stone Thriller—Book #2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Live by Night: A Novel (Coughlin Series Book 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Invisible (A Ryan Kealey Thriller Book 3) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- The Cartel: A novel (Power of the Dog Series Book 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Independence Day: A Dewey Andreas Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
### User's music History:
- Tell The Devil I'm Gettin' There As Fast As I Can | CDs & Vinyl > Country > Today's Country | Rating: 5.0
- Ramblin' On My Mind | CDs & Vinyl > Folk > Traditional Folk | Rating: 5.0
- Queen Greatest Hits | CDs & Vinyl > Rock > Progressive | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B00000IM6P) Dvorak: Complete Symphonic Poems | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.3
(ID: B00DCVCY8A) From Death To Destiny Explicit Lyrics | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00FW0Y2WU) Mojolation | CDs & Vinyl > Blues | Rating: 5.0
(ID: B00MGS1O68) Las 20 Poderosas USA | CDs & Vinyl > International Music | Rating: 4.6
(ID: B000SAGD12) All Day With It Explicit Lyrics | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.4
(ID: B07N3PVH9X) Rise Sun | CDs & Vinyl > Folk | Rating: 4.7
(ID: B001LRRNU6) The World Of Mantovani | CDs & Vinyl > International Music > Europe | Rating: 5.0
(ID: B0000258R3) Live At Antone's | CDs & Vinyl > Country > Americana | Rating: 4.7
(ID: B005A3IKY0) Out of Town: The Remixes | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.8
(ID: B0BG61KXM2) Only The Strong Survive | CDs & Vinyl > Rock | Rating: 4.6
(ID: B0009JRPAU) Yo Soy Tejano | CDs & Vinyl > Latin Music > Tejano | Rating: 5.0
(ID: B07PL9PWRY) Inside The Electric Circus | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000R7I2D8) Lez Zeppelin | CDs & Vinyl > Pop > Tributes | Rating: 4.5
(ID: B00KAF4JX4) Connecticut Casual | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.5
(ID: B0000256LV) Best of the Sixties 2 | CDs & Vinyl > Imports > Rock | Rating: 5.0
(ID: B000V9B7OS) Evening at Pops The Arthur Fiedler Legacy | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.9
(ID: B07WNXT6G6) Destroyer Resurrected Walmart Exclusive | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B01EUBGWSS) The Music Of Nashville Season 4, Volume 2 | CDs & Vinyl > Country | Rating: 4.8
(ID: B009SF06EI) Little Broken Hearts | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B00004TRSB) FM 1978 Film | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.7
(ID: B000GDI260) City Life | CDs & Vinyl > Blues > Contemporary Blues | Rating: 3.9
(ID: B0012GMWKM) Judgement Night: Music from the Motion Picture | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.7
(ID: B005MU47W0) Feels Like The First Time | CDs & Vinyl > Rock | Rating: 4.3
(ID: B00000G8X7) Jardim Eletrico | CDs & Vinyl > International Music > South & Central America | Rating: 4.5
(ID: B0001XXBCA) Tribute To A Generation: A Salute To The Big Bands Of The WW II Era | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.6
(ID: B00B8NESM4) Echoes of Battle | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00000GAU5) Anthologie 1964 -1966 | CDs & Vinyl > International Music > Europe | Rating: 5.0
(ID: B00164UKWC) Brahms: Great Men of Music | CDs & Vinyl > Vinyl Store | Rating: 5.0
(ID: B01EUKLKW2) Paradise Gallows | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B00009MGQ8) Spirals | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.0
(ID: B07B12HXM1) Prodigal Son | CDs & Vinyl > Rock > Blues Rock | Rating: 4.5
(ID: B01M0AI66X) Back In The Fire / At Last | CDs & Vinyl > Country | Rating: 4.7
(ID: B00008N6JR) Fold a to B | CDs & Vinyl > Indie & Alternative > Ska | Rating: 4.6
(ID: B00000FYJJ) Gypsy Beat | CDs & Vinyl > Rock > Folk Rock | Rating: 4.5
(ID: B000AD24EC) DJ Hype Presents: Drum & Bass Essentials | CDs & Vinyl > Dance & Electronic > Drum & Bass | Rating: 4.5
(ID: B000FKPEAG) Ralphy Leavitt y Su Orquestra "La Selecta": 30 Aniversario - Live in | CDs & Vinyl > Latin Music > Salsa | Rating: 4.1
(ID: B0000067IX) Out of the Dust | CDs & Vinyl > Christian & Gospel | Rating: 4.8
(ID: B0000014VS) Poetry in Motion: The Best of Johnny Tillotson | CDs & Vinyl > Country > Today's Country | Rating: 4.3
(ID: B00000I90C) My Heart Is An Open Book | CDs & Vinyl > Blues > Regional Blues | Rating: 4.8
(ID: B000ODNBIG) The Beatles - Something New (Japanese Mini LP CD) | CDs & Vinyl > Pop | Rating: 4.7
(ID: B08LJ166GS) Hot Pink incl. 5 Bonus Tracks | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B000053F0I) Never Ender | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.5
(ID: B0765HZY6P) Dimevision Vol. 2 - Roll With It Or Get Rolled Over - PHOTO BOOK VERSION | CDs & Vinyl > Metal > Pop Metal | Rating: 5.0
(ID: B0000012V4) Verdi: Rigoletto | CDs & Vinyl > Opera & Classical Vocal > Operettas | Rating: 4.6
(ID: B001OS0ETY) Hope | CDs & Vinyl > New Age | Rating: 4.9
(ID: B00B5ECOWM) Entrench | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000059T4O) Songs We Wish We'd Written | CDs & Vinyl > Country > Americana | Rating: 4.5
(ID: B00JRZHOX0) Turn Back | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0011ZJ5FY) Young Rebel Goombas | CDs & Vinyl > Pop | Rating: 5.0
(ID: B00000AFFD) Fool's Parade | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.8
(ID: B00000JXZ8) Mahler: Symphony No. 8 / Popp · Auger · Minton · Harper · Kollo · Shirley-Quirk · Talvela · Chicago SO · Solti | CDs & Vinyl > Classical > Symphonies | Rating: 4.6
(ID: B075714MS4) Unified | CDs & Vinyl > Today's Deals deprecated | Rating: 4.5
(ID: B000MCIB5W) Saint-Saens: Symphony No. 3 Organ / Carnival of the Animals | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B00OYU3M48) Ultimate Collection | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0000008EK) The Best Of Baby Washington | CDs & Vinyl > Pop > Oldies | Rating: 4.5
(ID: B000008H71) The Best of Bert Kaempfert & His Orchestra | CDs & Vinyl > Pop > Easy Listening | Rating: 4.7
(ID: B000ESSTKG) Music for the Masses | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.8
(ID: B002OSX27O) Glambition | CDs & Vinyl > CD Rarities | Rating: 4.8
(ID: B0000041V4) Prokofiev: Violin Concertos 1 & 2 / Stravinsky: Violin Concerto | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.9
(ID: B000063KPA) Goin' Home | CDs & Vinyl > Folk > Contemporary Folk | Rating: 5.0
(ID: B002CWKTXM) Waldbuhne Concert - Russian Night / Berliner Philharmoniker | CDs & Vinyl > Classical > Symphonies | Rating: 3.3
(ID: B003T1KL7Y) Suburba | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000Q6ZUWQ) The English Song Series 16: Gerald Finzi | CDs & Vinyl > Classical > Chamber Music | Rating: 3.9
(ID: B07VRFM9ZL) Toscanini Conducts Beethoven | CDs & Vinyl > Classical | Rating: 4.4
(ID: B000006NNC) Club Mix '98, Vol. 2 | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 4.2
(ID: B077QXBZ7B) Impressions - The Sound Of Debussy | CDs & Vinyl > Classical | Rating: 4.6
(ID: B002ERD1C6) Sacred Hymns Collection | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B00000JR6Q) Messenger | CDs & Vinyl > International Music > Australia & New Zealand | Rating: 4.8
(ID: B081WQQSXH) England Is A Garden | CDs & Vinyl > Rock | Rating: 4.5
(ID: B06Y32C527) Standard Oil Sessions 1950 | CDs & Vinyl > Jazz > Traditional Jazz & Ragtime | Rating: 4.5
(ID: B000008GFF) The Madcap Adventures of the Avocado Overlord | CDs & Vinyl > Rock > Jam Bands | Rating: 4.4
(ID: B002OD32DI) Songs of Couch & Consultation | CDs & Vinyl > International Music > Africa | Rating: 4.5
(ID: B003A6WZWW) Bleeding Through | CDs & Vinyl > Metal > Pop Metal | Rating: 4.6
(ID: B000002R6M) Thinking Out Loud | CDs & Vinyl > Pop | Rating: 5.0
(ID: B00000I9EF) Lead Belly Sings for Children | CDs & Vinyl > Blues > Vocal Blues | Rating: 4.6
(ID: B000002JLC) Big Generator | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.6
(ID: B000MWSSLE) 1996 CLASSICAL CD IMPORT / "POPS CONCERT IN VIENNA" PERFORMED BY THE LONDON PHILHARMONIC ORCHESTRA / VIENNA CITY OF DREAMS, TALES FROM THE VIENNA WOODS, VIENNA ORIGINAL TORTE, THE MERRY WIDOW, TRITSCH TRITSCH POLKA, BLUE DANUBE, PIZZICATO WALTZ, PERPETUAL MOTION, VIENNESE REFRAIN / DIGITALLY MASTERED STEREO / | CDs & Vinyl > Classical > Ballets & Dances | Rating: 1.0
(ID: B000007659) Fossil Fuel: The XTC Singles 1977-1992 | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.7
(ID: B000063K7S) One Little Sound - Fun with Phonics and Numbers | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.5
(ID: B00IQFC0NQ) Song In My Head | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00006GXE4) American Chanukah | CDs & Vinyl > Holiday & Wedding > Hanukkah | Rating: 4.5
(ID: B000002HHN) Clutch | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.8
(ID: B0000270EO) Cavatina: Highlights from Guitar Collection / Various | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.3
(ID: B009MEGJFK) Hour of 13 | CDs & Vinyl > Metal > Pop Metal | Rating: 4.9
(ID: B006HLBBNG) In Concert | CDs & Vinyl > Pop | Rating: 4.5
(ID: B0007PIDVQ) Deeper Shades of Blues | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000000DP9) Moby Grape | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.8
(ID: B002LW9ISU) Cantares Del Subdesarrollo | CDs & Vinyl > International Music | Rating: 4.8
(ID: B00005NBV2) Rat Race | CDs & Vinyl > Today's Deals in Music > Soundtracks | Rating: 4.5
(ID: B0057QFWHS) Prince - My Name Is Prince - 12 inch vinyl | CDs & Vinyl > Vinyl Store | Rating: 5.0
(ID: B000294TO2) Ravel's Greatest Hit: The Ultimate Bolero | CDs & Vinyl > Classical > Symphonies | Rating: 4.6
(ID: B00000088S) Stick Shift | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B000000D9G) Hog Wild | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.9
(ID: B002SR3T10) Christmas Album | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B000009CSR) Moderncool | CDs & Vinyl > Broadway & Vocalists > Cabaret | Rating: 4.6
(ID: B00G5WK4LW) Chicago IX: Chicago's Greatest Hits | CDs & Vinyl > Pop > Soft Rock | Rating: 4.6
(ID: B000002NDU) Straightaways | CDs & Vinyl > Country > Americana | Rating: 4.6
(ID: B000ETQSAS) Mozart - La clemenza di Tito / Padmore, Pendatchanska, Fink, Chappuis, Im, Foresti, RIAS, Freiburg, Jacobs | CDs & Vinyl > Imports > Classical | Rating: 4.6
(ID: B00000F1DT) Retro | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B000WW1W1M) Box of Chocolates | CDs & Vinyl > Country | Rating: 5.0
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B07B12HXM1
|
Prodigal Son
| 1
|
AHJRCVU6TUYKOTH4IQNUSFS2RBRA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Marilyn: The Passion and the Paradox | Books > Biographies & Memoirs > Arts & Literature | Rating: 5.0
- No Ordinary Time: Franklin & Eleanor Roosevelt: The Home Front in World War II | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 5.0
- The Ways We Hide: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Code Name: Lise: The True Story of the Woman Who Became WWII's Most Highly Decorated Spy | Books > Biographies & Memoirs > Historical | Rating: 4.0
- The Girl You Left Behind: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Garbo | Books > Biographies & Memoirs > Arts & Literature | Rating: 4.0
- Rough Draft: A Memoir | Books > Politics & Social Sciences > Politics & Government | Rating: 1.0
- Marilyn Monroe: The Final Years | Books > Biographies & Memoirs > Arts & Literature | Rating: 5.0
### User's music History:
- The Movie Song Album | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 5.0
- Soiree | CDs & Vinyl > Pop | Rating: 5.0
- A Funny Thing Happened On The Way To The Forum ... In Jazz | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00TQE9SR2) After the Flood-The BBC 1968-77 | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000LW7L2M) Baby Blues (1999) | CDs & Vinyl > International Music > Europe | Rating: 3.4
(ID: B00192JYZU) Prayer Accompaniment/Performance Track | CDs & Vinyl > Christian & Gospel > Accompaniment | Rating: 3.9
(ID: B0007KVE8A) Mad Moon Rising | CDs & Vinyl > Metal > Pop Metal | Rating: 4.2
(ID: B000OD531Y) NA MELE O KAUAI VOL 1 | CDs & Vinyl > International Music > Pacific Islands | Rating: 3.0
(ID: B003VC8TUW) King R&B | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000001J4U) Sacred Fire | CDs & Vinyl > New Age > Meditation | Rating: 4.7
(ID: B004K2KJU0) Loverboy - Keep It Up | CDs & Vinyl > Vinyl Store | Rating: 5.0
(ID: B001IN4ZZY) Show A Little Love ~ Refreshing and Uplifting Songs For Yourg People | CDs & Vinyl > Children's Music | Rating: 5.0
(ID: B07445QZRJ) Queens Of The Breakers | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B000000FUE) Static World View | CDs & Vinyl > Indie & Alternative > Ska | Rating: 4.9
(ID: B000000Z91) Johnny Griffin Sextet | CDs & Vinyl > Jazz > Bebop | Rating: 4.6
(ID: B003M45YZM) Remember When | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B000008CF3) Door X | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.2
(ID: B000HXE14G) Ball Power | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B01M11AAHZ) Where I Came From | CDs & Vinyl > Country > Bluegrass | Rating: 4.8
(ID: B0142YXWWM) All the Way Down | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.7
(ID: B000091O0L) Mercy | CDs & Vinyl > Rock > Hard Rock | Rating: 4.5
(ID: B0002G87YI) A Classic Collection | CDs & Vinyl > Broadway & Vocalists > Classic Vocalists | Rating: 5.0
(ID: B0000008Z8) Best of | CDs & Vinyl > Country > Classic Country | Rating: 4.9
(ID: B00006L872) Soothing Sounds: Desert Winds & Spiritlands | CDs & Vinyl > New Age > Meditation | Rating: 4.0
(ID: B0000A59ZS) Edgar Winter - Live at the Galaxy [DVD] | CDs & Vinyl > Pop > Vocal Pop | Rating: 2.8
(ID: B000005CNT) Here & There | CDs & Vinyl > International Music > Europe | Rating: 3.5
(ID: B00008FN2Y) Brahms: Violin Concerto, Alto Rhapsody, Haydn Variations | CDs & Vinyl > Classical | Rating: 5.0
(ID: B072BQ2JJX) Captives Of The Wine Dark Sea | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0000027RO) The Columbia Album Of Cole Porter | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 3.9
(ID: B0000A1HSM) Even Further Behind | CDs & Vinyl > Pop > Adult Alternative | Rating: 3.7
(ID: B00005LZVS) Winning Combinations | CDs & Vinyl > Today's Deals in Music > Blues | Rating: 4.7
(ID: B000001DWV) Sure Feels Good: Best of | CDs & Vinyl > Blues > Regional Blues | Rating: 4.0
(ID: B00004Z3FG) Supreme Evil | CDs & Vinyl > Imports > Hard Rock & Metal | Rating: 3.9
(ID: B0006A9GMC) NYC Vocal Club House: 1 Am Sessions | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 4.2
(ID: B00000IYVQ) The Mona Lisa's Sister | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.8
(ID: B00435JIQ0) Byzantine Christmas Carol: Hymns Christian East | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.8
(ID: B001PSQGAO) Blitz | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.6
(ID: B0021ZZRDM) Mazurek Dabrowskiego: Hymn Polski / Var | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B000RN87O6) Does Ft. Worth Ever | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B0017PCWXU) End | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.9
(ID: B007WV4ROA) The Avengers - Original Score | CDs & Vinyl > Soundtracks | Rating: 4.6
(ID: B00027JYN0) Get a Maid | CDs & Vinyl > R&B > Soul | Rating: 5.0
(ID: B071GDWLTK) Empty Sky | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000FVQYJK) Trials of Van Occupanther | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B0001GWAGU) At the Half Note Cafe - Volumes 1 and 2 RVG | CDs & Vinyl > Jazz > Bebop | Rating: 4.7
(ID: B000H5TVH6) Satin Sheets: Live | CDs & Vinyl > Country > Today's Country | Rating: 4.5
(ID: B0007NMJXQ) Lulu - Live [DVD] | CDs & Vinyl > International Music > Europe | Rating: 3.7
(ID: B00004W1GM) Cuba Without Borders | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 2.9
(ID: B00005AVRC) Always Be | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.5
(ID: B001T1CMTQ) Passiondale | CDs & Vinyl > Metal > Death Metal | Rating: 4.9
(ID: B001MF7SAM) Jayee Papa Noel | CDs & Vinyl > International Music > Middle East | Rating: 4.5
(ID: B001B0H7E0) Joybox | CDs & Vinyl > Jazz > Traditional Jazz & Ragtime | Rating: 4.7
(ID: B00JOWHUVC) No Guts, No Glory | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00008XUTM) Luxembourg | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B01D5DUQRK) Battle Angel | CDs & Vinyl > Soundtracks | Rating: 4.8
(ID: B000HDR92C) Build A Bridge | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.5
(ID: B000024VK1) Ready Steady Go! The Number One Sixties Album | CDs & Vinyl > Imports > Rock | Rating: 4.6
(ID: B003CTCGBC) Memoirs | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B09B7ZGBRS) Fan The Flame Part 2 The Resurrection Translucent | CDs & Vinyl > Pop | Rating: 4.6
(ID: B018IEAEBO) Last Chance / Some of Us | CDs & Vinyl > Country > Today's Country | Rating: 4.3
(ID: B006J7L5CU) Ocean of he Heart: Shri Ram Jaya Ram Soothing Music for Yoga and Deep Relaxation | CDs & Vinyl > New Age > Relaxation | Rating: 3.8
(ID: B000002AJ4) Super Hits | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.6
(ID: B00005V8J2) Heart & Soul Guitar | CDs & Vinyl > Pop > Easy Listening | Rating: 4.6
(ID: B00005M1X6) 6.0 | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.4
(ID: B07BF3T92Q) Nighthawks At The Diner remastered | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B01H2ROW0W) Emerson, Lake & Palmer | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0002ZBSN6) Natalie Dessay - Amor Opera Scenes and Lieder by Richard Strauss | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.8
(ID: B07DXJJL6Y) Live | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B07519TBYS) On Stage | CDs & Vinyl > Pop | Rating: 4.8
(ID: B08BW8KZFF) Roots And Herbs Blue Note Tone Poet Series | CDs & Vinyl > Blue Note Records | Rating: 4.8
(ID: B00ADWVU1S) Monster Hits Karaoke #1022 - Male Classic Country by George Strait | CDs & Vinyl > Karaoke | Rating: 4.5
(ID: B00005Y3ZI) Beethoven: Symphony No. 6 'Pastorale'; Respighi: Pines of Rome | CDs & Vinyl > Classical > Forms & Genres | Rating: 3.4
(ID: B000002NJ3) Songs From The Capeman 1997 Concept Cast Album | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.6
(ID: B07Y41ZLZB) 3-Tier Utility Rolling Cart with Large Storage and Metal Wheels for Office,Kitchen,Bedroom,Bathroom,Black 130839 | CDs & Vinyl > Vinyl Store | Rating: 5.0
(ID: B008KH8XOK) Jinx | CDs & Vinyl > Rock > Blues Rock | Rating: 4.9
(ID: B008I1572Y) Icon: Legendary British Virtuoso | CDs & Vinyl > Classical > Chamber Music | Rating: 4.7
(ID: B000002SKF) And So Much More | CDs & Vinyl > Broadway & Vocalists > Classic Vocalists | Rating: 4.5
(ID: B0043C3F6C) Single Collection | CDs & Vinyl > Pop | Rating: 4.5
(ID: B08B3B397D) Brazilian Dorian Dream | CDs & Vinyl > International Music > South & Central America | Rating: 4.6
(ID: B000083MCZ) Shot Down on Safari | CDs & Vinyl > Dance & Electronic > Drum & Bass | Rating: 4.2
(ID: B00000DOXY) The Divine Miss M | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.7
(ID: B00006I07J) The Rodeo Eroded | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.5
(ID: B00000598K) Beethoven: Symphony No 4 | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B00000071K) Hovhaness Collection Essential Hovhaness | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 5.0
(ID: B00000JMXS) Early Music - Palestrina: Choral Works / Oxford Camerata | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.8
(ID: B000050KCY) Kham Kham | CDs & Vinyl > International Music > Africa | Rating: 4.3
(ID: B000HKDC6W) Performance | CDs & Vinyl > R&B > Soul | Rating: 5.0
(ID: B01M11HZYN) Christmas & Chill | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.7
(ID: B000O59YUI) Complete Studio Sessions | CDs & Vinyl > Jazz > Bebop | Rating: 4.5
(ID: B005IY3D3O) Half Machine Lip Moves | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.6
(ID: B0008191A6) Cosmic Furnace | CDs & Vinyl > Rock > Progressive | Rating: 4.9
(ID: B00000478F) For Musicians Only | CDs & Vinyl > Jazz > Bebop | Rating: 4.7
(ID: B00002CEZU) Castles in the Sand / Once Upon a Rhyme | CDs & Vinyl > Country > Today's Country | Rating: 5.0
(ID: B000003FGJ) Margaret Price Sings Mozart | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B0013FSVCK) Come Close | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.5
(ID: B0000584TZ) Gotta Travel on | CDs & Vinyl > Country > Classic Country | Rating: 4.2
(ID: B000FI8UGS) Soundtrack | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.2
(ID: B000001FWD) Absolutely | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.7
(ID: B000003132) Psalty Kid's Praise 10 - Salvation Celebration! | CDs & Vinyl > Today's Deals in Music > Christian & Gospel | Rating: 4.7
(ID: B073VFDZNF) Claudio Abbado Opera Edition | CDs & Vinyl > Classical | Rating: 4.8
(ID: B0000D9PIG) Live At Deer Creek | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.3
(ID: B0000071BM) Best of | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.4
(ID: B000000H5B) Play Games | CDs & Vinyl > Metal | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0000027RO
|
The Columbia Album Of Cole Porter
| 5
|
AFAB42NRVEA5YC7PQTS4XJVOYY5Q
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Hollywood Games: A Hollywood Alphabet Series Thriller | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- The Gauguin Connection (Book 1) (Genevieve Lenard) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- A Smoky Mountain Mystery (Off the Beaten Path Mystery Series Book 4) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Sins of a Priest | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Will You Love Me?: The story of my adopted daughter Lucy | Books > Self-Help > Death & Grief | Rating: 5.0
- Rupee Millionaires (Frank's Travel Memoirs Book 5) | Books > Travel > Asia | Rating: 4.0
- Somebody Tell Aunt Tillie She's Dead (The Toad Witch Mysteries Book 1) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 4.0
- Ring In the Dead: A J. P. Beaumont Novella | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- #1 Bundle of Fun - Humorous Cozy Mysteries - Funny Adventures of Mina Kitchen - with Recipes: Kitchen Addiction! + Christmas Bizarre - Books 1 + 2 (Mina Kitchen Cozy Mystery Series - Bundle) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 2.0
- The Residence: Inside the Private World of the White House | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 4.0
### User's music History:
- 1989 | CDs & Vinyl > Pop > Vocal Pop | Rating: 5.0
- Four Seasons | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
- Fire & Ice | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B000001SPL) Classics From Hollywood to Broadway | CDs & Vinyl > Pop | Rating: 4.5
(ID: B00004T6SB) Peace Minus One | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.3
(ID: B007PFWLKK) Out of the Box | CDs & Vinyl > International Music > Middle East | Rating: 4.6
(ID: B001HLS3ZK) Argus: Through the Looking Glass | CDs & Vinyl > Pop | Rating: 4.4
(ID: B000TM084C) Gloria Estefan: 90 Millas | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.6
(ID: B00003E43J) Elvis Is Back! Elvis Paper Sleeve Collection Mini 24 bit 96 khz | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B00CSCJ09K) Music | CDs & Vinyl > Classical > Chamber Music | Rating: 4.7
(ID: B07NRF2FTK) Outlander: Season 4 Original Soundtrack | CDs & Vinyl > Soundtracks | Rating: 4.8
(ID: B0000025RG) Special | CDs & Vinyl > Today's Deals in Music > World Music | Rating: 4.4
(ID: B000001P1A) Outer Limits | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.4
(ID: B004IN75DA) Campo Belo | CDs & Vinyl > Jazz | Rating: 4.0
(ID: B000H8SEAS) Sun Essentials Clambox | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.7
(ID: B000092ENV) Trick or Treat | CDs & Vinyl > Rock > Hard Rock | Rating: 4.7
(ID: B0915PKVRM) Sound & Color Deluxe | CDs & Vinyl > Dance & Electronic | Rating: 4.6
(ID: B0001IN0Y4) Sittin' Here Pickin' The Blues | CDs & Vinyl > Country > Classic Country | Rating: 4.7
(ID: B001A5RFR0) At Newport 1956 & 1959 | CDs & Vinyl > Jazz > Cool Jazz | Rating: 4.1
(ID: B001QBC2CG) The Capitol Rarities, 1943-1950 | CDs & Vinyl > Pop > Oldies | Rating: 4.9
(ID: B07FKCR9KF) Benjamin Zander Conducts Beethoven Symphony No. 9 'Choral' | CDs & Vinyl > Classical > Symphonies | Rating: 4.4
(ID: B08M2FZT77) Late Night Tales: Khruangbin | CDs & Vinyl > Rock | Rating: 4.5
(ID: B000008MGR) World Trade | CDs & Vinyl > Rock | Rating: 4.3
(ID: B0083TS8MW) Seams and Stitches | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B000002G5A) Mitakuye Oyasin Oyasin | CDs & Vinyl > R&B > Funk | Rating: 4.5
(ID: B00HX0XOAS) Appalachian Spring | CDs & Vinyl > Country | Rating: 3.6
(ID: B00CFFT7WA) Frankie Valli And The Four Seasons: Live In Chicago 1982 | CDs & Vinyl > Pop | Rating: 4.2
(ID: B00BPFSZBU) Glass Slopes | CDs & Vinyl > CD Rarities | Rating: 4.0
(ID: B000005HTR) So Far | CDs & Vinyl > Dance & Electronic > Drum & Bass | Rating: 4.4
(ID: B00008FI3H) Barnyard Christmas | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.0
(ID: B0000000TW) Sun Singer | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.8
(ID: B0000012Q0) El Hombre Mas Famoso de la Tierra | CDs & Vinyl > Dance & Electronic > House | Rating: 4.4
(ID: B0002739QS) No Strings 1962 Original Broadway Cast | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.5
(ID: B000FGG6YS) The Politics Of Ecstasy | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B000WXR314) Paganini Violin Concertos 1 & 4 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.3
(ID: B00000DUPS) Mutilation Makes Identificaton Difficult | CDs & Vinyl > Metal | Rating: 4.2
(ID: B004Y73CKU) Marschmusik Und Soldatenlieder, Vol. 6. | CDs & Vinyl > Folk | Rating: 5.0
(ID: B001FES0J8) Sheer Heart Attack | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B010FULJCW) Trio in a Minor Op 50 | CDs & Vinyl > Classical > Chamber Music | Rating: 4.4
(ID: B000002BHP) Life Is Peachy Explicit Lyrics | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.8
(ID: B0000025TA) Powerlight | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 4.6
(ID: B003LKSHHE) Symphony 1 / The Rock | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B0021CDAVG) Love Note 2 | CDs & Vinyl > Pop > Easy Listening | Rating: 5.0
(ID: B0000DJENW) No Hats Beyond This Point | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.2
(ID: B002Z6HM1W) RICCHI E POVERI - Greatest Hits (2 Cd) Digipack- Collector's Edition - Rare -NEW | CDs & Vinyl > Pop > Euro Pop | Rating: 4.6
(ID: B0026MF4DI) Frohes Fest | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.5
(ID: B00076NYEQ) Never Too Late | CDs & Vinyl > Imports > Rock | Rating: 4.5
(ID: B004L88LXA) King Hokum | CDs & Vinyl > Blues | Rating: 4.7
(ID: B000H7JD54) 16 Biggest Hits | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B000G03Q5U) Darklands | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.7
(ID: B00XKDAK4U) Soaring Spirit - Native Drumming For Deep Meditation | CDs & Vinyl > International Music > North America | Rating: 3.6
(ID: B000002O1J) Fancy Free | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.6
(ID: B00005KIY4) Look of Love | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B00012QMU4) Playgroup Favorites | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.6
(ID: B000003QKH) The River | CDs & Vinyl > International Music > Africa | Rating: 4.6
(ID: B0007Z9Q2G) Man-Made | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.4
(ID: B017MPPKGY) Love Is the Answer Ep | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.6
(ID: B000004111) Mozart: Litanies, Vespers, Etc. Complete Mozart Edition Vol. 20 | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.5
(ID: B00005MG85) Voluntary Solitary | CDs & Vinyl > New Age > Instrumental | Rating: 5.0
(ID: B00EZ7L828) Stars & Hotel Bars | CDs & Vinyl > Pop | Rating: 3.6
(ID: B0133G1A10) The Color Clear | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000002TTD) Hi Times: Hi Records R&B Years | CDs & Vinyl > R&B > Soul | Rating: 4.8
(ID: B07KLFJDKW) Candy Man | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 3.7
(ID: B000042OIB) Hymnscapes Assurance Volume 1 | CDs & Vinyl > Today's Deals in Music > Christian & Gospel | Rating: 4.6
(ID: B000008CQD) Aftershock | CDs & Vinyl > International Music > Europe | Rating: 3.8
(ID: B008DWG0EM) Bononcini: Messa, Stabat Mater | CDs & Vinyl > Classical | Rating: 4.4
(ID: B000176JUM) Ries/ Limmer: Piano Quintets | CDs & Vinyl > Classical > Chamber Music | Rating: 5.0
(ID: B002L17HHK) Mindfulness Meditations for Tranquility and Insight with Dr. Miles Neale | CDs & Vinyl > CD Rarities | Rating: 3.3
(ID: B07C5HNBW1) Hardly Electronic | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B0000026VS) Best Of The Big Bands | CDs & Vinyl > Today's Deals in Music > Broadway & Vocalists | Rating: 4.9
(ID: B00000231F) Homeland | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B000IFSG4O) Smooth Jazz Tribute to Kem | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.7
(ID: B004WBC43Y) For the Kids | CDs & Vinyl > Country > Today's Country | Rating: 4.5
(ID: B00IXLQJ8U) Superunknown | CDs & Vinyl > Metal | Rating: 4.8
(ID: B000004CU0) Better Days | CDs & Vinyl > Pop > Oldies | Rating: 4.3
(ID: B00FXE1LKQ) Between Worlds | CDs & Vinyl > Pop | Rating: 4.4
(ID: B000CAEPWC) Alive in the U.S.A. | CDs & Vinyl > Blues > Electric Blues | Rating: 4.0
(ID: B01K4VKJGE) Eastside Bulldog | CDs & Vinyl > Pop | Rating: 4.3
(ID: B00001XDRM) Colors of My Heart | CDs & Vinyl > International Music > North America | Rating: 4.8
(ID: B00J4L05WE) All You Can Eat Australian Fan Edition | CDs & Vinyl > Classic Rock > Glam | Rating: 4.7
(ID: B016VKBJFW) 4 Classic Albums Plus | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00LMBUQEQ) Somewhere Under Wonderland | CDs & Vinyl > Pop | Rating: 4.5
(ID: B0001CNP9A) Sea of Dreams / Love Tide | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B0000028S7) What Is There To Say? | CDs & Vinyl > Jazz > Cool Jazz | Rating: 4.7
(ID: B000008HNF) Mirrors | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B00000AFJS) Beyond My Worth | CDs & Vinyl > Pop > Oldies | Rating: 3.2
(ID: B00NWZIR7I) Requiem | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B0000040UT) Bryars: Jesus' Blood Never Failed Me Yet | CDs & Vinyl > Classical > Chamber Music | Rating: 4.3
(ID: B000VBIE42) The Album Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > East Coast | Rating: 4.3
(ID: B0026OTQWQ) Pinkalicious - The Musical | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.8
(ID: B00C44IWDM) Sun Moon | CDs & Vinyl > Pop | Rating: 4.1
(ID: B000PMLDOK) Seduction | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.7
(ID: B004IZAEN6) Fringe: Season 2 | CDs & Vinyl > Pop | Rating: 4.7
(ID: B08GFX3ML5) Progressive Muscle Relaxation - The Jacobson Method for Total Relaxation & Stress Relief | CDs & Vinyl > New Age > Relaxation | Rating: 3.8
(ID: B000JMKCPW) Thank You Mr Moon | CDs & Vinyl > Imports > Jazz | Rating: 5.0
(ID: B000006XNL) Shadow Man | CDs & Vinyl > International Music > Africa | Rating: 4.8
(ID: B018IAKB7K) Palmeras en la Nieve Original Soundtrack | CDs & Vinyl > Pop | Rating: 4.3
(ID: B000IJ7GNC) The Rough Guide To The Music Of South Africa | CDs & Vinyl > International Music > Africa | Rating: 4.4
(ID: B01DPWH4TO) Wrong Crowd | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000027YA1) Lady & Pres 1937-1941 | CDs & Vinyl > Pop > Oldies | Rating: 5.0
(ID: B0000071CF) Killer Dwarfs | CDs & Vinyl > Metal > Pop Metal | Rating: 4.4
(ID: B001UDUR68) Ian Mulder in Concert | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B00006FI7G) Plea For Peace/Take Action #2 | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.9
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00CSCJ09K
|
Music
| 5
|
AFZYD7M52EH7Q3WH3OAWNGGDDPFA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Last Black Unicorn | Books > Biographies & Memoirs > Community & Culture | Rating: 1.0
- Moo, Baa, La La La! | Books > Children's Books > Early Learning | Rating: 5.0
- Kitchen Table Wisdom | Books > Self-Help > Relationships | Rating: 5.0
- Klutz Star Wars Folded Flyers Activity Kit | Books > Children's Books > Activities, Crafts & Games | Rating: 5.0
- Break the Code: Cryptography for Beginners (Dover Kids Activity Books) | Books > Children's Books > Activities, Crafts & Games | Rating: 5.0
- U.S.A. Secret Code Puzzles for Kids (Dover Kids Activity Books: U.S.A.) | Books > Children's Books > Activities, Crafts & Games | Rating: 5.0
- The Whore's Child: Stories | Books > Christian Books & Bibles > Literature & Fiction | Rating: 5.0
- Doctor Who Mad Libs: World's Greatest Word Game | Books > Children's Books > Activities, Crafts & Games | Rating: 5.0
- Harry Potter Postcard Coloring Book | Books > Children's Books > Arts, Music & Photography | Rating: 5.0
- The ARRL Ham Radio License Manual | Books > Humor & Entertainment > Radio | Rating: 5.0
### User's music History:
- Piazzolla: Five Tango Sensations | CDs & Vinyl > Classical > Ballets & Dances | Rating: 5.0
- Border-Free | CDs & Vinyl > Jazz | Rating: 5.0
- Novas Bossas | CDs & Vinyl > International Music > South & Central America | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000P6R8UY) 60 Aniversario CBS | CDs & Vinyl > Latin Music > Latin Pop | Rating: 5.0
(ID: B000076EXK) Data 80 | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.9
(ID: B0002ABUY8) Harlem Bush Music | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.8
(ID: B003KVZ5HE) Heartbeat | CDs & Vinyl > Pop | Rating: 4.5
(ID: B001D25N3S) Songs from Instant Star 4 | CDs & Vinyl > Pop | Rating: 4.3
(ID: B00005M0BA) What Every Girl Should Know / I Have Dreamed | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B002HRTMHQ) A Strange Arrangement | CDs & Vinyl > R&B > Soul | Rating: 4.6
(ID: B003A4IFGY) Mojo | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00Q582LI0) The Carpetbaggers Music From The Original Score Digitally Remastered | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 5.0
(ID: B000050G2Q) Lisa Ekdahl Sings Salvadore Poe | CDs & Vinyl > Imports > Jazz | Rating: 4.5
(ID: B07FDMY2RY) Only Love | CDs & Vinyl > Pop | Rating: 4.6
(ID: B07F9Q8KZY) Under Paris Skies | CDs & Vinyl > Jazz | Rating: 4.2
(ID: B000I5YVH0) Handel - Messiah / Avemo, Bardon, Zazzo, van Rensburg, Davies, Clare College, Freiburg, Jacobs | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.6
(ID: B00BGGIXRY) Second Opinion | CDs & Vinyl > Blues | Rating: 4.7
(ID: B000A87VRC) Platinum Collection | CDs & Vinyl > Classic Rock > British Invasion | Rating: 4.5
(ID: B000054A4A) Independent Women / 8 Days of Christmas | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 3.7
(ID: B00XYYO15O) City Boy/Dinner at the Ritz: Expanded Edition | CDs & Vinyl > Rock | Rating: 4.6
(ID: B0BHVDD92V) The Magic Flute (Original Motion Picture Soundtrack) | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.7
(ID: B00007M04A) These Are the Days / American Game | CDs & Vinyl > Pop > Teen Pop | Rating: 4.8
(ID: B07YXRPY7N) Cle: Levanter incl. Photobook, Special Page and 3 x QR Photocards | CDs & Vinyl > AutoRip | Rating: 4.6
(ID: B00CX1Z5ZO) Symphony No 4 | CDs & Vinyl > Classical > Symphonies | Rating: 4.7
(ID: B0054DFF7Q) Don't Smoke | CDs & Vinyl > Pop | Rating: 4.5
(ID: B08ZB91KQX) Grace | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
(ID: B08M2FXZJJ) Heaven Has Come | CDs & Vinyl > AutoRip | Rating: 4.8
(ID: B000GPIFMY) Gaither Vocal Band: Give It Away [DVD] | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B0000AVHCI) Rupi's Dance | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B0071LELD8) I Was Never Alone | CDs & Vinyl > Country > Today's Country | Rating: 5.0
(ID: B00008XESH) Miles to Go | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.9
(ID: B00006IK48) Speed of Trees | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.7
(ID: B005CRR0QS) So80s Presents Hubert Kah | CDs & Vinyl > Pop > Dance Pop | Rating: 4.7
(ID: B001IYURKA) Simplemente Lo Mejor | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.8
(ID: B003VKW13K) Strauss: Four Last Songs; Die Frau ohne Schatten; Also sprach Zarathustra, Op. 30 | CDs & Vinyl > Classical > Chamber Music | Rating: 4.5
(ID: B01GWATUWK) Terra Incognita | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B000002PH1) Heaven on Earth | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.7
(ID: B00000IKTO) Rhapsody In Blue | CDs & Vinyl > Classical > Forms & Genres | Rating: 3.5
(ID: B000002RO8) Vienna, City of My Dreams | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.6
(ID: B016W64D2Q) Playlist: The Very Best Of Santana | CDs & Vinyl > Rock | Rating: 4.7
(ID: B0002ZDVR2) Walking Cloud and Deep Red Sky, Flag Fluttered and The Sun Shined | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.6
(ID: B0091Q82L8) Live At Hull 1970 | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00096S46W) Our Most Beloved | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.3
(ID: B0018CWWFU) Greatest Hits | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.8
(ID: B000001VDN) Very Cherry Christmas | CDs & Vinyl > Today's Deals in Music > Miscellaneous | Rating: 4.6
(ID: B000001VUZ) Power Classics 1-10 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B00005NTS7) Sacred Rhythms | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.8
(ID: B00063ZQ1Y) Join Us in Our Game: Anthology | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.6
(ID: B0009JPVIS) Those Who Wander | CDs & Vinyl > Country > Today's Country | Rating: 4.0
(ID: B0000A1HWG) San Francisco Girls | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.4
(ID: B000SSFYAA) Blue Thunder: Original Motion Picture Soundtrack | CDs & Vinyl > Soundtracks | Rating: 4.6
(ID: B00CETJ8N0) Lullabies - the New Born Collection | CDs & Vinyl > Pop | Rating: 4.3
(ID: B00NF5RKOQ) You Ruin Me | CDs & Vinyl > Pop | Rating: 4.4
(ID: B0B7QHTXLZ) The Art Of Survival | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B00000IJ0P) Music From The Adventures of Pete & Pete | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B07TL54KXL) Blinded By The Light Soundtrack | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.6
(ID: B000PY32CE) The Mix-Up | CDs & Vinyl > Jazz > Soul-Jazz & Boogaloo | Rating: 4.7
(ID: B000IONGJU) Welcome to the Black Parade 1 | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.0
(ID: B07H7SSQ25) Engine 54 | CDs & Vinyl > Rock | Rating: 4.5
(ID: B002S0OC0Y) Thompson Twins | CDs & Vinyl > Pop | Rating: 4.9
(ID: B08JLMD6W5) 20 | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B000000OMC) Security | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B00AL7OSE6) Joy Noel | CDs & Vinyl > Holiday & Wedding | Rating: 4.6
(ID: B01B9RO8O6) Cafe Blue - Unmastered | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.6
(ID: B000002CO0) Best of Philip Bailey: A Gospel Collection | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.4
(ID: B07JZB1X1Y) The Marvelous Mrs. Maisel: Season 1 Music From The TV Series | CDs & Vinyl > Soundtracks | Rating: 4.7
(ID: B08W7JP286) Saga | CDs & Vinyl > Rock | Rating: 4.8
(ID: B01EJQ0FIC) Facing A Task Unfinished | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B00004U8UM) Live at Berklee | CDs & Vinyl > Rock > Progressive | Rating: 4.2
(ID: B0000658PO) Romantic Piano Adagios | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B00NV8YECI) Violin Concerto | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B00BLQ8B2Q) Lay My Soul to Waste | CDs & Vinyl > Metal | Rating: 4.6
(ID: B001XTVNN0) Scene of the Crime | CDs & Vinyl > Classic Rock | Rating: 4.2
(ID: B09MNWTJ2F) Electrif Lycanthrope: Live At Ultra-Sonic Studios | CDs & Vinyl > Rock | Rating: 4.7
(ID: B00004NRSX) Family Fun From The '50s And '60s | CDs & Vinyl > R&B | Rating: 4.6
(ID: B000025Z3G) Procession | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.6
(ID: B0007KRWX6) 4008 | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.6
(ID: B00HG3P5FE) Stockholm 1970 | CDs & Vinyl > Metal | Rating: 4.7
(ID: B01MF91E8O) De Puerto Rico Para El Mundo / Various | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.3
(ID: B00OZ1QFWW) Triple Album Collection | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000008AAX) Kansas City Suite | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.7
(ID: B00XIQNKCS) Momentary Masters | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B000L42J90) Histoire du Soldat Suite ; Renard | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B00005AMAM) Country Boy-City Boy | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B000N4SHSK) Koolit-Sun Years Plus | CDs & Vinyl > Country > Bluegrass | Rating: 4.5
(ID: B00000DD1V) Monastic Trio | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.9
(ID: B00000JMGA) The Heart Of Christmas | CDs & Vinyl > Today's Deals in Music > Miscellaneous | Rating: 4.8
(ID: B000002R26) Thankful | CDs & Vinyl > Today's Deals in Music > Broadway & Vocalists | Rating: 4.7
(ID: B0000033TG) Unreal | CDs & Vinyl > R&B > Funk | Rating: 4.4
(ID: B0002X4U9W) Wish I Had An Angel | CDs & Vinyl > Metal | Rating: 4.7
(ID: B0002OOTR4) The Best Of - Ultimate Collection | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.8
(ID: B07X7YPQBQ) Afraid Of Sunlight 1 | CDs & Vinyl > Pop | Rating: 4.7
(ID: B09SVJ8T85) Rachel | CDs & Vinyl > Classical | Rating: 4.9
(ID: B00000IN3W) Art of Swing | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.9
(ID: B001DMW25A) TROPICAL HAWAIIAN PARTY | CDs & Vinyl > International Music > Pacific Islands | Rating: 1.8
(ID: B01N3Q3PMI) Living Years | CDs & Vinyl > Holiday & Wedding | Rating: 4.8
(ID: B00YJHZ7EE) Don't Look Back | CDs & Vinyl > Country > Today's Country | Rating: 5.0
(ID: B000066F23) Buttonbox Favorites | CDs & Vinyl > International Music > Europe | Rating: 3.3
(ID: B017E5FQPW) Good Advice | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.6
(ID: B000000N9J) Somewhere Along The Way | CDs & Vinyl > Blues > Regional Blues | Rating: 4.4
(ID: B01M71JHVP) In The Nightside Eclipse | CDs & Vinyl > Metal > Pop Metal | Rating: 4.6
(ID: B07J352QQ1) MASTERS OF THE SUN Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Experimental Rap | Rating: 4.5
(ID: B000MOR0DO) After All This Time | CDs & Vinyl > Pop > Easy Listening | Rating: 5.0
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00000IJ0P
|
Music From The Adventures of Pete & Pete
| 5
|
AFKW35AF23BLLKQGW4XWJSZG5IXA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Hanta Yo : An American Saga | Unknown | Rating: 5.0
- Rescue: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Plug Your Book! Online Book Marketing for Authors, Book Publicity through Social Networking | Books > Reference > Writing, Research & Publishing Guides | Rating: 5.0
- The Accidental Bestseller | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Frugal Book Promoter: How to Do What Your Publisher Won't or Nitty-gritty How-tos for Getting Nearly Free Publicity | Books > Business & Money > Marketing & Sales | Rating: 4.0
- The Girl Who Kicked the Hornet's Nest (Millennium Trilogy) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- 1001 Ways to Market Your Books: For Authors and Publishers, 6th Edition | Books > Reference > Writing, Research & Publishing Guides | Rating: 5.0
### User's music History:
- Rumours | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 5.0
- Go Nutz | CDs & Vinyl > International Music > Europe | Rating: 5.0
- On Stage Tonight: Baldry's Out | CDs & Vinyl > Blues > Contemporary Blues | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0032FO916) Portals To Heaven | CDs & Vinyl > New Age > Meditation | Rating: 5.0
(ID: B000AOENAY) Big Chain | CDs & Vinyl > International Music > South & Central America | Rating: 4.5
(ID: B00004TXQN) Very Together | CDs & Vinyl > Dance & Electronic > Disco | Rating: 3.7
(ID: B01N6Y6F1S) Dame Vera Lynn 100 | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B0000B1JZ1) Death Cult Armageddon | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B004WJREPO) McCartney II Archive Collection | CDs & Vinyl > Pop | Rating: 4.5
(ID: B00AI6542U) Clouds [Vinyl LP] | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B0000033F9) Nothing Good Comes Easy | CDs & Vinyl > Comedy & Spoken Word > Comedic Music | Rating: 4.0
(ID: B00006JIA3) Forty Licks | CDs & Vinyl > Classic Rock > Supergroups | Rating: 4.7
(ID: B0017LI72O) Dvorak: Chamber Works | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B07BF8554R) Delta Blues | CDs & Vinyl > Blues > Regional Blues | Rating: 4.8
(ID: B082JNNCHZ) no future Explicit Lyrics | CDs & Vinyl > Dance & Electronic | Rating: 4.8
(ID: B08VC93MNM) Life By Mis-Adventure | CDs & Vinyl > Rock | Rating: 4.7
(ID: B009OEX2KI) On the Shoulders of Giants | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B00004TQQ6) Hickox Conducts Vaughan Williams | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B00004S3KT) Musician | CDs & Vinyl > Pop > Soft Rock | Rating: 5.0
(ID: B009GEOR9G) Blade Runner: A 30th ANNIVERSARY CELEBRATION - Music from the Motion Picture by Vangelis | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.4
(ID: B0031SZAHG) Gentleman / Confusion | CDs & Vinyl > International Music > Africa | Rating: 4.6
(ID: B00004YMOK) Sailing to Philadelphia | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B000001EIJ) Best Of: The Polydor Years | CDs & Vinyl > Today's Deals in Music > R&B | Rating: 4.4
(ID: B07JX4SGD6) Spider-Man: Into the Spider-Verse Original Score | CDs & Vinyl > Soundtracks | Rating: 4.5
(ID: B00003TKK3) Let the Little Girl Dance | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B00026WVE0) Fight the Tide | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.4
(ID: B0924LPQKP) Home Video | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B00LC5A9AI) Hiss Golden Messenger : Lateness of Dancers | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B0002SPPZA) Find Harmony | CDs & Vinyl > International Music > Pacific Islands | Rating: 4.6
(ID: B000PDPCPU) Home for Christmas | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.8
(ID: B00000J7ON) Honegger: Symphonies 1-5 / Pacific 231 / Rugby | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B000008FBW) Land of Opportunity | CDs & Vinyl > International Music > Africa | Rating: 4.8
(ID: B019NSLLMU) Silent Nights | CDs & Vinyl > Blues | Rating: 4.5
(ID: B000RY01VC) The Essential Waylon Jennings | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B00242VKIS) Esther Ofarim in London | CDs & Vinyl > Folk > Jewish & Yiddish | Rating: 4.6
(ID: B08SGRQ5L9) Some Nights FBR 25th Anniversary Silver | CDs & Vinyl > Rock | Rating: 4.8
(ID: B098RCHMKQ) Alvarado | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B00000428U) United Nations 50th Anniversary Concert | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B000JU7ITW) Dog House Music | CDs & Vinyl > Blues > Traditional Blues | Rating: 4.5
(ID: B00008NW7E) Tanto Tempo Special Remix Edition | CDs & Vinyl > International Music > South & Central America | Rating: 4.4
(ID: B005KWAWJW) Bizet: Carmen Metropolitan Opera | CDs & Vinyl > Classical | Rating: 4.4
(ID: B003Z0DDWY) Bring Out Your Dead Revised and Remastered | CDs & Vinyl > Rap & Hip-Hop | Rating: 5.0
(ID: B000000E9M) Art of Bottleneck Slide Guitar | CDs & Vinyl > Blues > Slide Guitar | Rating: 4.2
(ID: B00018GJ6U) After Hours With Miss "D" VME - Remastered | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B000NOKBOI) Waking Up | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.4
(ID: B00005M6A8) Biglietto Per L'Inferno | CDs & Vinyl > Rock > Progressive | Rating: 4.5
(ID: B00000I8GX) At Home With Cherry Twister | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B000BBOTWI) Tore Up from the Floor Up | CDs & Vinyl > Blues > Regional Blues | Rating: 4.7
(ID: B00000201I) Cellobotomy | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.5
(ID: B015Q33M6O) Above the Prairie | CDs & Vinyl > Country > Bluegrass | Rating: 4.8
(ID: B014T4JP2G) A Love Supreme: The Complete Masters | CDs & Vinyl > Verve Music Group > Verve | Rating: 4.5
(ID: B00005B534) Sanctus Ignis | CDs & Vinyl > Metal | Rating: 4.6
(ID: B003B2OG5Y) Girls Gone Rockin: 75 Fabulous Femme Rockers | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0012GMZ2M) The Music of Raymond Scott: Reckless Nights and Turkish Twilights | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.9
(ID: B08PXHFWN8) Duality | CDs & Vinyl > AutoRip | Rating: 4.9
(ID: B06XCLRTTM) Very Best Of | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0000AQS0T) Platinum & Gold Collection | CDs & Vinyl > Country > Bluegrass | Rating: 4.6
(ID: B000RC9VWO) The Full Life | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.6
(ID: B000002OOW) Best of Mtv Uptown Unplugged | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.7
(ID: B008BWFOSM) Playlist: The Very Best Of The Lovin' Spoonful | CDs & Vinyl > Pop > Oldies | Rating: 4.3
(ID: B001DXF9MW) Heart Full Of Soul | CDs & Vinyl > International Music > India & Pakistan | Rating: 4.6
(ID: B06WLMBBTK) Harp Attack 2 | CDs & Vinyl > Pop | Rating: 4.8
(ID: B078GGDWN3) Duke Ellington & John Coltrane | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B00000062M) Out of the Woods | CDs & Vinyl > Dance & Electronic > World Dance | Rating: 4.8
(ID: B0006OJRA4) Hopi Social Dance Songs | CDs & Vinyl > International Music > North America | Rating: 5.0
(ID: B001DFITW2) Operatic Arias & Duets | CDs & Vinyl > Opera & Classical Vocal > Arias | Rating: 4.7
(ID: B00006C77B) Green Street | CDs & Vinyl > Jazz > Soul-Jazz & Boogaloo | Rating: 4.8
(ID: B0090HR1D8) Forever Reign | CDs & Vinyl > Classics & Essentials | Rating: 4.5
(ID: B0000014YY) Love Grows Where My Rosemary Goes | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B0012GN1RA) St. Patrick's Day Celebration | CDs & Vinyl > International Music > Europe | Rating: 4.0
(ID: B0044E9MNY) Fresh Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.6
(ID: B00005OL5F) Natural | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 3.5
(ID: B00004T2JN) Koobas | CDs & Vinyl > Rock > Progressive | Rating: 4.0
(ID: B00BLOYQ8G) Small Town Talk | CDs & Vinyl > Rock > Folk Rock | Rating: 4.3
(ID: B002FGTLGG) First Love | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.4
(ID: B003FP0XCW) Jazz Raga | CDs & Vinyl > Jazz | Rating: 4.1
(ID: B000002DOB) Recordando A... | CDs & Vinyl > Today's Deals in Music > Latin Music | Rating: 5.0
(ID: B00Z1BL98K) Woodchoppers Ball | CDs & Vinyl > Blues | Rating: 4.9
(ID: B00M2Y5B0G) Home Cookin | CDs & Vinyl > Jazz > Soul-Jazz & Boogaloo | Rating: 4.4
(ID: B000087DTX) East to West | CDs & Vinyl > International Music > Africa | Rating: 4.9
(ID: B00EDPFGMU) Nothing Was The Same Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.6
(ID: B00006RALZ) I Owe You the Praise | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.9
(ID: B002M9FY7Q) Fahrenheit | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B000008DJM) Once More in to the Bleach | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.4
(ID: B000YENUM2) American Bandstand Bonus | CDs & Vinyl > Pop > Oldies | Rating: 4.0
(ID: B000IU3Y0A) Everything In Transit | CDs & Vinyl > Country > Americana | Rating: 4.8
(ID: B0B59SMTX4) NUT | CDs & Vinyl > AutoRip | Rating: 4.5
(ID: B00S0AQVTQ) Sheriff Callie's Wild West | CDs & Vinyl > Children's Music > Disney | Rating: 4.8
(ID: B005D9B26E) Quadrophenia: The Director's Cut | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0006SSOR2) Bridgjette Taylor | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 5.0
(ID: B003JFCGF0) Great Strauss Scenes | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B0000DJZ87) Fall of Troy | CDs & Vinyl > Rock > Progressive | Rating: 4.4
(ID: B004USRLZK) Pretenders | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B0000074HG) Wazbones | CDs & Vinyl > Metal | Rating: 4.1
(ID: B07573YPZ8) The Attractions Of Youth | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.7
(ID: B004IO1V66) Grounding in Numbers | CDs & Vinyl > Rock > Progressive | Rating: 4.2
(ID: B0011WMHR0) DEAD SHAPE FUGURE: The Grand Karoshi | CDs & Vinyl > Metal > Death Metal | Rating: 3.2
(ID: B00016XMTO) Depend on You | CDs & Vinyl > Imports > Dance & Electronic | Rating: 5.0
(ID: B01AO7JWWU) Mr Selfridge Music from the Television Series | CDs & Vinyl > Soundtracks | Rating: 4.5
(ID: B00000GC3X) Modern Yesterday | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.0
(ID: B0018DEKTA) Seven for Old England | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B0033AX24K) Black Swan | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.4
(ID: B0000BYMYK) Sings The Rosemary Clooney Songbook | CDs & Vinyl > Today's Deals in Music > Broadway & Vocalists | Rating: 4.5
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B003B2OG5Y
|
Girls Gone Rockin: 75 Fabulous Femme Rockers
| 5
|
AFR2RKSB3H2JSUA7VCX5OYYX5WBA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Frayed Edges - A Mary O'Reilly Paranormal Mystery (Book Seventeen) (Mary O'Reilly Series 17) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- The Ghosts Of New Orleans (A PARANORMAL RESEARCH AND CONTAINMENT DIVISION (PRCD) CASE FILE) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Ghost Gifts (A Ghost Gifts Novel Book 1) | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Secret Hollows (Mary O'Reilly Series Book 7) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 5.0
- Evil Never Dies (Lizzy Gardner Book 6) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Vanished (Callahan & McLane Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Obsessed (Lizzy Gardner Series, Book 4) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
### User's music History:
- The Elvis Presley Soundtrack Collection | CDs & Vinyl > Rock > Oldies & Retro | Rating: 5.0
- Venus In Blue Jeans ORIGINAL RECORDINGS REMASTERED SET | CDs & Vinyl > Pop | Rating: 5.0
- 8 Classic Albums | CDs & Vinyl > Pop | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00000JHLS) Look at the Time | CDs & Vinyl > Jazz > Bebop | Rating: 5.0
(ID: B000VALY7M) Northern Lights Featuring Jose Carreras | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B00B0YL0E0) Motherland | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0011BJQ52) Nil Recurring | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B00068CVB2) Look Up Sing Out | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.6
(ID: B000008QKZ) Tapes | CDs & Vinyl > Rock > Progressive | Rating: 4.4
(ID: B010PD9DE0) Deeply Rooted Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.8
(ID: B000ZIZ0VG) Winger Live | CDs & Vinyl > Classic Rock > Glam | Rating: 4.7
(ID: B000CA6W4Q) Snooze | CDs & Vinyl > Rock > Progressive | Rating: 4.3
(ID: B0001GOHQQ) Let the Good Times Roll 1 | CDs & Vinyl > Pop > Oldies | Rating: 4.0
(ID: B000002P95) Viva El Chicano: Best of | CDs & Vinyl > Today's Deals in Music > R&B | Rating: 4.9
(ID: B00BEMV0RA) Complete Piano Trios | CDs & Vinyl > Classical > Chamber Music | Rating: 5.0
(ID: B00O0U716C) Albion | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000002AV1) Clerks: Music From The Motion Picture | CDs & Vinyl > Today's Deals in Music > Soundtracks | Rating: 4.8
(ID: B0008G2IGU) Music Box Biographical Collection: Madonna [DVD] | CDs & Vinyl > Pop > Vocal Pop | Rating: 2.9
(ID: B06XCZ3JPW) Big Baby D.R.A.M. | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.7
(ID: B000008O2N) Urb Mix, Vol. 1: Flammable Liquid | CDs & Vinyl > Dance & Electronic > Techno | Rating: 4.9
(ID: B00000ID2Q) Fireworks | CDs & Vinyl > Rock > Progressive | Rating: 4.1
(ID: B00X0UUEXA) The Days Of Wine And Roses | CDs & Vinyl > Pop | Rating: 4.6
(ID: B08F456Y7B) !En vivo, en familia! | CDs & Vinyl > Latin Music > Latin Rock | Rating: 4.8
(ID: B000MV8CNO) Aqua Teen Hunger Force Colon Movie Film For | CDs & Vinyl > Metal > Alternative Metal | Rating: 4.4
(ID: B00ANDVMY2) Rock & Roll Years | CDs & Vinyl > Pop > Easy Listening | Rating: 4.7
(ID: B00000JH2D) Sanctuary | CDs & Vinyl > Country > Americana | Rating: 4.9
(ID: B0001MDQ8K) Meditations For Balance And Joy | CDs & Vinyl > New Age > Meditation | Rating: 4.3
(ID: B0007WZVFK) Adam's Apple | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.4
(ID: B0042KZJMI) Where Stories End | CDs & Vinyl > Metal > Pop Metal | Rating: 4.5
(ID: B00000A4ZB) Mixmaster Throwdown 3 | CDs & Vinyl > Dance & Electronic > House | Rating: 4.9
(ID: B00NES1D6A) Nothing Has Changed The Best Of David Bowie | CDs & Vinyl > Today's Deals deprecated | Rating: 4.8
(ID: B000003EJB) Shelter: The Best Of Contemporary Singer-Songwriters | CDs & Vinyl > Putumayo World Music Store > International | Rating: 3.4
(ID: B000BPWUGG) Little Peppermints | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.8
(ID: B00006CY5W) Stereo Action Goes Broadway | CDs & Vinyl > Classical > Chamber Music | Rating: 4.7
(ID: B004S7T7YQ) Boogie For Stu | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00000K2BG) LOVE | CDs & Vinyl > New Age > Meditation | Rating: 4.2
(ID: B07NRF9S56) Lacuna | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.5
(ID: B00DR43JSG) Spring Rain | CDs & Vinyl > Pop | Rating: 4.5
(ID: B06XC33RG7) The Fate of the Furious: The Album | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00009B8G2) Shootenanny! | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 4.7
(ID: B00005434T) Beethoven: Symphony No. 9 Audio Ludwig van Beethoven; Daniel Barenboim; Berliner Staatskapelle; Soile Isokoski; Rosemarie Lang; Robert Gambill and Rene Pape | CDs & Vinyl > Classical > Symphonies | Rating: 3.7
(ID: B000002LUU) Sinatra & Swingin Brass | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B000002KOD) Randy Newman | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.6
(ID: B0000A4GCL) Pakiam | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 5.0
(ID: B007X4HPIG) Worship | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.7
(ID: B000EGD1KQ) Wasn't That a Time | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.2
(ID: B000E5N652) The Truth Will Set You Free | CDs & Vinyl > Country > Americana | Rating: 4.6
(ID: B00005AU1R) Mother Focus | CDs & Vinyl > International Music > Europe | Rating: 4.4
(ID: B000002X2S) King Creole 1958 Film | CDs & Vinyl > Blues > Regional Blues | Rating: 4.7
(ID: B000002YLL) All the Gold | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.5
(ID: B01CYOFKR2) Brian Wilson & Friends | CDs & Vinyl > Pop | Rating: 4.4
(ID: B00005A0NB) Gothic Vampires From Hell and Covered Goth | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.2
(ID: B002BC02YO) Putting the Past Behind: Steps in Recovery & Foundational Core Issues | CDs & Vinyl > Special Interest > Instructional | Rating: 4.0
(ID: B0007ZEBQM) No Turning Back | CDs & Vinyl > Imports > Rock | Rating: 4.7
(ID: B00008EWTM) X Factor | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.6
(ID: B0000025OS) Get Lucky | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.7
(ID: B000002WGR) Somewhere Over the Rainbow | CDs & Vinyl > Jazz > Cool Jazz | Rating: 4.3
(ID: B000XSRWEQ) Out Where The Bright Lights Are Glowing | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B000002Z3E) Brown Eyed Girl & Blue Eyed Soul | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.1
(ID: B08JL8DR1D) Abracadabra | CDs & Vinyl > Rock | Rating: 4.7
(ID: B000008ON1) South of Lafayette | CDs & Vinyl > Folk > Contemporary Folk | Rating: 3.5
(ID: B000003CV1) Selections from Victory at Sea / War and Remembrance / Casblanca And Other Favorites | CDs & Vinyl > Today's Deals in Music > Soundtracks | Rating: 4.5
(ID: B000AGTQJU) You Stand Watching | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.3
(ID: B000004AWM) Murder of Crows | CDs & Vinyl > Country > Americana | Rating: 4.4
(ID: B000EOTETA) Murder Nature | CDs & Vinyl > Metal > Alternative Metal | Rating: 4.8
(ID: B00ZSUZ4SK) Babylon | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B000008E40) Vanity Nemesis | CDs & Vinyl > Metal > Black Metal | Rating: 4.6
(ID: B0000V6ZQ2) Wide Eyed Wonder | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 5.0
(ID: B01N4PT4AE) Ragas & Talas | CDs & Vinyl > International Music | Rating: 4.7
(ID: B00005A7LQ) MacDowell: Piano Concertos 1 & 2 / Second Modern Suite Op 14 Romantic Piano Concerto Vol 25 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B00005J56S) A Knight's Tale | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B000001DM4) Zoning | CDs & Vinyl > Jazz > Traditional Jazz & Ragtime | Rating: 4.6
(ID: B000068VHQ) No Need to Argue | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.7
(ID: B00UANF638) My Friend Jack Eats Sugar Lumps-An Anthology | CDs & Vinyl > Pop | Rating: 4.4
(ID: B00002CF51) Shake Rattle & Roll | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.7
(ID: B000000I1M) Concise King Crimson | CDs & Vinyl > Rock > Progressive | Rating: 4.3
(ID: B013XO2066) Mundo | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00005AQGJ) 7 Day Theory Clean Version | CDs & Vinyl > R&B > Funk | Rating: 4.8
(ID: B0001W2ZV4) Rosary Sonatas | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B000095WOA) Brainfreeze: A Nonstop Live Mix of Strictly 45s and Exercise in Vinyl Destruction | CDs & Vinyl > Dance & Electronic > Turntablists | Rating: 4.8
(ID: B076646M6Y) Old School Yule! | CDs & Vinyl > Today's Deals deprecated | Rating: 4.7
(ID: B01MR6159P) Voyage 34 | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00003IQVM) In Trance We Trust V.3 | CDs & Vinyl > Imports > Dance & Electronic | Rating: 4.5
(ID: B000N2ZYQU) Jill Scott Collaborations Set ENHANCED | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.5
(ID: B0002IQA54) Pieces of Me | CDs & Vinyl > Pop > Teen Pop | Rating: 3.1
(ID: B00E4TY0D6) Life Begins | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00005NQLR) Insane Asylum | CDs & Vinyl > Pop | Rating: 4.4
(ID: B0000017TR) The American Songbook Series: Johnny Mercer | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.8
(ID: B093KGLSZB) Secrets Of The Rising Sun | CDs & Vinyl > Rock | Rating: 5.0
(ID: B000002C1N) A Christmas Album | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.9
(ID: B0006SSMZ6) Cursed | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.3
(ID: B004Y2L6GM) Now I Sleep Solo Piano | CDs & Vinyl > New Age > Meditation | Rating: 4.5
(ID: B000N69P3Y) Glad Rags & Body Bags | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.9
(ID: B00DY9WZK2) Only for You | CDs & Vinyl > Pop | Rating: 4.9
(ID: B003XKN8QW) Human | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000004BJF) On Tap | CDs & Vinyl > Blues > Regional Blues | Rating: 4.7
(ID: B003O5MNWG) Focus On Glory | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B000LWVQRS) The Spy With My Face: Music From The Man From U.N.C.L.E. Movies | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000008ESS) Chains on the Wind | CDs & Vinyl > Country > Neotraditional | Rating: 4.8
(ID: B0000074NC) Best of UB40, Vol. 1 | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.6
(ID: B001UNGNGQ) Wu-Tang Meets the Indie Culture Instrumentals | CDs & Vinyl > Rap & Hip-Hop > East Coast | Rating: 4.6
(ID: B000000H1M) Theli | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B00000476E) Stan Getz/Bill Evans | CDs & Vinyl > Jazz > Bebop | Rating: 4.5
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B000002X2S
|
King Creole 1958 Film
| 5
|
AG7WOWNEG5LNM4IQEIH6NJKJ56EQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Small Fry: A Memoir | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 2.0
- High Heel (Object Lessons) | Books > Literature & Fiction > History & Criticism | Rating: 5.0
- The Water Knife | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Between the World and Me | Books > Politics & Social Sciences > Sociology | Rating: 5.0
- How to Retire in Thailand and Double Your Income: Your Financial Planning Guide to Retirement in Thailand (Thailand Retirement Book 1) | Books > Travel > Asia | Rating: 4.0
- Against the Dead Hand: The Uncertain Struggle for Global Capitalism | Books > Business & Money > International | Rating: 1.0
- Banewreaker: Volume I of The Sundering | Books > Science Fiction & Fantasy > Fantasy | Rating: 4.0
- The Peshawar Lancers | Books > Literature & Fiction > Action & Adventure | Rating: 5.0
- Corpses, Coffins, and Crypts: A History of Burial | Books > Children's Books > Growing Up & Facts of Life | Rating: 5.0
### User's music History:
- The Incident | CDs & Vinyl > Rock > Progressive | Rating: 5.0
- Frames | CDs & Vinyl > International Music > Europe | Rating: 5.0
- 10.000 Days | CDs & Vinyl > Rock > Progressive | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B01HQ8RY7A) DEEP WATERS | CDs & Vinyl > Pop | Rating: 5.0
(ID: B06XNSH41V) Lost Highway | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00005NUZB) Rien Ne S'arrête | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B00004U5IW) Turning point | CDs & Vinyl > R&B | Rating: 3.0
(ID: B004Y6CU8G) Hartford Rice & Clements | CDs & Vinyl > Country > Bluegrass | Rating: 4.6
(ID: B07LDNGRV3) The Music of Fifty Shades - Complete Soundtrack Collection Explicit Lyrics | CDs & Vinyl > Pop | Rating: 4.8
(ID: B0000014EJ) Guitar Collection | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.8
(ID: B00005QFZ3) A Day with the Wolves | CDs & Vinyl > International Music | Rating: 5.0
(ID: B008DK3Q96) Orchestral Music | CDs & Vinyl > Today's Deals deprecated | Rating: 4.4
(ID: B08B379253) Celebration Decay | CDs & Vinyl > Rock | Rating: 4.6
(ID: B0009K6SEI) Little Tikes - Sleepytime Songs | CDs & Vinyl > Children's Music | Rating: 4.4
(ID: B0012GMVRG) Groove Theory | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 4.8
(ID: B001VE1CLU) It's Blitz! | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B007U8TEV6) And 5 Trombones / and 5 Saxes | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.8
(ID: B0038JC0OO) Hosanna! Music Praise Worship Sampler | CDs & Vinyl > Christian & Gospel > Praise & Worship | Rating: 5.0
(ID: B000003IPL) Frosty the Bluesman | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.9
(ID: B0091V6SUK) Christmas Elegance: Elegant Holiday Instrumentals Featuring Piano And | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.7
(ID: B0052SNP52) A Day At The Races Remastered | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B000XPMTDI) Bom Partido | CDs & Vinyl > Classical > Chamber Music | Rating: 5.0
(ID: B007GTVP0M) The Samuel Jackson 5 | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B005JQFDFW) Lullaby | CDs & Vinyl > Children's Music > Lullabies | Rating: 4.8
(ID: B0017V8PI0) Sax For Stax | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B0000C6JZX) Astral Projector/Back Down to Earth | CDs & Vinyl > Metal > Pop Metal | Rating: 4.6
(ID: B002E2M3KW) Flash Gordon | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B003VKW158) Tchaikovsky: Overture solennelle, 1812, Op. 49; Marche slave, Op. 32 Sony Classical Originals | CDs & Vinyl > Classical > Chamber Music | Rating: 4.2
(ID: B00008J2LC) Shape of a Tear | CDs & Vinyl > Country > Bluegrass | Rating: 4.9
(ID: B00LU8QE1K) Don't Hesitate | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00G5AT7G2) Soft Rock 70s | CDs & Vinyl > Pop | Rating: 4.6
(ID: B001QIVEPU) Poseidon And The Bitter Bug | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.7
(ID: B0002MRKUO) Complex | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B000002AT0) Viva | CDs & Vinyl > Today's Deals in Music > Latin Music | Rating: 4.4
(ID: B074JGWLS7) NOW That's What I Call Halloween | CDs & Vinyl > Holiday & Wedding > Halloween | Rating: 4.5
(ID: B0007IOVPU) The Choir That Never Sings | CDs & Vinyl > Folk > British & Celtic Folk | Rating: 5.0
(ID: B000008HZC) Sunrise | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.8
(ID: B00004T9V5) Sign of Truth | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.3
(ID: B00022XEI6) Palais | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.1
(ID: B00000401P) Valve No. 10 | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.5
(ID: B005T5O8LI) The Whole Story - The Complete Authorized Anthology | CDs & Vinyl > Pop | Rating: 3.8
(ID: B000NA1Z1K) Street Love | CDs & Vinyl > R&B > Contemporary R&B | Rating: 4.6
(ID: B00005YP35) Gladness of Heart | CDs & Vinyl > Classical > Forms & Genres | Rating: 2.5
(ID: B00004SPA8) Scheme a Dream | CDs & Vinyl > Pop | Rating: 4.5
(ID: B00005O7UL) LOOP | CDs & Vinyl > Country > Bluegrass | Rating: 4.2
(ID: B000000MTP) Don't Panic | CDs & Vinyl > Folk > Contemporary Folk | Rating: 5.0
(ID: B000AE8G3E) Local H Comes Alive | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B000059ZKA) Poets & Madmen | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B00IR1V09O) American Beauty | CDs & Vinyl > Pop | Rating: 4.4
(ID: B08L7HV97L) SHYGA! The Sunlight Mound Explicit Lyrics | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.7
(ID: B000026LRL) Come Again | CDs & Vinyl > Comedy & Spoken Word > Shock Comedy | Rating: 4.5
(ID: B015403NA4) Persian Rug, Crying My Blues Away, Moana March and Other Favorites | CDs & Vinyl > Country > Today's Country | Rating: 4.9
(ID: B00DIQ7F0G) Shift | CDs & Vinyl > Classic Rock | Rating: 4.4
(ID: B007553TG0) It's Saturday Night: Starday Dixie Rockabilly | CDs & Vinyl > Pop > Oldies | Rating: 4.5
(ID: B000065TWM) Tunnel Trance 21 | CDs & Vinyl > Dance & Electronic > Trance | Rating: 5.0
(ID: B00005QHVT) Ballads: Richard Elliot | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.2
(ID: B00000K25D) Best of: DION & THE BELMONTS | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B07XF4ZH1S) Free Time | CDs & Vinyl > Rock | Rating: 4.8
(ID: B008Y8YL8M) Higher | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000002ZEH) Corelli: Concerti Grossi Op.6 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.2
(ID: B0000DEOM6) Everybody's Free to Wear Suns | CDs & Vinyl > Dance & Electronic | Rating: 4.5
(ID: B004VV42RG) Feel It Break | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.9
(ID: B09J95JQ8G) In The Court Of The Dragon | CDs & Vinyl > Metal | Rating: 4.7
(ID: B07JJ6HQ79) Medoro Madera | CDs & Vinyl > Latin Music | Rating: 4.8
(ID: B0000A1HW2) 30 Exitos Insuperables | CDs & Vinyl > Jazz > Latin Jazz | Rating: 4.7
(ID: B01G7L2DG4) Live at the Carousel Ballroom 1968 | CDs & Vinyl > Rock | Rating: 4.4
(ID: B07X37SJS6) Zã Keli | CDs & Vinyl > CD Rarities | Rating: 5.0
(ID: B0017V8Q2U) Embrace The Curse | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000002MHJ) Zapp & Roger - All the Greatest Hits | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.8
(ID: B000008DEN) Puddin | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.9
(ID: B004HKJ5XM) Home | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 5.0
(ID: B0011WPARE) Criminal Minded | CDs & Vinyl > Rap & Hip-Hop > East Coast | Rating: 4.8
(ID: B0006IGJ2O) Funeral Music | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.9
(ID: B0076WFO0G) Soul Man / I Thank You | CDs & Vinyl > R&B > Soul | Rating: 4.2
(ID: B0000028OE) Glenn Gould Live in Salzburg & Moscow | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.3
(ID: B0000CE9YK) Horowitz: Legendary RCA Recordings | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B004Z18BUQ) The Road Eternal | CDs & Vinyl > Pop | Rating: 4.3
(ID: B000056MYN) Quiet Is The New Loud | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B000002SCL) Liszt: Symphonic Poems / Dante Symphony | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B00000346C) Ultimate 50's R&B Smashes | CDs & Vinyl > Today's Deals in Music > R&B | Rating: 3.8
(ID: B01JGNS7TC) Large Table Cloth Rectangle Cover Large Tablecloth Cloths Waterproof Faux Linen 57x118inch | CDs & Vinyl > Pop > Korean Pop | Rating: 4.7
(ID: B00061QIZ4) Smash: Roots of Switch & Debarge | CDs & Vinyl > R&B > Funk | Rating: 4.1
(ID: B00076YP6C) Elektra Score | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.3
(ID: B09Q6DTWFJ) Concerto In B Goode[LP] | CDs & Vinyl > Rock | Rating: 3.9
(ID: B000093NLN) Greatest Hits | CDs & Vinyl > International Music > Europe | Rating: 5.0
(ID: B00EBJ64AG) 4 Earth: Natural Sounds of Ocean Stream River Pond | CDs & Vinyl > New Age > Meditation | Rating: 4.1
(ID: B0038QGUAC) 1983 | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B001NE81EE) Heavy Metal Kids | CDs & Vinyl > Metal > Pop Metal | Rating: 4.5
(ID: B0000021M7) My Best to You | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
(ID: B004INNRFK) Hit Man Returns: David Foster & Friends | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.7
(ID: B006GE6AQM) Calling | CDs & Vinyl > Jazz | Rating: 4.4
(ID: B0007GAEDU) Atom Bomb | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.4
(ID: B01MZBNH4K) Platinum Collection | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B01NBCXXHD) Barbarella - Original Motion Picture Soundtrack (Picture Disc) Black Friday RSD 2016 | CDs & Vinyl > Soundtracks | Rating: 4.6
(ID: B001QUL714) Piano Concertos 3 Farewell to England | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B06Y5BRTYL) Revolution Come... Revolution Go | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00DHKHOKE) Some Day | CDs & Vinyl > Pop | Rating: 4.2
(ID: B000000WUI) Vocal Recital 2 | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.5
(ID: B000000GS7) Vallejo | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B001SFSQJS) Sabbath Songs - Traditional Shabbat Biblical and Israeli Music | CDs & Vinyl > International Music > Middle East | Rating: 3.5
(ID: B000ION6P4) Serenade The Samurai | CDs & Vinyl > Metal > Death Metal | Rating: 4.9
(ID: B006UKX9CK) New Wild Everywhere | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.4
(ID: B0016CP4N4) Real to Reel | CDs & Vinyl > Folk | Rating: 4.9
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00DIQ7F0G
|
Shift
| 4
|
AFCAEXOB5FF664XR54H6L6MAFMEQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Winds of War | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The House of Broken Angels | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Hawaii | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Shut-In (Kindle Single) (BookShots) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 3.0
- Wet Desert, a Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Flashback (Anna Pigeon Mysteries Book 11) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Justice Burning (Darren Street Book 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Secret Soldier (A John Wells Novel Book 5) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- 15th Affair (Women's Murder Club) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Midnight House (A John Wells Novel Book 4) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
### User's music History:
- Take Me Home | CDs & Vinyl > International Music > Europe | Rating: 5.0
- Bernstein: Mass | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 5.0
- Find Us Ready | CDs & Vinyl > AutoRip | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B00000G6R4) Sings Country | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B0001FZG7Q) Be the Change | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B000000ESO) More Noise and Other Disturbances | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B00DGO8CM0) Studio Killers | CDs & Vinyl > Pop | Rating: 4.9
(ID: B0002JP4TQ) Bury Your Hate in a Shallow Grave | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.5
(ID: B0010W6T5C) Belly Dance Music: Sweet Fruits for Heavenly Hips with Tina Enheduanna | CDs & Vinyl > International Music > Middle East | Rating: 4.6
(ID: B000F0UUN2) We Got the Funk | CDs & Vinyl > Today's Deals in Music > R&B | Rating: 4.8
(ID: B01N1ZFS9J) Francis Albert Sinatra & Antonio Carlos Jobim | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.8
(ID: B00J3D31MY) Live at Brixton | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00000DLYL) Live from Albertane | CDs & Vinyl > Pop > Teen Pop | Rating: 4.8
(ID: B000006XGV) Live at the Palladium | CDs & Vinyl > Pop > Oldies | Rating: 4.4
(ID: B00005NNOK) Memphis Blood: The Sun Sessions | CDs & Vinyl > Blues > Regional Blues | Rating: 4.4
(ID: B001280CV6) Gotta Be Me | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 3.8
(ID: B07Z74RPVQ) The Savoy Collection Deluxe | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B017IXVS6Q) Keep Breathing | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B004W24YRM) Lonely Are the Brave | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000002KHQ) Seals & Crofts' Greatest Hits | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.7
(ID: B0001BUCNS) Blue Jukebox | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B0000929ZK) The Complete Mike Oldfield | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B002LHKJYW) Found | CDs & Vinyl > Pop > Teen Pop | Rating: 4.1
(ID: B00FES4QOE) In Session | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 5.0
(ID: B000NVKY98) Monsoon Cuni | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.9
(ID: B0000544FB) Romeo & Juliette | CDs & Vinyl > International Music > Europe | Rating: 4.4
(ID: B004B3PBAQ) Master of the Electric Steel Guitar 1935-1950 | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B0042X90N4) Spider-Man: Turn Off the Dark | CDs & Vinyl > Universal Music Group | Rating: 4.3
(ID: B00MVVKKP6) Serene Classics | CDs & Vinyl > AutoRip | Rating: 4.6
(ID: B000003OPA) Live on the East Coast | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.8
(ID: B000091NKV) Greatest Hits, Vol. 3 (1979-1987) | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.6
(ID: B00000C29C) Beethoven: Violin Concerto / Leonore Overture No. 3 ~ Bernstein / Stern | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.3
(ID: B00005AY04) Live at the Regal | CDs & Vinyl > Blues > Regional Blues | Rating: 4.8
(ID: B000R7I3DM) NYC Salsa | CDs & Vinyl > Jazz > Latin Jazz | Rating: 4.8
(ID: B09KN65MV2) Encanto: The Songs Original Soundtrack | CDs & Vinyl > Disney Records | Rating: 4.8
(ID: B000WC4AMK) Bleeding Love | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B000000XWT) Carolina Blues Man, Vol. 1 | CDs & Vinyl > Blues > Regional Blues | Rating: 4.3
(ID: B00004WFQ8) Ms. America/One Hell Of A Woman | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.7
(ID: B000CDYDPI) Pale Ravine | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.2
(ID: B00004RKIK) Second Helpings: Best of | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.6
(ID: B00O2BHDRQ) Seeds Family Worship: The Word of God, Vol. 8 | CDs & Vinyl > Christian & Gospel > Praise & Worship | Rating: 4.8
(ID: B0000047B7) Rahsaan: Complete Mercury Recordings | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 5.0
(ID: B00GV8B1DK) Like It Never Happened | CDs & Vinyl > Rock > Folk Rock | Rating: 4.6
(ID: B004USRL28) Tibetan Dream Journey | CDs & Vinyl > International Music | Rating: 5.0
(ID: B000000T8B) Trio Sonatas on Period Instruments | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B000002WD6) All Time Greatest Hits Vol. 3 | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.7
(ID: B000000E7R) Maid That's Deep in Love | CDs & Vinyl > Folk > British & Celtic Folk | Rating: 4.6
(ID: B01EVAN1UK) Live at Montreux 1987 | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000031WOU) Gloomy Sunday | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.1
(ID: B006ZODJWQ) Nocturne & World Dance / Farewell | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B00005NF68) Smooth Jazz: The Quiet Storm | CDs & Vinyl > Jazz > Bebop | Rating: 4.2
(ID: B000002U5I) For Old Time's Sake: Freddie Jackson Story | CDs & Vinyl > R&B > Contemporary R&B | Rating: 4.8
(ID: B07WQ1P19J) Chicago Christmas 2019 | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.4
(ID: B0854X64LL) Posible Incl. Poster | CDs & Vinyl > Rock | Rating: 4.7
(ID: B000001138) Sounds of the Animal Kingdom | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B000002WT2) I Am Strange World | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.1
(ID: B07MWQWY7Q) Escape & Frontiers Live in Japan | CDs & Vinyl > Classic Rock | Rating: 4.7
(ID: B0000028SU) Lucky Town | CDs & Vinyl > Today's Deals in Music > Classic Rock | Rating: 4.7
(ID: B00XC9PTTS) Bringin' It Home EP | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B007YLELGC) Beck-Ola | CDs & Vinyl > Rock > Blues Rock | Rating: 4.6
(ID: B011Q2B19Y) Reinventing Richard: The Songs of Richard Farina | CDs & Vinyl > Folk | Rating: 4.3
(ID: B0080M3TCG) Questions with Answers: The Word of God 4 | CDs & Vinyl > Children's Music | Rating: 5.0
(ID: B00Q5WTIP0) Anthony Newley Sings the Good Old Bad Old Days | CDs & Vinyl > Pop > Easy Listening | Rating: 4.2
(ID: B000065V8C) Against the Elements | CDs & Vinyl > Metal | Rating: 4.4
(ID: B00B943SDC) Winners/On a Clear Day | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.6
(ID: B000002NFZ) Batman & Robin: Music From And Inspired By The 'Batman & Robin' Motion Picture | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.5
(ID: B0000041KC) Haydn: The Complete Piano Sonatas | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B01AB7BHUS) Heroes on Tour: Earbook Edition | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B000003JMO) Always Is Was & Always Will Be | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.4
(ID: B0000089LU) L'Italiano | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B00I095KEY) INSIDEOUTSIDE The Very Best of Live & In The Studio | CDs & Vinyl > Pop | Rating: 4.4
(ID: B000002PHC) Little Love Affairs | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.6
(ID: B000026130) Head | CDs & Vinyl > Pop > Oldies | Rating: 4.5
(ID: B000002ZH9) Clarinet Quintet / Clarinet Trio | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B07YXRPY7N) Cle: Levanter incl. Photobook, Special Page and 3 x QR Photocards | CDs & Vinyl > AutoRip | Rating: 4.6
(ID: B00YUB8AR0) Tug Of War | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0B6KR4BCT) Chet Baker Sings: The Mono & Stereo Versions - Limited | CDs & Vinyl > Jazz | Rating: 4.2
(ID: B000003ZBI) BLACK LIGHT SYNDROME | CDs & Vinyl > Rock > Progressive | Rating: 4.3
(ID: B087L2ZMQD) The Hits | CDs & Vinyl > Rock > Blues Rock | Rating: 4.7
(ID: B00000E48R) Mozart: Concertos for 2 & 3 Pianos | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B01LYBGPYR) I'll Have Another...Christmas Album | CDs & Vinyl > Holiday & Wedding | Rating: 4.7
(ID: B08SYQWMMV) Ultimate Collection | CDs & Vinyl > Rock | Rating: 4.5
(ID: B073RX8SRC) Mozart: Sonata 454, Violin Concerto No. 5 Adagio | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B000002A5C) Listen | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.5
(ID: B000000D8I) Greatest Hits | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.8
(ID: B000007VA5) Beat at Abbey Road 1963 to 1965 | CDs & Vinyl > Jazz | Rating: 4.2
(ID: B01M24BZOE) Star Trek Beyond Soundtrack | CDs & Vinyl > Pop | Rating: 4.5
(ID: B0000021VS) Night of Reckoning | CDs & Vinyl > Country > Americana | Rating: 4.6
(ID: B0000DZTWE) Radiant | CDs & Vinyl > Pop | Rating: 5.0
(ID: B00408MS0S) Resonances | CDs & Vinyl > Classical > Chamber Music | Rating: 4.5
(ID: B00076PZXY) Monster Show | CDs & Vinyl > Imports > Hard Rock & Metal | Rating: 4.3
(ID: B00008CQOZ) See The Sound | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.8
(ID: B001B0IPJQ) Luminous Groove | CDs & Vinyl > International Music > Europe | Rating: 4.4
(ID: B000000N5B) A Different Story | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B00000DC09) The Rocky Horror Picture Show CDG | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.1
(ID: B000TZ8Q9I) Mother Earth | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B000VBIEJM) Deified | CDs & Vinyl > R&B > Soul | Rating: 4.3
(ID: B01BP1OQNY) Commander Cody & His Lost Planet Airmen/Tales From Ozone / We've | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00004RJUD) Acoustic Sunday | CDs & Vinyl > Folk | Rating: 5.0
(ID: B000CPWDO4) Charge | CDs & Vinyl > Metal | Rating: 4.6
(ID: B000IMV2KM) Along the Curve | CDs & Vinyl > Pop > Easy Listening | Rating: 5.0
(ID: B0002PUH06) You Fail Me | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.4
(ID: B000RJEIDY) Fabric 36 : | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.2
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00MVVKKP6
|
Serene Classics
| 5
|
AEAH5V2WZTC6E37CMOYAM6JYNBVA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Divide & Conquer: Quilt It Your Way | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 5.0
- Minimal Quiltmaking | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 5.0
- A Common Thread: A Collection of Quilts by Gwen Marston | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 5.0
- The Palm Restaurant Cookbook | Books > Cookbooks, Food & Wine | Rating: 5.0
- P.S. I Love You Baby Collection Quilts | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 5.0
- Skinnytaste Fast and Slow: Knockout Quick-Fix and Slow Cooker Recipes: A Cookbook | Books > Cookbooks, Food & Wine > Beverages & Wine | Rating: 4.0
- The Complete Mediterranean Cookbook: 500 Vibrant, Kitchen-Tested Recipes for Living and Eating Well Every Day (The Complete ATK Cookbook Series) | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
- Lidia's Italy in America: A Cookbook | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
- Cook's Illustrated Cookbook: 2,000 Recipes from 20 Years of America's Most Trusted Cooking Magazine | Books > Cookbooks, Food & Wine > Entertaining & Holidays | Rating: 5.0
- The America's Test Kitchen Family Cookbook, Heavy-Duty Revised Edition | Books > Cookbooks, Food & Wine > Entertaining & Holidays | Rating: 5.0
### User's music History:
- It's a David Benoit Christmas! | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 5.0
- Through A Dog's Ear: Vol 1, Music To Calm Your Canine Companion | CDs & Vinyl > Special Interest > Instructional | Rating: 5.0
- The Divinity of Dogs- Music to Calm Dogs and the People Who Love Them | CDs & Vinyl > New Age | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00000150Q) Fierce Creatures | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.6
(ID: B001TPJW8Q) Light | CDs & Vinyl > Reggae | Rating: 4.7
(ID: B0000013ZQ) Symphonies 11-14 | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.5
(ID: B004J9AQ7A) Forever The Sickest Kids | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.8
(ID: B00005Y0LQ) Sun Essentials | CDs & Vinyl > Rock > Oldies & Retro | Rating: 5.0
(ID: B0000CESU9) 38 Special | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B0001Y4JGG) Manon | CDs & Vinyl > Classical | Rating: 4.5
(ID: B009ZBVH98) Trent Severn | CDs & Vinyl > Dance & Electronic > World Dance | Rating: 5.0
(ID: B07BN7PG97) Denim and Leather | CDs & Vinyl > Rock | Rating: 4.8
(ID: B00H4NSDDC) Advanced Basics | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00CQ56U56) Sergio George Presents Salsa Giants | CDs & Vinyl > International Music | Rating: 4.7
(ID: B00000I9BA) Sailboat Journey 2 | CDs & Vinyl > Today's Deals in Music > New Age | Rating: 5.0
(ID: B00J8QZI04) Somewhere Somehow | CDs & Vinyl > Pop | Rating: 4.3
(ID: B00WRO8SYM) By a Thread | CDs & Vinyl > Pop | Rating: 5.0
(ID: B01K4VKJUU) Upside Down | CDs & Vinyl > Sony, UMG, RED, ADA, and WEA | Rating: 4.8
(ID: B0009IW8B2) Il Divo | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.7
(ID: B000294SBQ) Lyve | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B06XNV5F62) async | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.5
(ID: B0001Z36TG) Crossing the Invisible Line | CDs & Vinyl > Pop > Adult Alternative | Rating: 3.2
(ID: B0000DIJSC) The String Quartet Tribute To 3 Doors Down | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.2
(ID: B000UJCOCS) Wake Up Living | CDs & Vinyl > International Music > North America | Rating: 4.5
(ID: B000PWH902) In My Room: A Tribute to the Genius of Brian Wilson | CDs & Vinyl > Classic Rock | Rating: 4.0
(ID: B003F10ZV0) California Hitchhike | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.2
(ID: B000JCF1VM) Girls Aloud: Live at Wembley | CDs & Vinyl > Pop > Dance Pop | Rating: 4.6
(ID: B00000I3MA) Je Me Souviens: 1964-95 Live | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B0009PMFWC) Live at Wood Hall | CDs & Vinyl > Folk > Contemporary Folk | Rating: 3.9
(ID: B00H48VKEQ) Essential Brunswick Collection | CDs & Vinyl > Blues | Rating: 4.9
(ID: B000065V50) In The Halls Of Awaiting | CDs & Vinyl > Metal | Rating: 4.7
(ID: B002VIFKPY) Graffiti | CDs & Vinyl > R&B > Soul | Rating: 4.6
(ID: B00SG9SM20) Thomas Hampson Autograph | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B00BG2WO8W) In a Perfect World | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B00005LM0M) Velocity Trip | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 3.3
(ID: B0010YPTG0) The Definitive Collection | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000002C2R) Artist of My Soul | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.4
(ID: B01N0IX5YL) Hard Love | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000WAYZVS) Wednesday Morning, 3 AM | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.6
(ID: B07G1XX2MV) Beyond | CDs & Vinyl > Classical | Rating: 4.8
(ID: B001E1BO5E) Meditation Moment | CDs & Vinyl > New Age > Meditation | Rating: 4.2
(ID: B00151HZWO) I, Lucifer | CDs & Vinyl > Metal | Rating: 4.3
(ID: B000002AN3) The Columbia Years 1943-1952 The V-Discs | CDs & Vinyl > Pop > Oldies | Rating: 4.3
(ID: B07DL8GGHD) Flow State | CDs & Vinyl > Pop | Rating: 4.8
(ID: B001HADEHS) Etudes Tableaux / Sonata No. 2 / Reminiscences | CDs & Vinyl > Classical > Forms & Genres | Rating: 3.2
(ID: B00022LJJ2) 91025 | CDs & Vinyl > Metal > Pop Metal | Rating: 3.5
(ID: B000026GNJ) Classic Brass | CDs & Vinyl > Imports > Classical | Rating: 4.6
(ID: B00ANMAKKA) Tutta N'ata Storia | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B0064OT99Y) Til the Morning | CDs & Vinyl > Pop | Rating: 4.7
(ID: B08SNKSKFK) Young Heart | CDs & Vinyl > Folk | Rating: 4.7
(ID: B00000703N) Isham, Mark / Hitcher Soundtrack. | CDs & Vinyl > Soundtracks | Rating: 4.7
(ID: B000W1V7RC) Greatest Hits | CDs & Vinyl > International Music > Europe | Rating: 4.2
(ID: B000SO7ONO) R n R | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.6
(ID: B0019FOC5E) Mamma Mia! The Movie Soundtrack | CDs & Vinyl > Pop > Euro Pop | Rating: 4.8
(ID: B000MR9ENA) Live Indian Summer | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B07RD3GJHV) The Motivator | CDs & Vinyl > Pop | Rating: 4.5
(ID: B00005MK9T) Topsy-Turvy | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.3
(ID: B00000DFWG) Marian Anderson 2 | CDs & Vinyl > Today's Deals in Music > Broadway & Vocalists | Rating: 5.0
(ID: B00008EUBR) Barefoot Soldier | CDs & Vinyl > Reggae | Rating: 4.0
(ID: B003XT8Y3U) O Solitude | CDs & Vinyl > Classical | Rating: 4.8
(ID: B0784SH5PP) In A Poem Unlimited | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000063TPD) Rare | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.5
(ID: B000006SOX) To Kingdom Come: The Definitive Collection | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B006D727AU) Firestone Presents Your Christmas Favorites, Vol. 7 | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.8
(ID: B001675SVC) Word Life Explicit Lyrics | CDs & Vinyl > Pop > Dance Pop | Rating: 4.6
(ID: B00BV859LU) Remote Control Expanded Edition | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0931Q3TYQ) One Last Kiss | CDs & Vinyl > Soundtracks | Rating: 4.7
(ID: B000006Z5P) Red in the Sky Is Ours/ With Fear I Kiss the Burning Darkness | CDs & Vinyl > Metal > Death Metal | Rating: 4.4
(ID: B00000ILLV) Stop Your Motor | CDs & Vinyl > Pop > Oldies | Rating: 4.3
(ID: B00004T2JC) Hot Rockin' Music From Memphis - The Cover Recording Company Story | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.5
(ID: B07PYJ4H4G) Scars Accompaniment/Performance Track | CDs & Vinyl > Christian & Gospel > Accompaniment | Rating: 4.6
(ID: B09M8YVLX5) Live At The Wildey | CDs & Vinyl > Pop | Rating: 4.6
(ID: B003V4A5ZW) Olly Murs | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000PGTHQ2) Gardel: Tangos | CDs & Vinyl > Classical > Symphonies | Rating: 2.9
(ID: B0000064XK) Threads Of Time | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B000093W57) Blessing Tree | CDs & Vinyl > AutoRip | Rating: 4.5
(ID: B00JXYFR34) ICON Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.4
(ID: B0013LPS9S) October Remastered | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.6
(ID: B0015I2O78) Superlingua | CDs & Vinyl > International Music | Rating: 3.6
(ID: B0000070Q7) Comment Te Dire Adieu fra | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B00007KSQJ) Hate Crew Deathroll | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B00OYH1WKW) Holiday Magic Coast Style CD | CDs & Vinyl > Holiday & Wedding | Rating: 4.4
(ID: B000002IKH) 50 From Bobby Short | CDs & Vinyl > Pop > Oldies | Rating: 4.4
(ID: B096TW84GT) Dear America | CDs & Vinyl > Blues | Rating: 4.7
(ID: B0019M62QO) Allies | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.3
(ID: B0BSR51DLT) RökFlöte | CDs & Vinyl > Rock | Rating: 4.3
(ID: B00175G7CM) Over and Underneath | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B00005YY9D) Chicago Blues Piano Masters | CDs & Vinyl > Blues > Regional Blues | Rating: 4.8
(ID: B0000025KR) Greatest Hits | CDs & Vinyl > Today's Deals in Music > Classic Rock | Rating: 4.6
(ID: B00004U43E) Canton Spirituals - The Greatest Hits | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B00000JMX0) Absolutely the Best | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B000002LX6) Madonna - Justify My Love VHS | CDs & Vinyl > Pop > Dance Pop | Rating: 3.7
(ID: B0000CF2ZI) The Complete Jack Johnson Sessions | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.8
(ID: B000S0YKQ2) Beethoven Violin Concerto - Kreutzer Sonata | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B000LE1MCU) Alive | CDs & Vinyl > Pop | Rating: 3.0
(ID: B00009PJRS) True Reflections | CDs & Vinyl > Folk > Contemporary Folk | Rating: 3.9
(ID: B01DER94CA) Otero War | CDs & Vinyl > Pop | Rating: 4.3
(ID: B000000P8I) Just Me & My Piano | CDs & Vinyl > Country > Classic Country | Rating: 4.8
(ID: B007MEVJJ8) World Citizen | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.4
(ID: B0001BUC0Q) Pletnev Plays Schumann | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.1
(ID: B0007PLZEI) Definition | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B00EP4Z2GE) Harlequin Dream | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B000E991RK) Best of Ka'Ala Boys | CDs & Vinyl > International Music > Pacific Islands | Rating: 5.0
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00000DFWG
|
Marian Anderson 2
| 5
|
AHECNIL5R2WLWAHQ75SNCVJ6LJ5Q
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Aunt Julia and the Scriptwriter: A Novel | Books > Literature & Fiction > World Literature | Rating: 4.0
- Dark Matter: A Novel | Books > Literature & Fiction > Action & Adventure | Rating: 3.0
- The Amazing Adventures of Kavalier & Clay | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Ishmael:A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Cryptonomicon | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- A Gentleman in Moscow: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- The Song Machine: Inside the Hit Factory | Books > Arts & Photography > Music | Rating: 3.0
- Eminent Hipsters | Books > Arts & Photography > Music | Rating: 3.0
- Surely You're Joking, Mr. Feynman! (Adventures of a Curious Character) | Books > Biographies & Memoirs > Professionals & Academics | Rating: 4.0
- Essentials of Screenwriting: The Art, Craft, and Business of Film and Television Writing | Books > Self-Help > Relationships | Rating: 5.0
### User's music History:
- Heartless | CDs & Vinyl > Pop | Rating: 5.0
- Tarkus | CDs & Vinyl > Pop | Rating: 3.0
- Crimson | CDs & Vinyl > Metal > Death Metal | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B003ZW0MS0) Living Proof | CDs & Vinyl > Blues > Regional Blues | Rating: 4.7
(ID: B0000006ZB) Khachaturian: Piano Concerto / Prokofiev: Piano Concerto No. 3 | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B00VTBASKG) Greatest Hits | CDs & Vinyl > Dance & Electronic > Techno | Rating: 4.6
(ID: B0006G1CVY) Toujours | CDs & Vinyl > International Music | Rating: 5.0
(ID: B00FPJ8GGQ) because the internet Clean Version | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.7
(ID: B000001AZF) On the Warpath/As Long As the Grass Shall Grow | CDs & Vinyl > International Music > North America | Rating: 4.8
(ID: B00008DYXQ) Of Wars in Osyrhia | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B00004SBXM) Sperm Whale | CDs & Vinyl > Rock > Progressive | Rating: 4.1
(ID: B00009YX6S) Cavalleria Rusticana: Mascagni Conducts | CDs & Vinyl > Opera & Classical Vocal > Operettas | Rating: 4.4
(ID: B00000293H) Mahalia Jackson Live At Newport 1958 | CDs & Vinyl > Today's Deals in Music > Christian & Gospel | Rating: 4.8
(ID: B09MRFXVTP) The Trilogy, Part 2: Blue | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.6
(ID: B074ZQ67T2) Two Young Hearts Afire With The Same Desire: The Early Years | CDs & Vinyl > Pop | Rating: 4.5
(ID: B001KIYQ74) The Manhattans | CDs & Vinyl > R&B | Rating: 4.6
(ID: B000AV621K) The Ultimate Tyrone Davis | CDs & Vinyl > R&B > Soul | Rating: 4.7
(ID: B00004XROP) Oeuvres Pour Orchestre | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B00026WUDM) Sabacolypse: A Change Gon Come | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.5
(ID: B00000IP86) Love Like Yours and Mine | CDs & Vinyl > Blues > Piano Blues | Rating: 4.4
(ID: B00006HB54) Be Afraid Be Very Afraid [VHS] | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.6
(ID: B009XJVK44) Capital Kings | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B003HGPAH2) RESURRECTION | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.7
(ID: B0000DGR7O) Into Silence | CDs & Vinyl > New Age > Meditation | Rating: 4.6
(ID: B07V45RHFH) Love From Planet Gong | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.7
(ID: B000023VR2) Bastard Complex | CDs & Vinyl > Metal > Alternative Metal | Rating: 3.6
(ID: B0085V9HH8) Jack Bruce & His Big Blues Band: Live 2012 | CDs & Vinyl > Pop | Rating: 4.4
(ID: B000063CGW) Man & Machine | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B000000MKE) On the Burren | CDs & Vinyl > Folk > Traditional Folk | Rating: 5.0
(ID: B0000067WR) How I Spent My Vacation | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 5.0
(ID: B000QUTRZ8) Prepare to Be Let Down | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 3.7
(ID: B000WSSBTC) Oak Ridge Boys: Greatest Hits 2 | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B00004TIQ6) Movement In Still Life Explicit Lyrics | CDs & Vinyl > Dance & Electronic > House | Rating: 4.6
(ID: B008DL4D5G) Shake My Head | CDs & Vinyl > Pop | Rating: 4.5
(ID: B005DLBKLO) Scorched, Seared and Smokin: The Best Of The Mighty Burner | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B00006JC7E) Perfecting Loneliness | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.5
(ID: B000OHZJJG) The Ringing Bell | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.5
(ID: B000WM72JI) Mejores Canciones Del Mundo 2 | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.0
(ID: B0009OPMTG) Science | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.2
(ID: B000003Q9P) Coplas de Madruga | CDs & Vinyl > International Music > Europe | Rating: 4.2
(ID: B000006R94) The British Invasion: Number 1 Hits | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 2.0
(ID: B071VFSG8X) Kane Brown | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B000001EKE) Light Of Worlds | CDs & Vinyl > R&B > Funk | Rating: 4.7
(ID: B001UXJOUS) Gerald Alston Sings Sam Cooke | CDs & Vinyl > Pop | Rating: 4.1
(ID: B000024TZ8) Through the Years | CDs & Vinyl > Country > Classic Country | Rating: 4.7
(ID: B00000144Y) Cantigas de Santa Maria | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.6
(ID: B01N8RNHEC) Come On Ring Those Bells Accompaniment/Performance Track | CDs & Vinyl > Holiday & Wedding | Rating: 4.8
(ID: B08KGCC83K) Original A-Sides 180gm | CDs & Vinyl > Pop | Rating: 4.4
(ID: B0081MEFPK) Pure Mania | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.6
(ID: B000002RXN) Sacred Songs | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.4
(ID: B0006L2J7U) Rachel Barton Pine Plays Bach | CDs & Vinyl > Classical > Chamber Music | Rating: 5.0
(ID: B000003AZA) Best of Bass 2 | CDs & Vinyl > Today's Deals in Music > Rap & Hip-Hop | Rating: 3.7
(ID: B000CC3S1E) Inhuman Rampage | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B0000255OP) Best of Jim Diamond | CDs & Vinyl > Imports > Rock | Rating: 4.6
(ID: B00DX88EJ0) Appreciation Day | CDs & Vinyl > Pop | Rating: 4.5
(ID: B00002068R) Fun 9 | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 3.6
(ID: B004PGGH8E) Beyond the Blue Horizon | CDs & Vinyl > Jazz > Soul-Jazz & Boogaloo | Rating: 4.5
(ID: B00000DMNG) Home Grown, Vol. 9 | CDs & Vinyl > Jazz > Jazz Jam Bands | Rating: 5.0
(ID: B01C0DVAA8) SLFMADE Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.6
(ID: B00004SBXC) Trip with Satan | CDs & Vinyl > International Music > Europe | Rating: 4.0
(ID: B000005CKV) East Side Story 3 / Various | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B096WZWYGC) Elektra Years 1990-1992 | CDs & Vinyl > Metal | Rating: 4.8
(ID: B001V7SG8E) Haydn: Complete String Quartets | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B001F1YC0C) Spanish Guitar Music | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.0
(ID: B00CK43EJI) Maragold | CDs & Vinyl > Rock | Rating: 4.7
(ID: B0002MPPZ6) Your Dance Date / At the Aragon Ballroom | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.2
(ID: B091D3NB7Y) Madvillainy - Exclusive Limited Edition Reissue Classic Black Colored Vinyl LP x2 | CDs & Vinyl > Vinyl Store | Rating: 4.7
(ID: B00024Z98M) Magic of Juju | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.9
(ID: B000L43AN4) Orphans | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B005HO1W7O) Beethoven: Complete String Quartets Budapest Quartet | CDs & Vinyl > Classical > Chamber Music | Rating: 4.7
(ID: B009439EPG) Retro Future | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B00FGGN7TE) Greatest Hits-The | CDs & Vinyl > Classic Rock | Rating: 4.1
(ID: B07BS996HF) Ready Player One Soundtrack | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.4
(ID: B00007KN0K) When Love Goes Wrong | CDs & Vinyl > Broadway & Vocalists > Cabaret | Rating: 4.4
(ID: B003O5MP7Y) The London Eye Concert | CDs & Vinyl > Pop > Dance Pop | Rating: 4.7
(ID: B000000LX7) By The Time It Gets Dark | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B008BWE5DW) I Follow Rivers 2 Tracks | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0794NXCWP) Bark Your Head Off, Dog | CDs & Vinyl > Pop | Rating: 4.8
(ID: B075NZLFZM) Complete Symphonies | CDs & Vinyl > Classical > Chamber Music | Rating: 4.9
(ID: B0748YHVP3) Familia: Tribute to Bebo & Chico | CDs & Vinyl > Pop > Tributes | Rating: 4.7
(ID: B000C3GWE8) Studio Outtakes | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B072ZG1JJT) Live Performances: Three First Release | CDs & Vinyl > Classical > Chamber Music | Rating: 5.0
(ID: B075VNNGYN) A Song For Every Moon | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B000SQJ2GO) Last Time I Saw Him | CDs & Vinyl > R&B > Motown | Rating: 4.8
(ID: B09JZQCD59) 4 feat. Myles Kennedy and The Conspirators Box | CDs & Vinyl > Rock > Hard Rock | Rating: 4.7
(ID: B00005NPJK) Mozart: Violin Concertos Nos. 1-3; Rondo, K. 373 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B00000K1KI) Essential Drivin N Cryin Live | CDs & Vinyl > Classic Rock > Southern Rock | Rating: 4.7
(ID: B002K8BJ5K) Saving Seamus Ryan | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 5.0
(ID: B00A92MF8O) Whole Nine Grams | CDs & Vinyl > Pop | Rating: 5.0
(ID: B00CF0ETBE) CSN | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.8
(ID: B000008KZR) Best of | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B00EIGQKOC) The Ghost Of The Mountain | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00MNCW5F6) Lugal Ki En | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00DDXUWTK) Gram Parsons & The Fallen Angels / Live 1973 / US / Sierra Records (3) / 1982 [Vinyl] | CDs & Vinyl > Vinyl Store | Rating: 4.7
(ID: B000003Z85) Under The Flightpath | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.4
(ID: B000008GQ2) Miki Sings Billie | CDs & Vinyl > R&B > Quiet Storm | Rating: 4.7
(ID: B002KMW6NU) Fight on | CDs & Vinyl > Rock > Blues Rock | Rating: 4.6
(ID: B000IONLJ0) Bourbon Legend | CDs & Vinyl > Country > Americana | Rating: 4.2
(ID: B0000C4366) Hot & Wet | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.3
(ID: B000024W1U) Happy Days: Best of | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0000DYGAR) Shanti | CDs & Vinyl > New Age > Meditation | Rating: 4.8
(ID: B00HZ8J1M8) Claudio Arrau - Three Classic Albums | CDs & Vinyl > Classical > Chamber Music | Rating: 4.8
(ID: B00P2HSETA) 1989 | CDs & Vinyl > Pop | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B000IONLJ0
|
Bourbon Legend
| 4
|
AHQJRDXSQ5G6VABOAKXPI7UVLFCQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Poemcrazy: Freeing Your Life with Words | Books > Literature & Fiction > History & Criticism | Rating: 1.0
- Pond | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Cry, Heart, But Never Break | Books > Children's Books > Growing Up & Facts of Life | Rating: 5.0
- Pinocchio: The Origin Story | Books > Children's Books > Classics | Rating: 2.0
- The Life-Changing Magic of Tidying Up: The Japanese Art of Decluttering and Organizing | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 3.0
### User's music History:
- Sleep for Insomnia - TO HE YOU FALL ASLEEP AND SLEEP SOUNDLY- Sound Healing | CDs & Vinyl > New Age > Meditation | Rating: 5.0
- Heavenly Duduk | CDs & Vinyl > International Music > Europe | Rating: 5.0
- Carnero Vaquero | CDs & Vinyl > Country > Today's Country | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00EP22QTC) For Kunsten Maa Vi Evig Vike | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B071XYVP4T) Celebración | CDs & Vinyl > International Music | Rating: 4.7
(ID: 6302372666) Metallica - Cliff 'Em All [VHS] | CDs & Vinyl > Metal > Thrash & Speed Metal | Rating: 4.7
(ID: B000002AV0) Angel Heart | CDs & Vinyl > Today's Deals in Music > Folk | Rating: 4.5
(ID: B00007BH7C) Spirit & Soul | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B00G5ASNYY) Power Music Musicians: Top 40 Workout Mix | CDs & Vinyl > Pop | Rating: 3.8
(ID: B00005B5BJ) Full Plates: Mixtape 2 | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.8
(ID: B001320RS4) Snapshot: Live in Concert 1965 | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.9
(ID: B0001CNR9I) Janet Jackson - The Velvet Rope Tour (Live in Concert) (DTS) | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.5
(ID: B00007CWIB) Monster Licks-Speed Picking, Frank Gambale | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.6
(ID: B00008CLMV) Doll Revolution | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B01BN23RMQ) Desire's Magic Theatre | CDs & Vinyl > Rock | Rating: 4.4
(ID: B000CCB4OC) Wait of Glory | CDs & Vinyl > Rock > Progressive | Rating: 4.5
(ID: B005SDDB0U) Imperial Drag | CDs & Vinyl > Classic Rock > Glam | Rating: 4.6
(ID: B000A87KK0) Gimmie Trouble | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.6
(ID: B000YPMQ6W) Rural Free Delivery | CDs & Vinyl > Country > Bluegrass | Rating: 3.8
(ID: B01LTHL2TK) Daniel Gregory Mason: Quartet in G Minor, Op. 19 On Negro Themes | CDs & Vinyl > CD Rarities | Rating: 2.0
(ID: B000001AKO) Diana Ross Live: Stolen Moments - The Lady Sings Jazz and Blues | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.5
(ID: B000056NKY) Rsw 87-95 | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.4
(ID: B00AMHFMTA) Absolutely The Best | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0002NY80I) M Friendship Songs | CDs & Vinyl > Children's Music > Sing-A-Longs | Rating: 2.8
(ID: B000008SM9) Grin | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 5.0
(ID: B002DM40ZO) Let the Music play | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.7
(ID: B003XHJFPI) Best Multiplication Songs EVER! | CDs & Vinyl > Children's Music > Educational | Rating: 3.2
(ID: B000LRYZYO) Hardwire Healing | CDs & Vinyl > Classic Rock > Southern Rock | Rating: 4.3
(ID: B00MHS5D0K) The Great Divide | CDs & Vinyl > Pop | Rating: 4.5
(ID: B00INZDGLE) Pilgrim/Rain Rainbow | CDs & Vinyl > Country | Rating: 4.8
(ID: B000008UR2) Positively Na Na | CDs & Vinyl > Country > Americana | Rating: 5.0
(ID: B000003OJ5) Song Of The West - The Cowboy Collection | CDs & Vinyl > Country > Americana | Rating: 4.6
(ID: B07NHP2ZWH) The Eastwest Sessions | CDs & Vinyl > Blues | Rating: 4.4
(ID: B00744BH6Q) From the Land of the Rising Sun: Inside the Reactor | CDs & Vinyl > Dance & Electronic > Techno | Rating: 3.7
(ID: B000003CX6) Mozart: Symphonies Nos. 1, K.19a, 4, 5, 6, 7 & Symphony No. " | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.6
(ID: B0000D9PIW) Alice @ 97.3: This Is Alice Music 7 | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.6
(ID: B075YB5L1T) 20 Jahre Jodelzirkus | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B000000WIY) Geffery Morgan | CDs & Vinyl > Reggae > Dub | Rating: 4.7
(ID: B00000G24F) Rivers of One | CDs & Vinyl > International Music > Middle East | Rating: 4.6
(ID: B00000DERQ) Big Yellow Taxi / Politics of Kissing | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
(ID: B001BZR6B4) Hey Sadie | CDs & Vinyl > Pop | Rating: 5.0
(ID: B000002VS7) Love, Lies And Other Strange Things: Greatest Hits | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 4.6
(ID: B000002G21) Thought Ya Knew | CDs & Vinyl > Pop > Dance Pop | Rating: 4.8
(ID: B00003GPRU) Live | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 3.4
(ID: B0000TGA2S) Tribute to 50 Cent Explicit Lyrics | CDs & Vinyl > Pop > Tributes | Rating: 4.0
(ID: B002LB6EJW) For Always: The Best of Cece Winans | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.7
(ID: B00595Q5X2) Valleyheart | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B07FDT8P5Q) The Siegel-Schwall Band 2018 | CDs & Vinyl > Blues | Rating: 4.6
(ID: B000NQR7UC) 5:55 US release | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B00D50D5Y0) Mater Eucharistiae | CDs & Vinyl > Classical > Sacred & Religious | Rating: 4.7
(ID: B000005A7O) The Second Best of Car Talk: More Used Calls From Click and Clack | CDs & Vinyl > Comedy & Spoken Word > Spoken Word | Rating: 4.9
(ID: B0034JL972) Wrapped Up In A Dream 1946-58 ORIGINAL RECORDINGS REMASTERED SET | CDs & Vinyl > R&B > Soul | Rating: 4.4
(ID: B00007F8W4) Bach: Le Clavier bien tempéré, premier livre The Well-Tempered Clavier, First Book Pierre Hantaï | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B001EMPUGC) Round Trip | CDs & Vinyl > R&B > Funk | Rating: 4.8
(ID: B0001EFU9G) Just Enough | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.7
(ID: B00HDUNEKI) Slow Phaser | CDs & Vinyl > Pop | Rating: 4.3
(ID: B00005NNM1) Talk About It | CDs & Vinyl > Today's Deals in Music > Christian & Gospel | Rating: 4.8
(ID: B000IHYVX2) Native Spirit | CDs & Vinyl > Today's Deals in Music > World Music | Rating: 3.9
(ID: B01EVAMSH2) Party Tyme Country Hits 18 16-song G | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B0000014TI) M Butterfly Soundtrack | CDs & Vinyl > Pop > Easy Listening | Rating: 4.4
(ID: B0002HUXXU) Dreaming My Dreams | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B01MV2RVCK) Guppy | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.9
(ID: B0017R1E5U) Drama | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B000026PK9) Candlelight Romance | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.6
(ID: B004IOP2IO) Vesica Piscis | CDs & Vinyl > Pop > Easy Listening | Rating: 4.9
(ID: B018U8QR46) Mr. Robot - Volume 1 Series Soundtrack | CDs & Vinyl > Pop | Rating: 4.6
(ID: B075MJP992) Tyranny of Souls | CDs & Vinyl > Rock | Rating: 4.7
(ID: B00005MK2Y) Joy Williams | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.4
(ID: B0000589TL) Loc-ed After Dark Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.7
(ID: B011S4B5P0) Jazz | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00006835J) Groovology | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.7
(ID: B000DZIGAI) Beyond The Pale | CDs & Vinyl > Comedy & Spoken Word > Stand-Up Comedy | Rating: 4.9
(ID: B007LNJ6SQ) Marvelous Clouds | CDs & Vinyl > Pop | Rating: 4.3
(ID: B003Y4TSRK) Det Som Engang Var | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B07NR8BRHR) STOKELEY Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop | Rating: 4.7
(ID: B00000DLUP) Get Happy | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B000000HSX) Kinghorse Explicit Lyrics | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.2
(ID: B00G0RTYFO) Get On Up: Best Of Esquires | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00D7D3OIM) Greatest Cello Concertos | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B0025KVLT2) Rubber Soul | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B000XIJ33O) Unknown Rachmaninoff | CDs & Vinyl > Classical > Forms & Genres | Rating: 3.8
(ID: B00699G5FK) Best of: VENGABOYS | CDs & Vinyl > Pop > Dance Pop | Rating: 4.8
(ID: B0000032G7) Cajun Conja | CDs & Vinyl > Blues > Regional Blues | Rating: 4.4
(ID: B000002BVQ) Rhythm & Business | CDs & Vinyl > Today's Deals in Music > R&B | Rating: 4.7
(ID: B0851MJGLR) If It Wasn't For You | CDs & Vinyl > Country | Rating: 4.6
(ID: B000001V8O) Songs That Won The War, Vol. 7: Salute to Stagedoor Canteen | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 5.0
(ID: B002HWUU7M) Liberté | CDs & Vinyl > International Music > Africa | Rating: 4.6
(ID: B07N3XBQM4) Fever Breaks | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.6
(ID: B00026WU78) Gangsta Muzik | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.5
(ID: B000002GHD) Blah Blah Blah | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.5
(ID: B08QS692RR) This Bitter Earth | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B00009KHZS) Ultimate Collection | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.7
(ID: B000BO0LNG) The Best of Moshav Band: Higher and Higher | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0000081ZE) Ideal | CDs & Vinyl > Pop > Easy Listening | Rating: 5.0
(ID: B000003ZFA) Fall Sounds | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B00LM9I7TY) Sings Old Time Country Favorites | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B002AOWXPO) Wake Me | CDs & Vinyl > Christian & Gospel | Rating: 4.3
(ID: B005H1SGGC) A Christmas Album/A Christmas To Remember | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.9
(ID: B000002X13) Best Of Lari White | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B07MWYQDYR) Jacoozzi | CDs & Vinyl > Rock | Rating: 4.6
(ID: B000054A5J) Book Of Life | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B00AR591LM) Boston ~ Self Titled LP Vinyl Record | CDs & Vinyl > Vinyl Store | Rating: 4.8
(ID: B000EHT5SC) New Used Car | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.3
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00000G24F
|
Rivers of One
| 5
|
AH3LNL7LMRZWZWKYYTIFECVGUU7A
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Weight Lifting Is a Waste of Time: So Is Cardio, and There’s a Better Way to Have the Body You Want | Books > Health, Fitness & Dieting > Exercise & Fitness | Rating: 5.0
- Deadly Medicines and Organised Crime: How Big Pharma Has Corrupted Healthcare | Books > Medical Books > Medicine | Rating: 5.0
- The Good Gut: Taking Control of Your Weight, Your Mood, and Your Long-term Health | Books > Science & Math > Biological Sciences | Rating: 5.0
- Why I Am Not a Christian: Four Conclusive Reasons to Reject the Faith | Books > Christian Books & Bibles | Rating: 3.0
- The Alamo and Beyond: A Collector's Journey | Books > History > Americas | Rating: 5.0
- Under Pressure: Cooking Sous Vide (The Thomas Keller Library) | Books > Cookbooks, Food & Wine > Cooking Methods | Rating: 5.0
- Alamo Story: From Early History to Current Conflicts | Books > History > Americas | Rating: 5.0
- American Buffalo: In Search of a Lost Icon | Books > Science & Math > Biological Sciences | Rating: 5.0
- The Deep Hot Biosphere: The Myth Of Fossil Fuels | Books > Science & Math > Biological Sciences | Rating: 5.0
- Black Gold Stranglehold: The Myth of Scarcity and the Politics of Oil | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
### User's music History:
- Liebe Ist Für Alle Da Dlx Dig | CDs & Vinyl > Rock > Progressive | Rating: 5.0
- Pussy | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 1.0
- Live From Nowhere In Particular | CDs & Vinyl > Rock > Blues Rock | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000007N5B) Strauss - Die Frau ohne Schatten | CDs & Vinyl > Classical | Rating: 4.5
(ID: B00006IQKF) Joy to the World | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 2.4
(ID: B00EBJ62JE) What a Cowboy Does | CDs & Vinyl > Country > Today's Country | Rating: 4.4
(ID: B0000061P5) Pettersson: Symphonies No. 7 & 16 | CDs & Vinyl > Classical > Symphonies | Rating: 4.8
(ID: B0000BV20X) Let Freedom Ring | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.5
(ID: B004M6JZ2M) Lost and Safe | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B000007QKC) Mr. Oscar Brown, Jr. Goes To Washington | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.5
(ID: B0002FE82E) Thixotropic | CDs & Vinyl > AutoRip | Rating: 5.0
(ID: B0026R70FS) Glory Trail | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.9
(ID: B00S2WUEN6) Self Determination Music | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.7
(ID: B00O9KZTVM) December Day: Willie's Stash Vol.1 | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B08CJSZTM3) It's Christmas...Cheers! | CDs & Vinyl > Country | Rating: 4.7
(ID: B000HT38JE) Bill and Gloria Gaither Present: Homecoming Christmas & Christmas in South Africa [DVD] | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.2
(ID: B000AR9YKU) Halcyon: The Platinum Collection | CDs & Vinyl > International Music > Europe | Rating: 4.3
(ID: B06ZZXRZMJ) River Black | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B0009JK1DS) Not Them You | CDs & Vinyl > Rock > Progressive | Rating: 4.9
(ID: B002OOG6RQ) Liebe Ist Für Alle Da standard version | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B000NJWT8E) 20th Century Masters: The Millenium Collection - The Best of Reverend Horton Heat | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.9
(ID: B00133309G) Harry and the Hendersons | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.6
(ID: B0000273Z5) Queer As Folk | CDs & Vinyl > Dance & Electronic > House | Rating: 4.6
(ID: B015NOT97M) Presto 2013 | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000068GTM) Children of the Sun | CDs & Vinyl > Folk > British & Celtic Folk | Rating: 4.2
(ID: B000IHYWCC) Borat: Cultural Learnings of America for Make Benefit Glorious Nation of Kazakhstan Original Soundtrack | CDs & Vinyl > International Music > Europe | Rating: 4.3
(ID: B00KLSQYNS) Lights Out | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.2
(ID: B000N60GZU) Reformation Post TLC | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B07PNK9XF7) Diamonds | CDs & Vinyl > Pop | Rating: 4.8
(ID: B01CS1P0M6) Schnittke: Works for Violin and Piano | CDs & Vinyl > Classical > Chamber Music | Rating: 5.0
(ID: B004GY6DTS) Barton Hollow | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.7
(ID: 1570193673) Classic Favorites (10-Hour Collections) | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B001681MCA) Phil Spector Wall of Sound Retrospective Philles Sound 1961-1996 | CDs & Vinyl > Pop > Oldies | Rating: 4.5
(ID: B0002XK4VK) Angels | CDs & Vinyl > Pop > Adult Contemporary | Rating: 3.7
(ID: B0000A2ZST) Diary Of A Psalmist | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.7
(ID: B0000041LP) Touch of Romance | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B098X1J79R) Death Shall Rise | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B00008FTVP) Latin for Lovers | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.7
(ID: B01N06NM6Y) 04.30.72 | CDs & Vinyl > Rock | Rating: 4.0
(ID: B000028CMN) Iron Man | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.1
(ID: B000000ACT) Tchaikovsky: Symphony 4 In F Minor Op. 36 | CDs & Vinyl > Classical > Symphonies | Rating: 4.6
(ID: B003SNYZVG) King of the Beach | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B08T43T5NH) Leverkusen '97 | CDs & Vinyl > Rock | Rating: 4.8
(ID: B00004Z19X) Beethoven: Piano Concertos Nos. 4 and 5 Emperor | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.9
(ID: B00NVB0GW2) See the Fire: Albums Singles | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00000E7EQ) The Return of the Hellecasters | CDs & Vinyl > Country > Roadhouse Country | Rating: 4.8
(ID: B0000DJZ7T) The Boy from Oz 2003 Original Broadway Cast | CDs & Vinyl > Broadway & Vocalists > Cabaret | Rating: 4.7
(ID: B00000F1VL) Your Future March | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B004Q5672U) Jonny Diaz | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.6
(ID: B08NVQXP9T) J.T. | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B000000NIL) Sticks & Stones | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.7
(ID: B003H5L6OO) Way Out West | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B002YL2128) A Cathedral Christmas - Favorites for Chorus, Organ and Orchestra | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.5
(ID: B0000017S6) Selected Piano Music of Louis Moreau Gottschalk | CDs & Vinyl > Jazz > Swing Jazz | Rating: 5.0
(ID: B008975XDU) Symphony No 1 | CDs & Vinyl > Classical > Symphonies | Rating: 4.4
(ID: B0026OIBMC) Carryin' On With Johnny Cash & June Carter | CDs & Vinyl > Country > Classic Country | Rating: 4.5
(ID: B01HHGAJJ6) It Doesn't Have To Make Sense | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000063207) Spin | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.6
(ID: B00005M1X6) 6.0 | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.4
(ID: B008R9QB22) Piano Music Vol 4 | CDs & Vinyl > Classical > Chamber Music | Rating: 4.7
(ID: B081KRDTX2) Perhaps Expanded Collection | CDs & Vinyl > Rock | Rating: 4.7
(ID: B004FQKY74) Dehumanizer | CDs & Vinyl > Metal > Pop Metal | Rating: 4.5
(ID: B0000242ML) Manuel & His Music of the Mountains | CDs & Vinyl > Pop > Easy Listening | Rating: 4.6
(ID: B0000001Q2) Digital Duke Ellington | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.6
(ID: B000BOH3F0) Most Famous Czech String Quartets | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B00DS7Z4IK) Rock Them Back To Hell! | CDs & Vinyl > Pop | Rating: 4.6
(ID: B001V7SG5M) Fireworks | CDs & Vinyl > Rock > Hard Rock | Rating: 4.8
(ID: B00006IFTD) M83 | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B002NUZ93S) Up the Downstair | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B00GN92528) Blue Sky Blond | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 5.0
(ID: B0000248Y6) Blues for the Red Sun | CDs & Vinyl > Metal > Alternative Metal | Rating: 4.7
(ID: B09BCK9P3Y) The Lady In The Balcony: Lockdown Sessions [4k UHD Blu-ray/Blu-ray] | CDs & Vinyl > Blues > Slide Guitar | Rating: 4.7
(ID: B010CGPTNY) 4 Nights of 40 Years Live | CDs & Vinyl > Rock > Blues Rock | Rating: 4.7
(ID: B001TD1XSU) The Essential Vladimir Horowitz | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B00KOW4BC2) Annabel Dream Reader | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.6
(ID: B00787FF44) Now What! | CDs & Vinyl > Pop | Rating: 5.0
(ID: B000E115G8) Cafe Cuts: A Collection of Acoustic Favorites | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.2
(ID: B00000JD1S) Boxed 100 Tracks | CDs & Vinyl > Imports > Rock | Rating: 4.4
(ID: B0060ANM5Y) James Taylor Best Live | CDs & Vinyl > Pop > Soft Rock | Rating: 4.6
(ID: B01N10BKUF) Tango In The Night | CDs & Vinyl > Latin Music > Tango | Rating: 4.6
(ID: B000006OPK) The Super Audio Collection & Professional Test | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000001V3F) Mountain Streams: Relaxation & Meditation 14 | CDs & Vinyl > Today's Deals in Music > New Age | Rating: 4.2
(ID: B082PRDVP4) #1's | CDs & Vinyl > Rock | Rating: 4.9
(ID: B00004Z3YN) Heavy Flute: Funky Flute Grooves From the 60s and 70s | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.4
(ID: B001DETFKI) Bob Rocks | CDs & Vinyl > Country > Classic Country | Rating: 4.6
(ID: B00278FST6) Hangin' Tough Live [DVD] | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.6
(ID: B002N7FIP0) Singles 81-85 | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.7
(ID: B00002EQ8W) Brecht | CDs & Vinyl > Jazz | Rating: 3.1
(ID: B07VWZXH63) Yulesville!: 33 Rockin' Rollin' Christmas Blasters For The Cool Season | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.6
(ID: B000026GYJ) I'm the Man | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.7
(ID: B000AK9DAI) After Eight | CDs & Vinyl > Dance & Electronic | Rating: 4.6
(ID: B083KPHMHT) Until the End of the World (Original Soundtrack) - Exclusive Limited Edition Yellow Colored 2x Vinyl LP | CDs & Vinyl > Soundtracks | Rating: 4.6
(ID: B000PGZMO8) ASTILLAS VOL.1 | CDs & Vinyl > International Music > South & Central America | Rating: 3.0
(ID: B0038YIDH2) Bom Tempo | CDs & Vinyl > Jazz | Rating: 4.4
(ID: B000051TR0) Revolution/revolucion | CDs & Vinyl > Metal > Alternative Metal | Rating: 4.7
(ID: B00000B7RK) Hjartats Trakt En Samling | CDs & Vinyl > International Music > Europe | Rating: 4.9
(ID: B003JIOHEK) End of the World | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B01LPBO5V2) Alone | CDs & Vinyl > Pop | Rating: 4.3
(ID: B000S08YPA) Empires Never Last | CDs & Vinyl > Rock > Progressive | Rating: 4.4
(ID: B0000027KB) Tchokola | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.6
(ID: B000046Q8O) Sound Of Surprise | CDs & Vinyl > Jazz > Bebop | Rating: 4.8
(ID: B00BY8C9HO) To Where You Are Accompaniment/Performance Track | CDs & Vinyl > Christian & Gospel > Accompaniment | Rating: 4.6
(ID: B00006FE1J) Room to Breathe | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B002OOG6RQ
|
Liebe Ist Für Alle Da standard version
| 5
|
AFV57E76CFKBCS4AXHZEYO4ANWMQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Our Plantation: Life on a Southern Cotton Plantation during the Civil War | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- 10th Edition. Final Part: Hollywood's Earth Shattering Scandals: The infamous, villains, nymphomaniacs and shady character in motion pictures (Hollywood Stars: The Scum of the Earth Book 6) | Books > Arts & Photography > Performing Arts | Rating: 1.0
- The Plantation (The Plantation Series Book 1) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Track Plans for Lionel Fastrack (Classic Toy Trains Books) | Books > Crafts, Hobbies & Home > Antiques & Collectibles | Rating: 1.0
- Altar of Bones | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- The Secret Crown (Payne & Jones Book 6) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
### User's music History:
- A Golden Christmas | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 5.0
- Bada Bing! Music Heard On The Sopranos | CDs & Vinyl > Pop > Oldies | Rating: 5.0
- 14 Exitos Internacionales | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00I7YMEDC) Knights of Badassdom Soundtrack | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.5
(ID: B0002CX1QQ) What If | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.2
(ID: B00WVQQU50) Family Style | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0000011O9) Live in England/and the Music Plays On | CDs & Vinyl > Pop > Oldies | Rating: 4.9
(ID: B006RA5MFK) Forgotten Carols 20th Anniversary Cast Recording | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.7
(ID: B000024XEG) Blues in the Night 1987 London Cast | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.7
(ID: B00DO92OXA) LOOK AT ME! | CDs & Vinyl > AutoRip | Rating: 5.0
(ID: B000002KM4) Hoy-Hoy G | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B0035KGWS6) Space Metal | CDs & Vinyl > Metal | Rating: 4.6
(ID: B075KZ7D6X) Prince Of Power Pop | CDs & Vinyl > Rock > Power Pop | Rating: 4.7
(ID: B0002FZKNK) Aprendiendo a Bailar Tango | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.0
(ID: B00NJ1MRN0) Wheels of Fire: Limited | CDs & Vinyl > Pop | Rating: 4.8
(ID: B0000D1FK8) Essential Aaron Copland | CDs & Vinyl > Classical > Forms & Genres | Rating: 3.8
(ID: B011EK2ITU) En Vivo - Guadalajara - Monterrey | CDs & Vinyl > International Music | Rating: 4.3
(ID: B000003ETJ) Breathe | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.8
(ID: B01DFM7ERQ) I Can Destroy | CDs & Vinyl > Pop | Rating: 4.4
(ID: B0000032V2) Modern Times | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.7
(ID: B003RCFCVU) Six Sonatas for Cello & Piano | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B001QFZN7S) National Anthems of the World | CDs & Vinyl > Pop > Oldies | Rating: 4.4
(ID: B000E8ESTC) Tito Rodriguez - Latin Stars | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.6
(ID: B006CFP55W) Rosarium Beatae Mariae Virginis recited by Pope Benedict XVI | CDs & Vinyl > Pop > Vocal Pop | Rating: 5.0
(ID: B00K7UK64I) Bless Up | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.3
(ID: B07RF4HZ5P) Woodstock - Back to the Garden - 50th Anniversary Collection | CDs & Vinyl > Rock > Country Rock | Rating: 4.5
(ID: B000002GC2) The Dude | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.8
(ID: B00000JZBU) Fundamental Elements of Southtown | CDs & Vinyl > Today's Deals in Music > Rock | Rating: 4.6
(ID: B000024VYE) La Duesseldorf | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B00EMKVK3U) Viva La Vida Prospekt's March Edition | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B0B4KXHVCJ) Patient Number 9 | CDs & Vinyl > Rock | Rating: 4.7
(ID: B0851MHWF3) Best of the Blessed | CDs & Vinyl > Metal | Rating: 4.8
(ID: B000H7JCC8) Ginger Baker: In Africa [DVD] | CDs & Vinyl > International Music > Europe | Rating: 3.5
(ID: B002OHB30I) Doc | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.8
(ID: B076YKG3KH) Seventeen | CDs & Vinyl > Pop | Rating: 4.8
(ID: B01IGB8DXK) 50 | CDs & Vinyl > Pop | Rating: 4.7
(ID: B002W8IIP2) Complete Waltzes | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.6
(ID: B00TQNMCKS) Get to Heaven | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0000010HE) Iou | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.9
(ID: B00000JLT7) Greatest Elvis Songs You've Never Heard | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.0
(ID: B00TIOZS5Q) Joe Lovano / Dave Douglas :Live At Monterey Jazz Festival | CDs & Vinyl > Blue Note Records | Rating: 4.1
(ID: B0000C24MW) Yui Orta | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B000002SN7) Living in Fear | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.2
(ID: B00004TGQW) Party Tyme Country Legends 1 16-song G | CDs & Vinyl > Country > Classic Country | Rating: 4.3
(ID: B001H9MLXM) Sleep Aid With Dr. Siddharth Ashvin Shah - Yoga Nidra and Guided Meditation | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 3.2
(ID: B0045OQF60) First Four Eps | CDs & Vinyl > Pop | Rating: 4.7
(ID: B006FY1PEA) Sounds of Defiance: Music of Shostakovich, Schnittke, Pärt, and Achron | CDs & Vinyl > Classical > Chamber Music | Rating: 4.1
(ID: B000F9TCIC) The Essential Charley Pride | CDs & Vinyl > Country > Classic Country | Rating: 4.7
(ID: B00OBRLYYY) Bad Channels Original Soundtrack | CDs & Vinyl > Metal | Rating: 4.3
(ID: B000008FN1) Walkabout | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.7
(ID: B0858KTX9N) Evoke 2010-2020 | CDs & Vinyl > Metal | Rating: 4.9
(ID: B00000638N) Gospel Classics Series | CDs & Vinyl > Today's Deals in Music > Country | Rating: 5.0
(ID: B00000JJO7) Maze / Golden Time of Day | CDs & Vinyl > R&B > Funk | Rating: 4.9
(ID: B00000JYU8) Hair | CDs & Vinyl > Today's Deals in Music > Rock | Rating: 4.5
(ID: B07T3JPLMX) Fear of the Dark | CDs & Vinyl > Rock | Rating: 4.8
(ID: B089D34VC8) Hopeless Romantic Hot | CDs & Vinyl > R&B | Rating: 4.8
(ID: B0031I3XX4) Fabriclive 50 : | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.5
(ID: B000026CYS) TV Themes | CDs & Vinyl > Classical > Chamber Music | Rating: 4.8
(ID: B000003LKU) Markheim: Opera in One Act | CDs & Vinyl > Opera & Classical Vocal > Operettas | Rating: 3.3
(ID: B000002W99) And His Mother Called Him Bill | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.7
(ID: B00BECFZ12) Head In The Dirt Explicit Lyrics | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000FVGKY4) Pink Flag | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B000000FH5) Wiggle | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B07HSJ5B7B) Dance In The Street | CDs & Vinyl > Rock > Folk Rock | Rating: 4.5
(ID: B06XDBTYYX) Live In Brooklyn | CDs & Vinyl > Pop > Dance Pop | Rating: 4.8
(ID: B00000AFUJ) Howlin on the Air | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B0000C8ZDQ) And This Is Our Music | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.4
(ID: B00004SF15) Fortunate | CDs & Vinyl > R&B > Contemporary R&B | Rating: 4.8
(ID: B00D3OUZHI) Vanilla Fudge | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.5
(ID: B00004Y6OZ) Fairy Heart Magic | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.8
(ID: B07H5VTHM7) Electric Ladyland 50Th Anniversary Ltd | CDs & Vinyl > Rock | Rating: 4.6
(ID: B000001GE4) Four Seasons | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.5
(ID: B002JODUUW) Billy Talent III | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B000008QVH) Sacred Earth Drums | CDs & Vinyl > New Age > Healing | Rating: 4.6
(ID: B00000E9PA) Words From the Genius | CDs & Vinyl > R&B > Soul | Rating: 4.6
(ID: B000LY8EW6) Revenge Of The Killer B's | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.0
(ID: B000056W0C) The Very Best of Dr. Demento | CDs & Vinyl > Comedy & Spoken Word > Comedic Music | Rating: 4.6
(ID: B002UPQ24G) Whatcha Say Maxi | CDs & Vinyl > R&B > Contemporary R&B | Rating: 3.7
(ID: B000063NC6) Third Stream Music | CDs & Vinyl > Jazz > Cool Jazz | Rating: 4.5
(ID: B000002CNU) A Closer Look | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.4
(ID: B005ARYEY6) Bootleg: Miles Davis Quintet Live in Europe 1967 | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B00I8N2BAI) Broken Crown Halo | CDs & Vinyl > Metal | Rating: 4.6
(ID: B00004T9Z2) Wild Places//Streets of Fire | CDs & Vinyl > Rock > Progressive | Rating: 4.2
(ID: B008C3AUNO) Disco Nights | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.7
(ID: B010SHEHXK) Days Gone By | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.7
(ID: B000EGDMNM) Primeras Grabaciones: 1992-1994 La Luz Que Sabe Robar + Radar | CDs & Vinyl > International Music > South & Central America | Rating: 4.4
(ID: B00004RCCL) Mini | CDs & Vinyl > Dance & Electronic > House | Rating: 4.7
(ID: B00TPEG24U) The Sound Of Music | CDs & Vinyl > Pop | Rating: 4.6
(ID: B08FP3SP9J) The Father, My Son and The Holy Ghost Accompaniment/Performance Track | CDs & Vinyl > Christian & Gospel > Accompaniment | Rating: 4.5
(ID: B0000001KU) America's Most Colorful Hillbilly Band 2 | CDs & Vinyl > Country > Classic Country | Rating: 4.7
(ID: B000003RSL) Smiles Like a Shark | CDs & Vinyl > Pop | Rating: 3.9
(ID: B00004TLNX) Classical Wedding Traditions | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.2
(ID: B000000M5F) Fromohio | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B00000JAB0) Back to Earth | CDs & Vinyl > International Music > Europe | Rating: 5.0
(ID: B0002IQFNG) Southern Rock Country Style | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B000CEOSR0) Hu H - CD 4 | CDs & Vinyl > Jazz | Rating: 4.0
(ID: B0000021XG) Unresolved Childhood Issues | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 5.0
(ID: B0085Z3BVW) The Odessa Tapes | CDs & Vinyl > Today's Deals deprecated | Rating: 4.7
(ID: B0043FJO7S) Leave Me Alone | CDs & Vinyl > Vinyl Store | Rating: 3.8
(ID: B00005NMX7) Bahama | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.3
(ID: B00001QGOR) Heavy Sounds | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.9
(ID: B000VBE4JQ) St Paradise [Vinyl LP] | CDs & Vinyl > Vinyl Store | Rating: 4.8
(ID: B000001P20) The Best Of Star Trek: 30th Anniversary Special! Original TV Soundtrack | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B000F9TCIC
|
The Essential Charley Pride
| 1
|
AHOMUQJHCDFJM7AMOMCT4I3FATLA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- You Were Made to Be Mine: The Palace of Rogues (The Palace of Rogues, 5) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- When a Duchess Says I Do | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Miss Desirable: Mischief in Mayfair--Book Four | Books > Romance > Historical | Rating: 5.0
- Hold Still: A Portrait of our Nation in 2020: Sunday Times Bestseller | Books > Arts & Photography > History & Criticism | Rating: 5.0
- Bark of Night (An Andy Carpenter Novel, 19) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 5.0
- The Viscount's Christmas Temptation (Dukes of War) | Books > Romance > Historical | Rating: 3.0
- Hello Stranger: The Ravenels, Book 4 | Books > Romance > Historical | Rating: 5.0
- Watercolor Ornaments Small Boxed Holiday Cards (Christmas Cards, Greeting Cards) , Box of 20 | Unknown | Rating: 5.0
- House Revenge: A Joe DeMarco Thriller (The Joe DeMarco Thrillers, 11) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Outfoxed: An Andy Carpenter Mystery (An Andy Carpenter Novel, 14) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 5.0
### User's music History:
- Swamp Boogie Queen | CDs & Vinyl > Blues > Regional Blues | Rating: 5.0
- Plays Cole Porter | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 5.0
- Nirvana | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B001LX4LH8) #1 Smooth Jazz Radio Hits | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.6
(ID: B0746P8ZQN) V | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0754H3HPP) Double Dutchess explicit_lyrics | CDs & Vinyl > Pop | Rating: 4.5
(ID: B0124KY0BS) Collection: 1925-52 | CDs & Vinyl > Blues > Regional Blues | Rating: 4.6
(ID: B0001ZDK7O) Under the Olive Tree | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 3.5
(ID: B000004182) Avison-Scarlatti: 12 Concerti Grossi | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B00004T45R) Red Hot & Blue | CDs & Vinyl > Blues > Regional Blues | Rating: 5.0
(ID: B000O59Z0C) Strauss: Four Last Songs / Wagner: Excerpts from Tristan und Isolde & Götterdämmerung | CDs & Vinyl > Classical > Symphonies | Rating: 4.1
(ID: B00006878R) Some of My Best Friends Are...Guitarists | CDs & Vinyl > Jazz | Rating: 4.3
(ID: B00000I016) Eddie & The Cruisers - The Unreleased Tapes | CDs & Vinyl > Today's Deals in Music > Soundtracks | Rating: 4.7
(ID: B09MYVXH51) Spider-Man: No Way Home (Original Motion Picture Soundtrack) | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.6
(ID: B00000584N) 40 More Reasons to Hate Us | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 3.9
(ID: B00111KVHE) Two Mule Parade | CDs & Vinyl > Blues | Rating: 3.5
(ID: B00004SZDD) George Clinton - Greatest Hits | CDs & Vinyl > R&B > Funk | Rating: 4.4
(ID: B00005NC2V) Ultimate Christmas Album Vol.6 | CDs & Vinyl > Pop > Oldies | Rating: 4.9
(ID: B000ERU3XI) Our Day Will Come | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B00347ZYRU) The Besnard Lakes Are The Roaring Night | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B00000DG26) Alleluia: An Anerican Hymnal | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.6
(ID: B0010W461Q) Imaginarium: Songs from The Neverhood | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B003YOXINU) Us Remastered | CDs & Vinyl > Pop | Rating: 4.6
(ID: B001X3IOFQ) Vipassana | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B000002HHX) Manta Ray | CDs & Vinyl > Pop | Rating: 4.3
(ID: B000EQ463M) No Limits | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.6
(ID: B000007NEI) The William Byrd Edition, Vol 2: Early Latin Church Music & Propers for Christmas | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.8
(ID: B00005S80G) Patriotic Songs of America | CDs & Vinyl > Today's Deals deprecated | Rating: 5.0
(ID: B0009IOS4W) Show You a Good Time | CDs & Vinyl > R&B > Soul | Rating: 5.0
(ID: B000GUJEY2) Spunk: The Official Bootleg | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.6
(ID: B0020SPL54) Chained to the Nite | CDs & Vinyl > Metal | Rating: 4.3
(ID: B000000SH4) Franz Schubert: String Quartet In D Minor D.810 "Death and the Maiden" / George Crumb: Black Angels, for Electric String Quartet, 13 Images from the Dark Land - Brodsky Quartet | CDs & Vinyl > Classical > Chamber Music | Rating: 4.8
(ID: B00112A6S2) Brahms: Symphonies Nos. 2 & 3 | CDs & Vinyl > Classical > Symphonies | Rating: 4.8
(ID: B000TK80TY) Beatles Guitar Instrumentals | CDs & Vinyl > Rock > Rock Guitarists | Rating: 4.5
(ID: B0012IWIQS) Techar¡ Live | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.7
(ID: B000004BJP) So Many Roads - Live in Japan | CDs & Vinyl > Blues > Regional Blues | Rating: 4.4
(ID: B000HEWFW0) Game Set Match | CDs & Vinyl > Folk > British & Celtic Folk | Rating: 4.3
(ID: B07BLJ1PCX) Bawlers | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B0000046EF) Kids on the Street | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.3
(ID: B001PS0F5Q) Phoenix | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B00004TD5I) Firebird | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B00ENM1Z82) database feat.TAKUMA | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.5
(ID: B000007TOG) Looking on the Bright Side: Cheer-Up Songs | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.1
(ID: B0000057F7) Handel: Coronation Anthems; Concerti A Due Cori | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.6
(ID: B004H5I006) Lelouch: Integrale | CDs & Vinyl > Pop | Rating: 4.1
(ID: B0091G7BS8) Step Into My Dreams | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.3
(ID: B00008NRK9) Police & Thieves | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.7
(ID: B008AG9A7K) Flashback | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.5
(ID: B004OQ80BW) Precious Days | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.3
(ID: B001EOQWGW) Motown Era | CDs & Vinyl > Karaoke | Rating: 4.2
(ID: B000GW8PN6) Greatest Love | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 5.0
(ID: B0009UX06M) Descarga Cubana With Chihuahua All-Stars | CDs & Vinyl > Jazz > Latin Jazz | Rating: 5.0
(ID: B0000639C9) The Original Outlaw Of Country Music | CDs & Vinyl > Country > Today's Country | Rating: 4.5
(ID: B0000263FR) Night After Night | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.8
(ID: B000XULMJ0) Sometimes It Takes A Mountain Accompaniment/Performance Track | CDs & Vinyl > Christian & Gospel > Accompaniment | Rating: 4.3
(ID: B0000UX4UI) Beyond Borders | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.1
(ID: B079V9GW1X) The Very Best Of | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.8
(ID: B01GKC65HS) Believe | CDs & Vinyl > Classical | Rating: 4.8
(ID: B00U8WG4EG) Live Texas Trio | CDs & Vinyl > Blues > Regional Blues | Rating: 4.6
(ID: B076MHYLQT) Anomaly Deluxe | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000AOJ9G2) In This Life Together | CDs & Vinyl > R&B > Contemporary R&B | Rating: 4.7
(ID: B000C8STHG) Plays For Lovers | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 5.0
(ID: B00000JYAH) A Jazz Noel | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.7
(ID: B000000F1S) All On A Rising Day | CDs & Vinyl > Country > Bluegrass | Rating: 4.9
(ID: B09S6PD7R2) ODDINARY FRANKENSTEIN ver. | CDs & Vinyl > Pop > Korean Pop | Rating: 4.6
(ID: B000M0CE2K) Jeff Wayne's Musical Version of The War of the Worlds | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B000008FM2) Big Canoe | CDs & Vinyl > International Music > Australia & New Zealand | Rating: 4.6
(ID: B0000640BQ) Gov't Mule | CDs & Vinyl > Classic Rock > Southern Rock | Rating: 4.3
(ID: B00B2M7D1O) Somewhere in the Audience | CDs & Vinyl > Broadway & Vocalists | Rating: 4.4
(ID: B00HEQGRT6) Released | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.4
(ID: B000006XQL) Red | CDs & Vinyl > Pop > Dance Pop | Rating: 4.6
(ID: B000006NTV) Melting Pot Best of | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B000BLI4TM) In My Mind Explicit Lyrics | CDs & Vinyl > R&B > Soul | Rating: 4.4
(ID: B000223544) After the War | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.0
(ID: B0157JRYGQ) CWF | CDs & Vinyl > Metal | Rating: 4.7
(ID: B005D4Y70M) Legendary Moments of the New Year's Concert | CDs & Vinyl > Classical > Chamber Music | Rating: 4.3
(ID: B00EVSAA66) Thick As A Brick | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B001H8UD88) Emma Smith: My Story Original Soundtrack | CDs & Vinyl > Pop | Rating: 4.3
(ID: B000GFRDY0) As Tall As Lions | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B0002MHEFU) Games Dames And Guitar Thangs | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.8
(ID: B000UTXEL8) Pray | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
(ID: B09F1FWT6G) Show No Mercy | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B000003GFQ) Caribbean Circle | CDs & Vinyl > Jazz > Bebop | Rating: 4.1
(ID: B0076T34SI) Underwater Sunshine or What We Did On Our Summer Vacation | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.4
(ID: B00004S2RT) Sabor | CDs & Vinyl > Dance & Electronic > World Dance | Rating: 4.4
(ID: B0082SIQJE) Laborintus II | CDs & Vinyl > Classical | Rating: 4.5
(ID: B00M856CNY) The Hot Sardines | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.8
(ID: B000AARKGM) Rocky Mountain Christmas | CDs & Vinyl > Today's Deals in Music > Miscellaneous | Rating: 4.8
(ID: B00000DF8R) Duets | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B000008CUZ) An Emotional Fish | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B0000031KB) Freda Payne - Greatest Hits | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.6
(ID: B00000JWI1) Ear Plugs 50 | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 5.0
(ID: B00P1YBFPE) Spirit on a Mission | CDs & Vinyl > Pop | Rating: 4.5
(ID: B0055ODXEQ) Roots of Goth | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 3.5
(ID: B0002VEPNK) Piano Sonatas Nos 21 Waldstein 22 23 | CDs & Vinyl > Classical > Forms & Genres | Rating: 3.9
(ID: B00DJYKGY4) Collection Plate: Best of Mastamind | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 5.0
(ID: B07S28TDSG) If I Know Me | CDs & Vinyl > Country > Americana | Rating: 4.8
(ID: B00000DI0I) Can't Buy A Thrill | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.8
(ID: B0007NMKPS) Ge-Ology Plays Ge-Ology | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.4
(ID: B08VY771YM) Hell Unleashed | CDs & Vinyl > Metal | Rating: 4.7
(ID: B000003XID) Schoenberg: Verklärte Nacht / Schubert: String Quintet in C Major | CDs & Vinyl > Classical > Chamber Music | Rating: 4.7
(ID: B008MMFBPM) Original Album Series | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00000E69P) Contact | CDs & Vinyl > R&B > Soul | Rating: 4.4
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00M856CNY
|
The Hot Sardines
| 5
|
AHOKYRP4634JUG3BBHPHWLXFBIKQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- One Second After (A John Matherson Novel, 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- The Book of Ninja: The Bansenshukai - Japan's Premier Ninja Manual | Books > Health, Fitness & Dieting > Exercise & Fitness | Rating: 1.0
- Krav Maga: Real World Solutions to Real World Violence - Disrupt - Damage - Destroy - Disengage | Books > Sports & Outdoors > Individual Sports | Rating: 1.0
- Left of Bang: How the Marine Corps' Combat Hunter Program Can Save Your Life | Books > History > Military | Rating: 3.0
- 100 No-Equipment Workouts Vol. 1: Easy to Follow Home Workout Routines with Visual Guides for all Fitness Levels (1) | Books > Health, Fitness & Dieting > Exercise & Fitness | Rating: 5.0
### User's music History:
- Sinatra Buble & Bennett - My Kind Of Music | CDs & Vinyl > Jazz | Rating: 5.0
- Dirt Explicit Lyrics | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 5.0
- Where It's At | CDs & Vinyl > Country > Today's Country | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000008RBQ) Lil Sumpin Sumpin | CDs & Vinyl > Pop > Teen Pop | Rating: 4.3
(ID: B000JPRT82) Leftoverture | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B07BF3T92Q) Nighthawks At The Diner remastered | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B00012SYV4) Join The Dots: B-Sides and Rarities | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.8
(ID: B00005AU97) Dilate | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.0
(ID: B00004R995) The Three Caballeros [DVD] | CDs & Vinyl > Latin Music > Latin Children's | Rating: 4.7
(ID: B000M8NMN2) No Song Left Behind | CDs & Vinyl > Metal > Alternative Metal | Rating: 4.5
(ID: B0000029BT) Best of Hiroshima | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.7
(ID: B0000AC8MM) O'Jays Vs Whispers | CDs & Vinyl > R&B > Soul | Rating: 5.0
(ID: B000FTVXXO) Heavenly News | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B005LE8CSW) All I Want for Christmas | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.7
(ID: B000MFUCB0) Animals | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B00004WMY8) Open Mind | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.5
(ID: B00104CIN2) Pacific Ocean Blue | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.6
(ID: B001EN1R4K) New Tattoo | CDs & Vinyl > Classic Rock > Glam | Rating: 4.6
(ID: B0048I2DOQ) Chopin: The Mazurkas | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B00005YUGV) Classical Graffiti | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.3
(ID: B003Y57K0G) When I Say I Do Accompaniment/Performance Track | CDs & Vinyl > Christian & Gospel > Accompaniment | Rating: 4.6
(ID: B072C768W1) Baptized | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000002PE8) The McGuire Sisters - Greatest Hits | CDs & Vinyl > Today's Deals in Music > Broadway & Vocalists | Rating: 4.7
(ID: B000002TXO) Root Down | CDs & Vinyl > Rap & Hip-Hop > East Coast | Rating: 4.8
(ID: B0000005YM) Guitar Heartsongs | CDs & Vinyl > Classical > Forms & Genres | Rating: 3.7
(ID: B07ZW9Y339) NFR! Explicit Lyrics | CDs & Vinyl > Rock | Rating: 4.8
(ID: B000EBGEF0) Home & Away Revisited | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.5
(ID: B000K2UGR0) Los Tres Reyes En Concierto | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.3
(ID: B00004VW91) Man in the Mirror | CDs & Vinyl > Country > Cowboy | Rating: 4.5
(ID: B0119TA848) Original Faces | CDs & Vinyl > Pop | Rating: 4.6
(ID: B003XNKBQE) Down 2 Earth | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B07HQ7LJQ2) Musical Prophet: The Expanded 1963 New York Studio Sessions | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B001619PV2) Tumbleweed Connection | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.7
(ID: B00NG63A9S) Sinner Unlucky 13th Anniversary | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.7
(ID: B0002KQO5S) Greatest Hits | CDs & Vinyl > Dance & Electronic > Freestyle | Rating: 4.0
(ID: B0784YKRRM) Hearts of Glass | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B075GBFQQX) The Foreigner Soundtrack | CDs & Vinyl > Pop | Rating: 4.1
(ID: B000005Z3Y) Twisted By Design | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 4.7
(ID: B000F9RIB0) Carriers Of Dust Explicit Lyrics | CDs & Vinyl > Imports > Hard Rock & Metal | Rating: 4.7
(ID: B0042UBDV4) Giacomo Puccini: La Boheme [Victoria De Los Angeles, Jussi Bjorling (Bjoerling), Lucine Amara, Robert Merrill, John Reardon, Giorgio Tozzi, Fernando Corena; Sir Thomas Beecham] | CDs & Vinyl > Classical | Rating: 4.0
(ID: B01AB4Y82K) Summertime: Willie Nelson Sings Gershwin | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B014JC19J0) Storm | CDs & Vinyl > Classics & Essentials | Rating: 4.7
(ID: B000001Y5F) Meantime | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B001OFM2YM) Little Miss Dangerous | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.5
(ID: B06Y1DKLTH) World's Favorite Hymns | CDs & Vinyl > Today's Deals deprecated | Rating: 4.2
(ID: B005L3HQI0) Delicate Joy | CDs & Vinyl > New Age > Meditation | Rating: 4.8
(ID: B008A1TI6I) Beams | CDs & Vinyl > Dance & Electronic > Techno | Rating: 4.3
(ID: B0001CVBBY) Very Best | CDs & Vinyl > Jazz > Traditional Jazz & Ragtime | Rating: 4.6
(ID: B01GEUTIN4) Anyway You Love, We Know How You Feel | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.6
(ID: B00BEWN190) Student of the Game | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.4
(ID: B00OB3DEC8) Who Hits 50 | CDs & Vinyl > Pop | Rating: 4.7
(ID: B01LTHMZ9Q) Essential Original Albums | CDs & Vinyl > Jazz | Rating: 4.9
(ID: B000002KO0) End of the Century | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B001M6FWCW) Playlist: The Very Best Of Spin Doctors | CDs & Vinyl > Rock > Jam Bands | Rating: 4.4
(ID: B006UFGZIA) Live in Shanghai | CDs & Vinyl > Blues | Rating: 5.0
(ID: B000002SC0) Best of Rossini | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.2
(ID: B00000JKFI) Process of Self-Development | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B000003AFU) I'm Bout It: From The Soundtrack Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.7
(ID: B00005UOKM) Dialogue | CDs & Vinyl > Jazz > Bebop | Rating: 4.5
(ID: B000P289GU) Greatest Songs Ever: Japan | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.1
(ID: B017MSL06U) Hit Songs of Jerry Leiber & Mike Stoller | CDs & Vinyl > Pop | Rating: 3.8
(ID: B008NCW87U) Allah-Las | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0049VGOQA) Lord of the Rings: Choral Symphony | CDs & Vinyl > Classical > Symphonies | Rating: 2.9
(ID: 1844497968) Toward the Unknown Region | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.5
(ID: B00TI0I1PO) Best of Helsinki Vampires | CDs & Vinyl > Metal | Rating: 4.9
(ID: B00005JI4P) Baroque Favorites | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.9
(ID: B000076HYH) Grandes Exitos | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.7
(ID: B000000EJE) Electric Music For The Mind And Body | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.8
(ID: B00CL0XIQA) You Can Tune a Piano But You Can't Tune a Fish | CDs & Vinyl > Classic Rock > Arena Rock | Rating: 4.8
(ID: B0002J59AK) Bop for Miles | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.2
(ID: B00T5GV8WE) Ultimate Collection | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B000009E19) Learning Your Sky | CDs & Vinyl > Blues > Electric Blues | Rating: 5.0
(ID: B000CA7R68) Fibro-Nap | CDs & Vinyl > New Age > Meditation | Rating: 5.0
(ID: B07XK5PDQD) A Heart Of Gold Is Hard To Find | CDs & Vinyl > Country | Rating: 4.9
(ID: B079V92FKT) Something To Love / Togetherness / Devotion / Shine On | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000003FN7) Unknown | | Rating: 0.0
(ID: B0000041BY) Tchaikovsky: The Sleeping Beauty, Op. 66 | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.5
(ID: B000063T56) The Singles 1983-1995 | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.9
(ID: B00EHYJOO8) Greatest Hits, Vol. 2. | CDs & Vinyl > Rock > Progressive | Rating: 3.1
(ID: B01LTHLY8Y) Collected | CDs & Vinyl > Rock | Rating: 4.6
(ID: B000E6GC6Q) Dying To Say This To You Explicit Lyrics | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B003ABPU5G) Cavalcade | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.9
(ID: B0009ZE8UE) You & Yer Good Ideas | CDs & Vinyl > Rock > Progressive | Rating: 5.0
(ID: B0000B1A62) Best of the Osmonds | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.4
(ID: B0099MU0VE) Most of My Heroes Still Don't Appear on No Stamp | CDs & Vinyl > Rap & Hip-Hop > East Coast | Rating: 4.7
(ID: B000025ZWK) Beyond Rangoon | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.8
(ID: B00B2TUH6U) Total Destruction To Your Mind | CDs & Vinyl > Blues | Rating: 4.7
(ID: B07YMDZZV5) Greatest Hits | CDs & Vinyl > Folk | Rating: 4.7
(ID: B000005P0U) Narada Mystique | CDs & Vinyl > Rock > Progressive | Rating: 4.1
(ID: B0000E6EIY) Wilfred Le Bouthillier | CDs & Vinyl > International Music > Europe | Rating: 4.3
(ID: B002L132XS) Little Moon | CDs & Vinyl > Country > Americana | Rating: 4.6
(ID: B00G1SQ2V6) Multishow Ao Vivo Um Ser Amor | CDs & Vinyl > International Music > South & Central America | Rating: 4.6
(ID: B00000E2VZ) An Old World Christmas ~ Holiday Favorites from Europe | CDs & Vinyl > Today's Deals in Music > World Music | Rating: 4.8
(ID: B003F0GLVE) ReVamp After Forever | CDs & Vinyl > Metal > Pop Metal | Rating: 4.5
(ID: B000001BKP) Dem's Good Beeble | CDs & Vinyl > Country > Americana | Rating: 4.7
(ID: B000062RB3) Futureperfect | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.5
(ID: B001LPNW0S) The Resting Sonata | CDs & Vinyl > Metal > Death Metal | Rating: 4.5
(ID: B000T97SU2) Live in America | CDs & Vinyl > Metal > Pop Metal | Rating: 4.5
(ID: B00000090S) Please Be My Love Tonight | CDs & Vinyl > Pop > Oldies | Rating: 4.5
(ID: B000BX0ZH4) Carmen Nebel Prasentiert Stefanie Hertel | CDs & Vinyl > International Music > Europe | Rating: 5.0
(ID: B00000E4VN) Copland: Old American Songs : Ives, Songs | CDs & Vinyl > Classical > Chamber Music | Rating: 5.0
(ID: B01FWXT30M) I'm Not Well | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000005HC2) New Soil | CDs & Vinyl > Jazz > Bebop | Rating: 4.9
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B000001Y5F
|
Meantime
| 5
|
AHSD3E46AYUJSZZUZ6NZ3PFUYIWA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Advanced Style | Books > Arts & Photography > Photography & Video | Rating: 3.0
- Wonderful Wearables: A Celebration of Creative Clothing | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 3.0
- The Great Put on: Sew Something Smashing! | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 3.0
- Candice Olson Everyday Elegance | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 5.0
- Candice Olson Favorite Design Challenges | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 5.0
- At Home: Sarah Style | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 5.0
- Candice Olson Kitchens and Baths | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 5.0
- Candice Olson Bedrooms | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 5.0
- Sarah Style | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 5.0
### User's music History:
- Christmas Star: Carols for the Christmas Season | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 5.0
- Cambridge Singers Christmas Album | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 5.0
- Back to Bacharach | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0002Q01UG) Into Darkness | CDs & Vinyl > Metal | Rating: 3.7
(ID: B014RDRJ0Y) Live at Red Rocks | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.2
(ID: B0BKQJX2Q1) Primus & The Chocolate Factory With The Fungi Ensemble[Gold Edition LP] | CDs & Vinyl > Rock | Rating: 4.5
(ID: B00000AEZT) Go | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B000004AZQ) Harp & Soul | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 5.0
(ID: B000025BSX) Bossa Nova '67 | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.6
(ID: B07ZB5DHHV) Frozen - Moana Soundtrack Bundling | CDs & Vinyl > Soundtracks | Rating: 4.9
(ID: B0000025WD) Fantastic | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 4.7
(ID: B0000668JM) Gold | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.6
(ID: B0176ZQLB8) 101: Very Best Of Doo Wop / Various | CDs & Vinyl > Pop | Rating: 4.6
(ID: B017X0MH3W) Nocturnal Masquerade Explicit Lyrics | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B0087IKWDW) Dark Shadows Soundtrack | CDs & Vinyl > Classic Rock | Rating: 4.5
(ID: B00AX7PGMW) Threads + Grooves Large T-Shirt "Molly's Chambers" / "Red Morning Light " | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000062R6T) George Enescu: Octuor for Double String Quartet, Op. 7 / Dixtuor for Wind Instruments, Op. 14 | CDs & Vinyl > Classical > Chamber Music | Rating: 5.0
(ID: B0047685GY) Come Away | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B000UPC4ZY) In Sickness & in Health | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.9
(ID: B000060MM6) Won | CDs & Vinyl > Rap & Hip-Hop > East Coast | Rating: 4.6
(ID: B00RUKV5DE) The Best Of The Best Sleeve | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000WZ7OP2) Richard Twice | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 5.0
(ID: B08D71QNLL) Chicago - IX Greatest Hits '69-'74 (Exclusive Sun Yellow Vinyl) | CDs & Vinyl > Rhino Records | Rating: 4.7
(ID: B00YCAU6US) String Quartets 1 | CDs & Vinyl > Classical > Chamber Music | Rating: 4.4
(ID: B000066SE7) Healing Is Difficult | CDs & Vinyl > Pop > Dance Pop | Rating: 4.6
(ID: B000001S73) Ultimate Bass Trax 1 | CDs & Vinyl > Pop > Dance Pop | Rating: 4.1
(ID: B0000256VK) Avalon | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B000002RMQ) Bolero / Les Preludes / 1812 Overture | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.1
(ID: B00005ASLV) Return to Earth | CDs & Vinyl > Rock > Folk Rock | Rating: 4.0
(ID: B00E6H4NXI) Saints Row IV Original Game Soundtrack | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.2
(ID: B00000IX62) Carmen | CDs & Vinyl > Classical | Rating: 4.2
(ID: B013YKOVL6) The Silver Lining - The Songs of Jerome Kern | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B00104BB4O) Who's in the Way But Me | CDs & Vinyl > New Age > Meditation | Rating: 5.0
(ID: B00002SWLP) Greatest Hits | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 4.6
(ID: B07NBP8Q6X) Blue | CDs & Vinyl > Blues | Rating: 4.8
(ID: B00006SM7G) Totally Country Vol. 2 | CDs & Vinyl > Country | Rating: 4.7
(ID: B000000I2O) Collection 2 | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B001RIGCE2) Christine Brewer, Great Operatic Arias, Vol. 2 | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.0
(ID: B004D6PYZ8) I'm Taking Off | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000001ZLU) Play Traditional Cajun Music | CDs & Vinyl > Blues > Regional Blues | Rating: 4.6
(ID: B000001JY4) Something to Believe in | CDs & Vinyl > Pop > Dance Pop | Rating: 4.5
(ID: B000F3AIBS) He Poos Clouds | CDs & Vinyl > Pop > Oldies | Rating: 4.5
(ID: B000056KNV) Don't Tell Me | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.4
(ID: B00007EBAG) ProdName | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.2
(ID: B0090SVDUO) Live At The Bowl 68 | CDs & Vinyl > Classic Rock | Rating: 4.7
(ID: B00005Y7N0) The Best of Mimi & Richard Fariña | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.6
(ID: B083VR3ZSW) Eight Classic Albums | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B01B7AQOY2) JERICHO: Tribe of Joshua | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00E00GBRC) Nicki Bluhm And The Gramblers | CDs & Vinyl > Pop | Rating: 4.6
(ID: B07MHQ5FJL) Zoom G - Pop Chart Picks 2019 Part 1 Double G with 40 Chart Hits Explicit Lyrics | CDs & Vinyl > Karaoke | Rating: 4.4
(ID: B001VPJZI6) Mesmerized | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B000JFY0YS) Dipset: More Than Music, Vol. 2 | CDs & Vinyl > Rap & Hip-Hop > East Coast | Rating: 4.4
(ID: B000682FDG) The Great American Songbook 3 | CDs & Vinyl > International Music > Europe | Rating: 3.4
(ID: B001BN25NU) Stand By Your Man | CDs & Vinyl > Country > Classic Country | Rating: 4.9
(ID: B085RPXGT7) JACKBOYS Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop | Rating: 4.7
(ID: B00004T3Y5) Irresistible | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.4
(ID: B00007L7E1) Anthology | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.9
(ID: B00O3RQHNA) Now That's What I Call Legends / Various | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0791XK5TJ) 5 Original Albums | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.7
(ID: B0038FI7ZE) American Velvet: A Tribute To The Velvet Underground | CDs & Vinyl > Pop > Tributes | Rating: 4.3
(ID: B006UFHH1O) Old Soul | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00003CLV2) The Green Mile: Score from the Motion Picture | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.4
(ID: B006GGJX0U) New Moon And The Vagabond King | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.0
(ID: B000023VRB) Baby's First: Lullabies | CDs & Vinyl > Classical > Forms & Genres | Rating: 3.5
(ID: B004XRJXHC) Good for Me | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.9
(ID: B00LVZK5S0) LOSE | CDs & Vinyl > AutoRip | Rating: 4.6
(ID: B0001KL4PY) Retriever | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.5
(ID: B002SODHSI) Go Tell Somebody | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.4
(ID: B002WY66FU) Soul Station | CDs & Vinyl > Jazz > Bebop | Rating: 4.5
(ID: B000008KSR) Free Your Feelings | CDs & Vinyl > Dance & Electronic > House | Rating: 4.0
(ID: B00005QTY8) River Dawn: Piano Meditations | CDs & Vinyl > New Age > Meditation | Rating: 4.0
(ID: B000JMKJF0) The Departed Score | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 3.7
(ID: B000000BC2) Standards By Eddy Arnold | CDs & Vinyl > Country > Classic Country | Rating: 3.5
(ID: B000002KEV) Made in Japan | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B003LRQAT4) Thrilled | CDs & Vinyl > Comedy & Spoken Word | Rating: 4.6
(ID: B000O78LIM) Chasing the Sun: Greatest Songs of Summer | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.6
(ID: B000007S2Q) Music From Burkina Faso & Mali / Musiques Du Burkina Faso & Du Mail Musique Du Monde | CDs & Vinyl > International Music > Africa | Rating: 4.5
(ID: B08PRLPJKJ) Don't Fence Me In - The Early Recordings, 1956-1960 | CDs & Vinyl > Country | Rating: 4.2
(ID: B005K2LNYA) Laughing Stock | CDs & Vinyl > Pop | Rating: 4.7
(ID: B086G2R7MB) Swallow Tales | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B00U6OV8GK) Leave Some Things Behind | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000005OP4) Infinity | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 3.0
(ID: B000WVUNXG) Beowulf | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.7
(ID: B000007VYG) Slayers Next: Sound Bible 3 (1996 Anime Series) | CDs & Vinyl > Imports > Soundtracks | Rating: 4.8
(ID: B00005JI9Q) ProdName | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B0000APVCH) Whispers in Rage | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.7
(ID: B06X8ZH7TR) Souvenir | CDs & Vinyl > Folk | Rating: 4.6
(ID: B00083D592) Late Night Conversations | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.1
(ID: B01M6ZKGPA) Christine and the Queens Chaleur Humaine | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00WASEEAW) Coltrane's a Love Supreme: Live in Amsterdam 2003 | CDs & Vinyl > Jazz | Rating: 5.0
(ID: B000025A9T) Full Circle | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B00005MK4K) A.M./P.M. Yoga Meditations | CDs & Vinyl > New Age > Meditation | Rating: 3.9
(ID: B01MR5V165) The Music of John Lewis | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B0794Y2CWJ) Nudes | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B000008UUH) The Boy Is Mine | CDs & Vinyl > Today's Deals in Music > R&B | Rating: 4.7
(ID: B00JMQ6TQC) Tropical Disco Hustle / Various | CDs & Vinyl > Pop > Dance Pop | Rating: 4.4
(ID: B07DRWMJZ8) Colors | CDs & Vinyl > Jazz | Rating: 4.3
(ID: B0000B0IGR) Neverland | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.5
(ID: B00J0OBIGC) Baila! David Longoria | CDs & Vinyl > Jazz > Latin Jazz | Rating: 5.0
(ID: B001PEAZF0) Killing the Blues | CDs & Vinyl > Folk | Rating: 4.6
(ID: B071FPVZ3V) Deer Tick Vol. 2 | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00000115Z) Stiffs Live | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.9
(ID: B0016PPH7Y) Roll The Bones - Holographic CD | CDs & Vinyl > Rock > Progressive | Rating: 5.0
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B013YKOVL6
|
The Silver Lining - The Songs of Jerome Kern
| 5
|
AFCOMUFRANQKOBBNANVWLBFMAGBA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Lilac Girls: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Basher Science: Engineering: The Riveting World of Buildings and Machines | Books > Children's Books > Science, Nature & How It Works | Rating: 5.0
- The Sugar Men | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Silent Child | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Dog Man: From the Creator of Captain Underpants (Dog Man #1) | Books > Children's Books > Comics & Graphic Novels | Rating: 5.0
- Mischling | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Space!: The Universe as You've Never Seen It Before (Knowledge Encyclopedias) | Books > Children's Books > Science, Nature & How It Works | Rating: 5.0
- Finders Keepers: A Novel (The Bill Hodges Trilogy Book 2) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 4.0
- The Yogi Book | Books > Humor & Entertainment > Humor | Rating: 5.0
- All the Light We Cannot See: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
### User's music History:
- Hamilton O.B.C.R. Explicit Lyrics | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 5.0
- Elvis: Ultimate Gospel | CDs & Vinyl > Christian & Gospel > Country & Bluegrass | Rating: 5.0
- White Christmas | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00000236J) Vampire on Titus | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B000E5N36E) From My Heart | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 5.0
(ID: B000006YHV) My Life In The Bush Of Ghosts | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B000005VRX) Eleven Steps to Power | CDs & Vinyl > Indie & Alternative > Ska | Rating: 5.0
(ID: B00000IBD5) Cultosaurus Erectus | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B00E83QVVM) History of Classical Music on 1 's | CDs & Vinyl > Classical > Symphonies | Rating: 4.7
(ID: B0001LVZFC) Look Mom No Hands | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 3.7
(ID: B00022XOEK) Songs to Burn Your Bridges By | CDs & Vinyl > Metal > Alternative Metal | Rating: 4.5
(ID: B00005NB0H) Live At Leeds | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B00006ALB4) Get Real | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.5
(ID: B01GVIUUJU) The Bedroom Tour Playlist Explicit Lyrics | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.9
(ID: B000006SS6) Anima Latina | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B00006EXIB) 1st Album | CDs & Vinyl > Comedy & Spoken Word > Poetry | Rating: 4.5
(ID: B0BM4RSR7W) 'Indigo' Book Edition | CDs & Vinyl > Pop > Korean Pop | Rating: 4.8
(ID: B002ROS12G) Echo: Glory of Gabrieli | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B000002I9G) Best of: Spinners | CDs & Vinyl > Today's Deals in Music > R&B | Rating: 4.6
(ID: B09L8N9MBK) Two Ribbons | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.4
(ID: B000002UTT) Roxette Look Sharp! | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B000BR6D9O) We Can Fly | CDs & Vinyl > Pop > Oldies | Rating: 4.1
(ID: B071RZF33J) On The Way Home | CDs & Vinyl > Classic Rock | Rating: 3.7
(ID: B0788XWK6V) SONIC ADVENTURE Original Soundtrack | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B0007UVX5Y) Shrieks Laments & Anguished Cries | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.9
(ID: B0032700TE) Icon | CDs & Vinyl > Classical > Chamber Music | Rating: 4.9
(ID: B011C4XBO4) Revolución | CDs & Vinyl > Pop | Rating: 4.7
(ID: B076LXD6G6) Standing In The Shadows | CDs & Vinyl > Rock | Rating: 4.7
(ID: B000001TWD) Philippe Le Chancelier: Conductus, Lai, Sequence, Rondellus DHM | CDs & Vinyl > Classical | Rating: 5.0
(ID: B00D3LOJ6O) Good Kid M.A.A.D City | CDs & Vinyl > Rap & Hip-Hop > West Coast | Rating: 4.8
(ID: B000NJWJCK) Memories & Dust | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.7
(ID: B00K0431WU) Rad Soundtrack | CDs & Vinyl > Rock | Rating: 4.4
(ID: B000003GES) Portraits | CDs & Vinyl > Jazz > Bebop | Rating: 4.4
(ID: B00009P1PG) Water Music / Music for the Royal Fireworks | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B000B5KRCU) Ghosts in the Machine | CDs & Vinyl > Metal > Alternative Metal | Rating: 4.6
(ID: B0007IMMW4) Wa: Come on | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.3
(ID: B0038O6UMW) Red Light Fever | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000PNO166) Rare Photos & Interview CD Vol. 2 | CDs & Vinyl > Comedy & Spoken Word > Interviews | Rating: 4.3
(ID: B00LWQNQ5C) Angus & Julia | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00082ZSIY) Mendelssohn: The Complete String Quartets / Pacifica Quartet | CDs & Vinyl > Classical > Chamber Music | Rating: 4.4
(ID: B09GKG2LYZ) A Seat At The Table | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B0882NXWCX) Workingman's Dead 50th Anniversary | CDs & Vinyl > Rock | Rating: 4.9
(ID: B005MASIFW) Handel: Die acht grossen Suiten Eight Suites for Piano | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B000GB7150) Seven / Cantamos | CDs & Vinyl > Pop > Soft Rock | Rating: 4.7
(ID: B000089GH7) Office of Strategic Influence | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B000002TOO) Slow Jams: 70's 2 | CDs & Vinyl > Pop > Oldies | Rating: 3.4
(ID: B00005LANM) The Eminent, Vol. 1 | CDs & Vinyl > Jazz > Bebop | Rating: 4.7
(ID: B000002SO8) Annie Get Your Gun 1957 Television Cast | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.6
(ID: B004RCIRPW) I'll Pick a Rose for My Rose: Motown Rec 64 - 71 | CDs & Vinyl > R&B > Motown | Rating: 4.6
(ID: B008S52UYS) The Village | CDs & Vinyl > Rock | Rating: 4.6
(ID: B000HEVALC) The Complete Million Dollar Quartet | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.4
(ID: B002UTNKWE) Verdi: Un ballo in maschera - The Sony Opera House | CDs & Vinyl > Classical > Chamber Music | Rating: 4.5
(ID: B000251Y9E) Baby Come To Me And Other Hits | CDs & Vinyl > Today's Deals in Music > R&B | Rating: 4.4
(ID: B06W5K3X56) Mirage | CDs & Vinyl > Rock | Rating: 4.6
(ID: B000JFZ9FW) New Year's Concert 2007 - Wiener Philharmoniker/Zubin Mehta | CDs & Vinyl > Classical > Symphonies | Rating: 4.5
(ID: B00000HZPN) Heartbreak Hotel / It's Not Right But Ok | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.3
(ID: B000NA1Z1K) Street Love | CDs & Vinyl > R&B > Contemporary R&B | Rating: 4.6
(ID: B004O4L0FW) Going Goth | CDs & Vinyl > Pop | Rating: 3.8
(ID: B00009XBW0) The Look of Love: The Burt Bacharach Collection | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B000R9RFNY) Para Ti Explicit Lyrics | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.2
(ID: B000008CX1) Set the World on Fire | CDs & Vinyl > Metal > Thrash & Speed Metal | Rating: 4.7
(ID: B00389JEJI) I Got Your Country Right Here | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B001CFLGL4) Caronte | CDs & Vinyl > International Music > Europe | Rating: 4.4
(ID: B005GFSKFG) Well-Tempered Clavier Book 1 | CDs & Vinyl > Classical | Rating: 4.8
(ID: B00018GJ6U) After Hours With Miss "D" VME - Remastered | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B000003LZJ) The Very Best of Craig T. Cooper | CDs & Vinyl > Jazz | Rating: 4.9
(ID: B000002N2O) Insomniac | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B000000XIK) In the Uncommon Market | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.5
(ID: B000QGDJM4) Pop Life | CDs & Vinyl > Dance & Electronic > Techno | Rating: 4.7
(ID: B000001YA7) One Night - Live in Australia | CDs & Vinyl > Rock > Progressive | Rating: 4.2
(ID: B0948N3ZDF) Real Bad Boldy | CDs & Vinyl > AutoRip | Rating: 4.6
(ID: B00TJPIWDO) HA-ASH Primera Fila - Hecho Realidad | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.6
(ID: B000002908) Vibes of the Time | CDs & Vinyl > Reggae > Dance Hall | Rating: 4.6
(ID: B01JBRNZKO) What A Time To Be Alive Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.4
(ID: B001XU3MOW) Mesmera Presents Gypsy Belly Dance | CDs & Vinyl > International Music | Rating: 5.0
(ID: B006MLP2C2) Timeflows | CDs & Vinyl > Rock | Rating: 4.7
(ID: B000006YAR) Jason Donovan - Greatest Hits | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.5
(ID: B002OSWYWS) Forever You And I | CDs & Vinyl > International Music | Rating: 4.7
(ID: B000GY72OC) Iz Over the Rainbow: Hawaiian Tribute Israel | CDs & Vinyl > International Music > Middle East | Rating: 4.2
(ID: B000075BFT) No Mercy No Fear | CDs & Vinyl > Folk > Traditional Folk | Rating: 3.7
(ID: B06XFVL7CG) Score | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000002NRN) N.Y.P., Leopold Stokowski, Narrates Peter & Wolf | CDs & Vinyl > Classical > Ballets & Dances | Rating: 5.0
(ID: B00000AFXG) Best of Anime | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 3.9
(ID: B000001IGG) Best of Armenian Folk Music | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B00007L6SP) Adventures In Lo-Fi | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 4.7
(ID: B00DSXKPOW) Desire | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.8
(ID: B07478MS1V) Butterfly | CDs & Vinyl > Rap & Hip-Hop | Rating: 4.7
(ID: B000005CF5) Senseless: Music From The Dimension Motion Picture | CDs & Vinyl > Dance & Electronic > Big Beat | Rating: 4.3
(ID: B00JKGYW7W) x | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000BH4YA4) Lynda Randle Christmas | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.4
(ID: B0002JW08E) Sieben : 7 | CDs & Vinyl > Metal | Rating: 4.5
(ID: B079236F1N) Hurt For Me | CDs & Vinyl > Rock | Rating: 4.6
(ID: B0000BXMZN) Greatest Hits | CDs & Vinyl > Country > Today's Country | Rating: 4.9
(ID: B007QSOKA0) Tree Bursts In Snow | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B00FK540GA) Looking for the Good Life | CDs & Vinyl > Pop | Rating: 5.0
(ID: B00WYMCGMM) Pure Piano | CDs & Vinyl > New Age > Meditation | Rating: 4.5
(ID: B00000I3ZO) Tevin Campbell | CDs & Vinyl > R&B > New Jack | Rating: 4.5
(ID: B000KC00M6) Nine lives [Japan import] [Enhanced] +1 Bonus Track | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B00006H679) Pithecanthropus Erectus | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.7
(ID: B000000W6X) Protection | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.7
(ID: B001383MI0) Vol. 5-Christmas in Velvet | CDs & Vinyl > Pop > Easy Listening | Rating: 4.8
(ID: B00000HXJJ) By Your Side | CDs & Vinyl > Classic Rock > Southern Rock | Rating: 4.6
(ID: B00CAZOGDK) The Olms | CDs & Vinyl > Pop | Rating: 4.4
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B000HEVALC
|
The Complete Million Dollar Quartet
| 5
|
AHPGSV6IEIAOL4OMN6F44OKERX5A
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Cody Harris: My Word is my Bond: Cool cowboy sayings from the heart to get you through life | Books > Politics & Social Sciences > Philosophy | Rating: 5.0
- The Monarch: Saving Our Most-Loved Butterfly | Books > Science & Math > Biological Sciences | Rating: 5.0
- My Side of the Mountain | Books > Teen & Young Adult > Literature & Fiction | Rating: 5.0
- The New York Times Easy Crossword Puzzles Volume 18: 50 Monday Puzzles from the Pages of The New York Times | Books > Humor & Entertainment > Puzzles & Games | Rating: 5.0
- The New York Times Easy Crossword Puzzles Volume 16: 50 Monday Puzzles from the Pages of The New York Times (New York Times Easy Crossword Puzzles, 16) | Books > Humor & Entertainment > Puzzles & Games | Rating: 5.0
- The New York Times Easy Crossword Puzzles Volume 13: 50 Monday Puzzles from the Pages of The New York Times | Books > Humor & Entertainment > Puzzles & Games | Rating: 4.0
### User's music History:
- The Best Of Eva Cassidy | CDs & Vinyl > Pop > Vocal Pop | Rating: 5.0
- Best Of The Early Years, The | CDs & Vinyl > Today's Deals in Music > Country | Rating: 5.0
- ICON Christmas | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000006OM8) Chart Toppers: Romantic Hits of the 70's | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B00IA9ETSC) Stone Glory | CDs & Vinyl > Metal | Rating: 4.8
(ID: B00PC0TT2S) Brainwashed | CDs & Vinyl > Pop | Rating: 4.5
(ID: B00005J79E) Machine | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.8
(ID: B079JPMF4D) 28 Days In The Valley | CDs & Vinyl > Pop | Rating: 4.6
(ID: B07WPX44M4) The Later Years 1987-2019 | CDs & Vinyl > Pop | Rating: 4.7
(ID: B001J66JDQ) Fenomeno | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.3
(ID: B09W2KQYZ6) STRAY KIDS - Mini Album ODDINARY FRANKENSTEIN Ver. Package Box+Photobook R+Lyrics Paper+Photocards+ID Photocard+Mini Poster+Sticker+Character Art Book+Pop-Up Invitation Card+P.O.B | CDs & Vinyl > Pop > Korean Pop | Rating: 4.8
(ID: B0000AZKI2) Best of 1986 & 1987 | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000002VMF) Bolero | CDs & Vinyl > Pop > Easy Listening | Rating: 4.5
(ID: B00002514W) Definitive Collection | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.3
(ID: B000000ISJ) Born Under a Bad Sign Original Master Recording | CDs & Vinyl > Blues > Regional Blues | Rating: 4.7
(ID: B00004U8ZE) Things Have Changed | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.5
(ID: B0000040Y0) Les Troyens | CDs & Vinyl > Opera & Classical Vocal > Operettas | Rating: 4.7
(ID: B00004UFZR) Smile & Wave | CDs & Vinyl > Rock > Hard Rock | Rating: 4.6
(ID: B00000IFVS) Learning To Breathe | CDs & Vinyl > Country > Today's Country | Rating: 4.9
(ID: B000FUF87A) When the Pain Dies Down: Live in Paris | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.8
(ID: B07ZW8VW6X) The Rising | CDs & Vinyl > Pop | Rating: 4.9
(ID: B003E113PI) One Morning | CDs & Vinyl > Classical > Chamber Music | Rating: 4.1
(ID: B00002DEH1) Mozart: Piano Sonatas | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B000FJA9SO) The Living Legend | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.2
(ID: B000008E72) Reel Music Film Scores | CDs & Vinyl > International Music > Europe | Rating: 4.9
(ID: B00Q9H9DZ6) Where I Belong | CDs & Vinyl > Pop | Rating: 4.7
(ID: B01DZEFPAM) Falling Into Place | CDs & Vinyl > Reggae | Rating: 4.8
(ID: B001BP4TR8) Institutionalized Vol. 2 | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.2
(ID: B076DLFBZZ) September 78 | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000CPGWI2) Anything Goes: Music of Cole Porter | CDs & Vinyl > Jazz > Cool Jazz | Rating: 4.9
(ID: B00MKGG4YI) The Complete Solar Hit Singles Collection | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000005JZJ) Survival | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.4
(ID: B0000282ZK) Ring of Fire | CDs & Vinyl > Country > Classic Country | Rating: 4.6
(ID: B000001F7L) Bachman-Turner Overdrive II | CDs & Vinyl > Today's Deals in Music > Classic Rock | Rating: 4.7
(ID: B002B5WUDC) Mad Bad & Dangerous to Know | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.5
(ID: B00000JRGJ) Full Throated Abandon | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.0
(ID: B000001XJK) Sounds of the Circus Vol. 1 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.9
(ID: B0000TLA8W) Rowdy Ropes Jump Rope Activity Songs | CDs & Vinyl > Blues > Vocal Blues | Rating: 4.0
(ID: B000005IXL) Kronos Quartet: Sculthorpe, Sallinen, Glass, Nancarrow, Hendrix | CDs & Vinyl > Classical > Chamber Music | Rating: 4.8
(ID: B000000SJ1) Joseph Haydn: Symphonies No. 31 in D Major "Hornsignal" / No. 59 in A Major "Fire" / No. 73 in D Major "The Hunt" - Concentus Musicus Wien / Nikolaus Harnoncourt | CDs & Vinyl > Classical > Symphonies | Rating: 4.1
(ID: B00HP4WTVC) ICON Explicit Lyrics | CDs & Vinyl > Pop | Rating: 4.5
(ID: B00005RRME) Active Duty | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.1
(ID: B06WW3Q74M) Rather You Than Me Clean Version | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.7
(ID: B0000025YO) All Over The Place | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.6
(ID: B000000F48) Fiddle & Song | CDs & Vinyl > Country > Bluegrass | Rating: 5.0
(ID: B0747QHDJ8) Cosmic Sounds | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00006L3QO) Impasse | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B000VOSW46) SOUL KISS [LP VINYL] | CDs & Vinyl > Vinyl Store | Rating: 4.7
(ID: B00000478M) Returns to Berlin | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B0000025T5) Nine 1982 Original Broadway Cast | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.3
(ID: B00006YX6J) What My Heart Wants to Say | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B0002JP27U) City Nights: Live at the Jazz Standard | CDs & Vinyl > Jazz > Bebop | Rating: 5.0
(ID: B000000X9U) Blame It on My Youth | CDs & Vinyl > Jazz > Bebop | Rating: 4.2
(ID: B000063BW6) That Was Then, This Is Now | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B00000J27S) The Raindrops | CDs & Vinyl > Pop > Oldies | Rating: 4.4
(ID: B00008Z48O) Their Greatest Hits | CDs & Vinyl > Today's Deals in Music > R&B | Rating: 4.7
(ID: B001GNG3X8) Best of | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.8
(ID: B004FH4D5W) Christmas Offering Accompaniment/Performance Track | CDs & Vinyl > Christian & Gospel > Accompaniment | Rating: 4.8
(ID: B001AW0AZC) Sings Arias | CDs & Vinyl > Pop > Vocal Pop | Rating: 5.0
(ID: B00006876H) Boston Pops Adagios | CDs & Vinyl > Classical > Symphonies | Rating: 4.1
(ID: B077H8S2N8) 4eva Is A Mighty Long Time | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.9
(ID: B00347ZXNK) Slanted & Enchanted | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B0000695CQ) 1980'S RADIO HITS | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000001M0S) Chim Chim Cheree & Other Children's Choices | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.7
(ID: B001DUJILI) Crimes | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 5.0
(ID: B000EF5NB2) Theo & Skyscrapers | CDs & Vinyl > Pop > Dance Pop | Rating: 4.7
(ID: B00BUVBSLI) New Romantic Classical Piano and Violin Duets | CDs & Vinyl > CD Rarities | Rating: 4.7
(ID: B000002WCB) Nipper's Greatest Hits: The 60's, Vol. 2 | CDs & Vinyl > Country > Classic Country | Rating: 4.6
(ID: B000FPYNSU) Stream of Passion: Live in the Real World [DVD] | CDs & Vinyl > Rock > Progressive | Rating: 4.9
(ID: B0000507DU) レイジ・オブ・クリエイション | CDs & Vinyl > Rock > Power Pop | Rating: 4.5
(ID: B000CEV6V6) Boyd Rice Presents: The Very Best Of Little Fyodor's Greatest Hits! Explicit Lyrics | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 5.0
(ID: B00030607Y) Blues Jam In Chicago - Volume 1 | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B0170KG2GS) Echoes of the Dreamtime | CDs & Vinyl > Pop | Rating: 4.4
(ID: B000001EZ5) Very Best of Cozy Powell | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.1
(ID: B00U7XRJWW) Instant Gratification | CDs & Vinyl > Pop | Rating: 4.8
(ID: B07BF1Z36N) In The Comfort Of | CDs & Vinyl > Dance & Electronic | Rating: 4.7
(ID: B0009VND7C) Sister Hazel | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 4.5
(ID: B000OPPSXK) Krips conducts Mozart: The Great Symphonies 21-41 | CDs & Vinyl > Classical > Symphonies | Rating: 4.7
(ID: B000000J2H) 1928-29-Memphis Rounder-Victor Recordings in Chrol | CDs & Vinyl > Blues > Regional Blues | Rating: 4.5
(ID: B001CY1YR6) ARTHUR- THE ALBUM-MUSIC FROM THE MOTION PICTURE | CDs & Vinyl > Country > Cowboy | Rating: 4.4
(ID: B0030E5NKK) Midnight Souvenirs | CDs & Vinyl > Verve Music Group > Verve | Rating: 4.6
(ID: B00004SRJP) Let's Make Sure We Kiss Goodbye | CDs & Vinyl > Country > Bluegrass | Rating: 4.7
(ID: B000000OQK) That Total Age | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.7
(ID: B000I8OCJ4) Off My Rocker at the Art School Bop | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.5
(ID: B00PTLLLI0) Planets of Life or Death: Amiens '73 | CDs & Vinyl > AutoRip | Rating: 5.0
(ID: B001J863DA) Hordes Of Chaos | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.6
(ID: B00EME9BE6) Rimsky-Korsakoff / Fritz Reiner - Scheherazade - Lp Vinyl Record | CDs & Vinyl > Vinyl Store | Rating: 5.0
(ID: B000000OQW) Shooting Rubberbands At The Stars | CDs & Vinyl > Today's Deals in Music > Rock | Rating: 4.7
(ID: B000001195) London 1966-67 | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B002LVS4WM) Blue Record | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B00ED2OF5C) Leon Thomas Album | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.4
(ID: B00009P9Q4) Favorite Hymns from Wells Cathedral / Various | CDs & Vinyl > Classical > Sacred & Religious | Rating: 4.6
(ID: B00003OSUP) Bagatelles & Dances 2 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.3
(ID: B000025VEG) Along the Road to Bethlehem | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.2
(ID: B0054JFOB2) Your Weight on the Moon | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.7
(ID: B00NZ1EAK2) BBC Sessions | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.8
(ID: B000008ND7) Gotta Get to Know Me | CDs & Vinyl > R&B > Soul | Rating: 3.9
(ID: B006FJXR8C) Drifting & Dreaming | CDs & Vinyl > Pop > Easy Listening | Rating: 4.2
(ID: B00LZJNNS6) Do You Love Me | CDs & Vinyl > Jazz | Rating: 4.4
(ID: B000063JUG) Time Travelling Blues//Frequencies from Planet 10 | CDs & Vinyl > Imports > Rock | Rating: 4.4
(ID: B000SNUNM4) Singularity | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.4
(ID: B07SNNNXK5) First Taste | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B0000067L7) James Brown's Original Funky Divas | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.5
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0170KG2GS
|
Echoes of the Dreamtime
| 5
|
AHBBWWZ2CUPCKCRHT5XRG5ZLX6TQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Millie Marotta's Secrets of the Sea: A Coloring Book Adventure (A Millie Marotta Adult Coloring Book) | Books > Arts & Photography > Graphic Design | Rating: 5.0
- Summer Bridge Activities 4th to 5th Grade Workbook, Math, Reading Comprehension, Writing, Science, Social Studies, Fitness Summer Learning Activities, 5th Grade Workbooks All Subjects With Flash Cards | Books > Children's Books > Growing Up & Facts of Life | Rating: 5.0
- Cat Tarot: 78 Cards & Guidebook (-) | Books > Religion & Spirituality > New Age & Spirituality | Rating: 5.0
- Fairy Miracles - Hardcover 2018 | Unknown | Rating: 5.0
- The Complete Poetry | Books > Literature & Fiction > Poetry | Rating: 5.0
- Nightfall Coloring Book: Originally Published in Sweden as "Skymningstimman" | Books > Arts & Photography > Graphic Design | Rating: 5.0
- Fairies Grayscale Coloring Book | Books > Arts & Photography > History & Criticism | Rating: 5.0
- Creative Haven Futuristic Worlds Coloring Book (Creative Haven Coloring Books) | Books > Children's Books > Activities, Crafts & Games | Rating: 5.0
- Pete the Cat's Super Cool Reading Collection: 5 I Can Read Favorites! (My First I Can Read) | Books > Children's Books > Literature & Fiction | Rating: 5.0
- Pete the Cat: Scuba-Cat (My First I Can Read) | Books > Children's Books > Literature & Fiction | Rating: 5.0
### User's music History:
- Fm - Greatest Hits | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 5.0
- Nothing Has Changed | CDs & Vinyl > Pop | Rating: 5.0
- The Best of The Laurie Berkner Band | CDs & Vinyl > Children's Music > Educational | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B015BV7GAY) Max Morath: Complete Ragtime Works for Piano | CDs & Vinyl > Jazz > Traditional Jazz & Ragtime | Rating: 5.0
(ID: B00008RH0I) Mike Oldfield - The Art in Heaven Concert (Live in Berlin) | CDs & Vinyl > Rock > Progressive | Rating: 3.8
(ID: B000050I3L) Ken Burns JAZZ Collection: Count Basie | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.6
(ID: B00000E5U8) Anthem | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00004TM1M) Painter's Spring | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.8
(ID: B06XFPSBSM) Marvin Gaye - Collected | CDs & Vinyl > Vinyl Store | Rating: 4.8
(ID: B000002JV7) From Where | CDs & Vinyl > R&B > Soul | Rating: 4.4
(ID: B083JW26HF) Dance, Dance, Dance | CDs & Vinyl > Pop > Easy Listening | Rating: 4.7
(ID: B000001US9) Snakes Alive | CDs & Vinyl > Blues > Electric Blues | Rating: 5.0
(ID: B000FAPGRM) Wedding Essentials | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B000002LT6) World Falling Down | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.7
(ID: B0000088KZ) Tokyo Tapes | CDs & Vinyl > Rock > Progressive | Rating: 4.5
(ID: B00004R986) Shape Fitness Music: Cardio 3 | CDs & Vinyl > Dance & Electronic > Disco | Rating: 3.8
(ID: B004ELAFA6) Southern Not Stupid | CDs & Vinyl > Pop | Rating: 4.8
(ID: B0000064PI) Mucho Pucho | CDs & Vinyl > Jazz > Latin Jazz | Rating: 3.0
(ID: B0002ZDVIQ) Gold Medal DVD Audio | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.5
(ID: B000EPFD12) Stone's Throw | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.5
(ID: B0034IUM0I) Elgar: Cello Concerto / Dvorak: Silent Woods | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B00004YKQ5) Utopia: Redux '92: Live In Japan [DVD] | CDs & Vinyl > Rock > Progressive | Rating: 4.9
(ID: B000091GVP) Various Artists - Revamp (CD) | CDs & Vinyl > Rock > Progressive | Rating: 4.9
(ID: B0007IO6SW) Miss Randy Crawford / Raw Silk | CDs & Vinyl > R&B > Quiet Storm | Rating: 4.9
(ID: B01MRXCSM5) Further | CDs & Vinyl > Pop > Dance Pop | Rating: 4.7
(ID: B000001J7A) You Had to Be There | CDs & Vinyl > Comedy & Spoken Word > Comedic Music | Rating: 4.9
(ID: B00006IZAD) Charlotte Diamond's World | CDs & Vinyl > Children's Music > Educational | Rating: 4.6
(ID: B002ERCIGQ) Paganini: 24 Caprices, Op.1 | CDs & Vinyl > Classical > Chamber Music | Rating: 4.3
(ID: B0000023U0) South Texas Swing | CDs & Vinyl > Country > Classic Country | Rating: 4.8
(ID: B008WALWFW) For the People | CDs & Vinyl > Jazz | Rating: 4.3
(ID: B000CA6JQ2) Turn Your Radio on! | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
(ID: B0000258FG) Very Best of | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.7
(ID: B00SVYNUBS) Sonic Soul Surfer | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B00007EEFF) Sing It! Say It! Stamp It! Sway It!, Vol. 3 | CDs & Vinyl > Children's Music | Rating: 4.0
(ID: B000FTALJQ) This Could Be Heaven | CDs & Vinyl > Pop | Rating: 5.0
(ID: B00004OCE8) Farther Along | CDs & Vinyl > Rock > Country Rock | Rating: 4.4
(ID: B0001K2KAC) Porgy & Bess | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.5
(ID: B01GQZ7TWO) Emerson, Lake & Palmer | CDs & Vinyl > Rock | Rating: 4.6
(ID: B000001UFV) Introducing Flat Duo Jets | CDs & Vinyl > Rock > Roots Rock | Rating: 4.6
(ID: B007PP16EC) A Pocket Full Of Purpose | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.6
(ID: B000FZET5C) The Definitive Collection | CDs & Vinyl > Country > Americana | Rating: 4.6
(ID: B014RDSVU6) Steve Martin and the Steep Canyon Rangers Featuring Edie Brickell LIVE | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B000EWBMXI) Return to the Dark Side of the Moon-Tribute to Pin | CDs & Vinyl > Pop > Tributes | Rating: 4.1
(ID: B00C9PQ7EW) One True Vine | CDs & Vinyl > R&B > Soul | Rating: 4.5
(ID: B000LZML56) Happily Ever After | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 3.9
(ID: B00000IZ2B) One Heart, One Mind | CDs & Vinyl > Folk | Rating: 4.3
(ID: B00CBIEBMM) The Guitar Album | CDs & Vinyl > Children's Music | Rating: 4.3
(ID: B00009PJTO) Blue Muse | CDs & Vinyl > Jazz > Bebop | Rating: 4.2
(ID: B000063WUU) Through The Years | CDs & Vinyl > New Age > Meditation | Rating: 4.9
(ID: B00009UW1Y) Da Headbussaz: Dat's How It Happen to M | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.7
(ID: B000003OQV) Rough & Ready - Boogie Woogie Piano for Four Hands | CDs & Vinyl > Jazz > Traditional Jazz & Ragtime | Rating: 4.2
(ID: B00473WNME) Boys Night Out bonus Tracks Edition | CDs & Vinyl > R&B > Soul | Rating: 4.3
(ID: B07XW8DFXG) Courage | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.7
(ID: B000007071) In Concert / Scottish Love Songs | CDs & Vinyl > International Music > Europe | Rating: 4.3
(ID: B000008GJN) Hey Man | CDs & Vinyl > Pop > Adult Alternative | Rating: 5.0
(ID: B00METAXCU) Singer of Your Song | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0001Z53A6) Motivando A La Yal | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.6
(ID: B0000589BL) Transit | CDs & Vinyl > Dance & Electronic > House | Rating: 4.3
(ID: B01MTIF58B) Live at the BBC: Sight & Sound | CDs & Vinyl > Pop | Rating: 4.6
(ID: B01LYN9QMW) George Frederic Handel: Messiah | CDs & Vinyl > Classical > Chamber Music | Rating: 3.9
(ID: B003GE69LQ) You Baby - Words & Music By P.F. Sloan & Steve Barri | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00003GOHN) Good Old USA Carousel Music Vol. 1 | CDs & Vinyl > AutoRip | Rating: 4.1
(ID: B0009UC7VQ) River Sessions | CDs & Vinyl > Metal | Rating: 4.4
(ID: B004MBP7CY) Cantina Paradise | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B07Z318B71) Live At The Ryman Pack of 1 | CDs & Vinyl > Country | Rating: 4.8
(ID: B0013RDZWY) Jazz Picture At An Exhibition Of Himalayan Art | CDs & Vinyl > Jazz | Rating: 5.0
(ID: B000009QL0) Lolita | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.6
(ID: B077GDBZZ7) Rio Grande Mud Brown | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0012GMUHM) Highwayman | CDs & Vinyl > Country > Classic Country | Rating: 4.6
(ID: B00005MHMW) La Mer | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B000002933) Ungod | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.6
(ID: B00000JADY) Three Sides Live (Limited Edition) | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B0096F03MU) Marked For Death | CDs & Vinyl > Soundtracks | Rating: 4.2
(ID: B0000DG00B) The Allman Brothers Band Live at the Atlanta International Pop Festival, July 3 & 5 1970 | CDs & Vinyl > Blues > Slide Guitar | Rating: 4.8
(ID: B00004WFVI) Stormseeker-The Best of Billy McLaughlin | CDs & Vinyl > Jazz > Traditional Jazz & Ragtime | Rating: 5.0
(ID: B00000JFFU) The Best of Rene & Akemi Paulo | CDs & Vinyl > International Music | Rating: 5.0
(ID: B006M0N1VM) Una Noche En El Teatro | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.6
(ID: B000GALBPM) Highway Companion | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.8
(ID: B0072X2NJ4) Mychildren Mybride | CDs & Vinyl > Pop | Rating: 4.5
(ID: B00G3DDBWM) I Want You To Be My Baby ORIGINAL RECORDINGS REMASTERED | CDs & Vinyl > Pop > Soft Rock | Rating: 4.3
(ID: B07BF681KG) British Blues Explosion Live | CDs & Vinyl > Blues | Rating: 4.6
(ID: B009DQQDEO) Allelujah! Don't Bend! Ascend! | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B00029J1Y0) A Slipping Down Life | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.7
(ID: B003VKW16W) Rossini: Overtures Sony Classical Originals | CDs & Vinyl > Classical > Chamber Music | Rating: 4.4
(ID: B00MBIEJXS) Memoirs of a Madman | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B00AX5HGL8) Elite | CDs & Vinyl > Metal > Pop Metal | Rating: 4.6
(ID: B001CVCBD0) High Places | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B0000014JY) Prayer Before Dawn | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.3
(ID: B0000CG8BQ) Bravo Domingo: Best of | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.6
(ID: B01HONPWCQ) Harmonious Blacksmith | CDs & Vinyl > Classical > Chamber Music | Rating: 5.0
(ID: B0001GMT20) Reality Substrate: The Psychedelic Jew's Harp | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 5.0
(ID: B00EZP9S6S) Going Mobile | CDs & Vinyl > Pop | Rating: 4.0
(ID: B002CAOE2G) Katt Box | CDs & Vinyl > Comedy & Spoken Word > Stand-Up Comedy | Rating: 3.6
(ID: B0002TQZSU) De-Programming Sequence | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 5.0
(ID: B00008DHT6) The Parting Glass | CDs & Vinyl > Folk | Rating: 5.0
(ID: B00GC2KIVG) Playlist: The Very Best of Big Star | CDs & Vinyl > Pop | Rating: 1.2
(ID: B000Q677EA) The Essential Paul Simon | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.8
(ID: B003CNNLLW) River of Dreams: Special NZ Edition | CDs & Vinyl > Classical | Rating: 4.7
(ID: B00WE2SMO8) The Original High Explicit Lyrics | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B008GZ1AFA) The Student Prince | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.4
(ID: B0002QHH3U) Number One | CDs & Vinyl > Imports > Rock | Rating: 3.7
(ID: B0012HFV2W) Second To The Last Frontier | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 5.0
(ID: B0013N1UYI) The Tall Men | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B06XFPSBSM
|
Marvin Gaye - Collected
| 5
|
AELYTFXY5M2OD2CN6Y4YVN7RRGDA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Into the Raging Sea: Thirty-Three Mariners, One Megastorm, and the Sinking of El Faro | Books > Business & Money > Economics | Rating: 4.0
- Caribbean Rim (A Doc Ford Novel) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Gods of Guilt (A Lincoln Lawyer Novel, 5) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Whiskey Sour (Jack Daniels Mysteries) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 5.0
- Going Dark: A Thorn Novel (Thorn Mysteries) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Hit Lit: Cracking the Code of the Twentieth Century's Biggest Bestsellers | Books > Literature & Fiction > History & Criticism | Rating: 5.0
- $200 and a Cadillac | Books > Literature & Fiction > Action & Adventure | Rating: 4.0
### User's music History:
- The Very Best of Chris Botti | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 5.0
- Wild Heart | CDs & Vinyl > Jazz | Rating: 5.0
- Bloom | CDs & Vinyl > Jazz | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00DG9PR3M) Trials & Tribulations Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.4
(ID: B000FTK7X6) That's How Strong My Love Is | CDs & Vinyl > Blues | Rating: 4.5
(ID: B0007VZ980) Torche | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B000002L0L) Last Concert Tour | CDs & Vinyl > R&B > Classic R&B | Rating: 4.3
(ID: B000XJ5TNG) Purcell: Dido & Aeneas | CDs & Vinyl > Imports > Classical | Rating: 4.0
(ID: B00000DP03) Flick of The Switch | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.8
(ID: B000004CYT) Beethoven: The Symphonies | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.6
(ID: B0006FGX50) Grooves: 12 Inches of 80's | CDs & Vinyl > Pop > Dance Pop | Rating: 4.5
(ID: B01CJXTCRW) Pierced Arrow | CDs & Vinyl > Blues | Rating: 4.6
(ID: B000002LF9) Land of Dreams | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.6
(ID: B071HR95GD) Ritual | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B002FWYLGA) Totally Essential Bluegrass / Various | CDs & Vinyl > Country > Bluegrass | Rating: 4.6
(ID: B00062FLJM) Haydn: The Masterworks | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B001BS4R9U) Bobby Charles | CDs & Vinyl > Rock > Blues Rock | Rating: 4.6
(ID: B00000I8ZP) 500 Miles High | CDs & Vinyl > International Music > South & Central America | Rating: 4.6
(ID: B002WXAHN8) Europe 2009 | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00242W118) Tuareg Southern Sahara / Various | CDs & Vinyl > International Music | Rating: 4.7
(ID: B000005P33) New Land | CDs & Vinyl > New Age > Meditation | Rating: 4.8
(ID: B01N4B0CAS) Big Deal | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.5
(ID: B0035KGDOO) Birthday | CDs & Vinyl > Pop | Rating: 4.6
(ID: B009PLKPMS) Memory Lane The Best of McFly | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000VKL0N0) Very Very Happy | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.4
(ID: B00XZZLSA8) Summertime '06 Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.6
(ID: B00656UOCW) Gypsy Lullaby | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 5.0
(ID: B0000072TF) Passport, Looking Thru | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.6
(ID: B00JMBQGRE) Imaginary Pictures | CDs & Vinyl > Classical | Rating: 4.7
(ID: B008D42J7C) Mondo Sex Head Explicit Lyrics | CDs & Vinyl > Metal > Pop Metal | Rating: 4.4
(ID: B00005Q66L) Something Cool | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B00006ANZV) Boyce: Overtures / Concerti Grossi | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B000WZACY2) Touch | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.5
(ID: B01MUA2TQR) Trophy | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B00OHLR7YK) Motion Clean Version | CDs & Vinyl > Pop > Dance Pop | Rating: 4.6
(ID: B08WP99LS9) Start Walkin' 1965-1976 | CDs & Vinyl > Folk | Rating: 4.8
(ID: B0000041UH) Mathis Der Maler / Symphonic Metamorphosis | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B082PPKDJ6) Sorry You Couldn't Make It | CDs & Vinyl > R&B | Rating: 4.6
(ID: B0000009A6) Ain't Had Enough Fun | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.3
(ID: B000000OT7) Second Coming | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 4.6
(ID: B001BRZ5MY) The Tarantino Experience: The Ultimate Tribute To Quentin Tarantino | CDs & Vinyl > Pop > Oldies | Rating: 4.4
(ID: B01LXHWVS8) Operation: Doomsday | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.8
(ID: B07QYQ51CZ) Tuscaloosa | CDs & Vinyl > Classic Rock | Rating: 4.6
(ID: B0012GMY5U) Greatest Hits | CDs & Vinyl > Today's Deals in Music > Folk | Rating: 4.6
(ID: B0000AMJ72) Symphony No. 1 Fields of Crimson | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B00004YKQ7) Louis Jordan & The Tympany Five | CDs & Vinyl > Blues > Regional Blues | Rating: 4.8
(ID: B00KGI342C) Graz 1975 | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00IAHQTAK) Laminar Flow | CDs & Vinyl > Pop | Rating: 4.4
(ID: B00000DF4W) I Finally Found Someone / Evergreen | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.8
(ID: B001QBXGL2) Mozart: Toy Symphony; Musical Sleighride; Symphony in D; Dinfonia da caccia in G | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B000JPZERK) George Beverly Shea: If That Isn't Love: A New Recording of Billy Graham's "Hour of Decision" Favorites | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B00ND0DDYE) Fightin Words | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.3
(ID: B00004ZE51) Never Loved Elvis | CDs & Vinyl > Imports > Rock | Rating: 4.4
(ID: B000025UNN) Tap Dance Kid / O.B.C. | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.7
(ID: B00XDA504K) The Osmonds 45 RPM He Ain't Heavy...He's My Brother / One Bad Apple | CDs & Vinyl > Vinyl Store | Rating: 4.6
(ID: B0000025FR) Restless Nights | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.7
(ID: B00000JWDJ) End of Millennium | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B0133LXGNK) Clarity | CDs & Vinyl > Pop | Rating: 4.8
(ID: B01FZ8E2K0) Mis Americas | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.6
(ID: B003JSU5Q4) Milkman | CDs & Vinyl > Folk | Rating: 5.0
(ID: B09N7WKLLZ) Moonflowe Lane + 1 | CDs & Vinyl > Rock | Rating: 4.5
(ID: B006T8R9HY) 100% Ver | CDs & Vinyl > Pop > Korean Pop | Rating: 4.6
(ID: B001441W9O) Projekt 2008 Sampler | CDs & Vinyl > International Music > Europe | Rating: 4.3
(ID: B0000516YU) Gettin' Evil | CDs & Vinyl > Rock > Blues Rock | Rating: 5.0
(ID: B01HNFW00W) Favor Of God | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B00000JHCE) Summer Of Sam: Original Soundtrack | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.5
(ID: B00003A9MG) The Sopranos: Music From the HBO Original Series | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.4
(ID: B0000541RU) Physiological Quieting | CDs & Vinyl > New Age | Rating: 4.1
(ID: B0001GOHI4) Desert Roses 3 | CDs & Vinyl > International Music > Africa | Rating: 4.6
(ID: B001EN41ZW) Backyard Tent Set | CDs & Vinyl > Rock > Folk Rock | Rating: 4.8
(ID: B07CF6X8QQ) Collagically Speaking | CDs & Vinyl > Blue Note Records | Rating: 4.6
(ID: B003EPPEPY) Double Portrait | CDs & Vinyl > Blue Note Records | Rating: 4.6
(ID: B003V6L94Q) You Get What You Give | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B000MGB3DK) Brahms: Piano Quintet in F Min / Complete String Quartets 1, 2, 3 | CDs & Vinyl > Classical > Chamber Music | Rating: 4.5
(ID: B009RXW5JA) The Divide feat. E.T, Anna He, Kafkaz Soundtrack | CDs & Vinyl > Soundtracks | Rating: 5.0
(ID: B000006KWM) Live In Montreux 1976-1994 | CDs & Vinyl > Blues > Regional Blues | Rating: 4.7
(ID: 6303075142) The Copulation Complilation | CDs & Vinyl > Comedy & Spoken Word > Comedic Music | Rating: 4.4
(ID: B00000236B) Box Set | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.0
(ID: B0071BXZGM) Strange Clouds | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.5
(ID: B01M1CWWEV) The Storm Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.7
(ID: B00E3ISI86) Corigliano: Conjurer / Vocalise | CDs & Vinyl > Classical > Chamber Music | Rating: 4.0
(ID: B000059L9P) The Vastness of Space | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 3.8
(ID: B00EQ25DMI) Ring Ring | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000006ZBG) Pump It | CDs & Vinyl > Jazz > Swing Jazz | Rating: 5.0
(ID: B000005MQU) Lord Of The Dance & Riverdance Other Famous Irish Music & Dances | CDs & Vinyl > International Music > Europe | Rating: 3.5
(ID: B0000026QB) We Meet Again | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.7
(ID: B00004TFPK) Late Night Live | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.7
(ID: B00I8ACRPK) Light | CDs & Vinyl > Rock > Hard Rock | Rating: 4.6
(ID: B000006CNP) Unknown | | Rating: 0.0
(ID: B00004UFNU) Ultimate Collection | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B0007OY474) Motown Classics Gold | CDs & Vinyl > R&B > Motown | Rating: 4.7
(ID: B000000HFB) Running | CDs & Vinyl > Pop > Dance Pop | Rating: 3.8
(ID: B0018BDAIE) Sink Or Swim | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B006XFZYSE) Angel Reiki | CDs & Vinyl > New Age > Meditation | Rating: 4.6
(ID: B005LOIBRY) Good Woman | CDs & Vinyl > R&B > Soul | Rating: 4.8
(ID: B000001ZCZ) Honor Among Thieves | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.5
(ID: B086DCT56Y) I Trust (True Version) (incl. 100pg Booklet, Brochure, Mini Poster,Photocard + Translucent Photocard) | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.7
(ID: B00005K8B1) Mike Francis-Classics | CDs & Vinyl > International Music > Europe | Rating: 5.0
(ID: B00005M989) Very Best Of Prince, The | CDs & Vinyl > Pop > Dance Pop | Rating: 4.7
(ID: B00009WVRP) La Onda Va Bien | CDs & Vinyl > Jazz > Bebop | Rating: 4.4
(ID: B0057VDCIO) Outlawed Explicit Lyrics | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0000073YB) Non-stop Erotic Cabaret Tracks ger | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.7
(ID: B004PR74NA) Promise | CDs & Vinyl > Pop | Rating: 4.5
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00005M989
|
Very Best Of Prince, The
| 5
|
AEKLGU4MVNFYXYQUWNBUCCBCSGWA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Antkind: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Murder on the Quai (An Aimée Leduc Investigation) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 3.0
- French–English Bilingual Visual Dictionary (DK Bilingual Visual Dictionaries) | Books > Reference > Dictionaries & Thesauruses | Rating: 4.0
- Parallel Worlds: A Journey Through Creation, Higher Dimensions, and the Future of the Cosmos | Books > Science & Math > Astronomy & Space Science | Rating: 5.0
- The Future of the Mind: The Scientific Quest to Understand, Enhance, and Empower the Mind | Books > Health, Fitness & Dieting > Mental Health | Rating: 3.0
- The Crossing (A Harry Bosch Novel, 18) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
### User's music History:
- Basie & Beyond | CDs & Vinyl > Jazz > Swing Jazz | Rating: 5.0
- Tempest | CDs & Vinyl > Rock > Folk Rock | Rating: 5.0
- And Winter Came... | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00003ZA6F) Symphony #7 | CDs & Vinyl > Classical > Symphonies | Rating: 4.1
(ID: B00J9SEWZ8) Organ Music | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B00PWUGKNE) Big Lizard In My Backyard - Black Friday RSD - 2014 | CDs & Vinyl > Vinyl Store | Rating: 4.8
(ID: B000026XS2) Dylans | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B0042DN4RC) Under An Open Heaven, Vol. 1 | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B000065L64) Jim Croce The 50th Anniversary Collection | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.7
(ID: B000CCW2PC) Two Doors | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.4
(ID: B0000007TB) Empetus | CDs & Vinyl > International Music > Europe | Rating: 4.4
(ID: B000VC0FD4) Yoshitoshi Montreal | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.5
(ID: B01I2II08U) I Think I Got This Covered | CDs & Vinyl > Pop | Rating: 4.1
(ID: B08JF5MBQT) Eric Clapton's Crossroads Guitar Festival 2019 | CDs & Vinyl > Blues | Rating: 4.7
(ID: B0039TD78Q) Celia & Johnny | CDs & Vinyl > Latin Music > Salsa | Rating: 4.7
(ID: B00ODFCIXA) Soy | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.4
(ID: B0000UX4YO) Make Yourself at Home | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 3.9
(ID: B00409HC0S) Ms Vocalist | CDs & Vinyl > Pop | Rating: 4.6
(ID: B005VR9328) Undun Explicit Lyrics | CDs & Vinyl > Universal Music Group | Rating: 4.7
(ID: B00000J77D) Nemesis Online | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.7
(ID: B0000942MP) Ice Queen | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B00004SZE5) Midnight Creeper | CDs & Vinyl > Jazz > Soul-Jazz & Boogaloo | Rating: 4.7
(ID: B08DSVHPZM) The Raging Wrath Of The Easter Bunny Demo Explicit Lyrics | CDs & Vinyl > Holiday & Wedding > Easter | Rating: 4.8
(ID: B005N6W38I) Closed for the Holidays | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 5.0
(ID: B00005QW06) JUST ADD WATER | CDs & Vinyl > Jazz | Rating: 5.0
(ID: B00001R3MJ) Solstice | CDs & Vinyl > New Age > Meditation | Rating: 4.5
(ID: B0012OSGF4) Roswell Incident | CDs & Vinyl > New Age > Meditation | Rating: 5.0
(ID: B0000DZ3CN) Gypsy 1962 Film Soundtrack | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.7
(ID: B000006JM0) Feel the Real Bass | CDs & Vinyl > R&B > Soul | Rating: 4.8
(ID: B003LDEX56) Glee: The Music, Journey To Regionals | CDs & Vinyl > Pop | Rating: 4.7
(ID: B08GLKD8C5) Magic Trumpet best Of | CDs & Vinyl > Classical | Rating: 4.8
(ID: B00005NKJG) Perform 01 | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 2.9
(ID: B00004SSGU) Distant | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.5
(ID: B000P4YOQ2) Maria Jose | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 4.3
(ID: B001NJRZWI) Ameri-Sing JOURNEY ANTHOLOGY Karaoke CDG AMS-4005 18 Huge Hits | CDs & Vinyl > Karaoke | Rating: 4.4
(ID: B00000ILUO) Big League Records Greatist Hits Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 5.0
(ID: B000A2GS2W) The Complete Animals | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B00HKIARDK) Live at the Carousel Ballroom San Francisco April | CDs & Vinyl > Pop | Rating: 3.5
(ID: B00F3OLUJI) Christmas Songs | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.8
(ID: B00000HXFB) Renaissance | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 3.6
(ID: B0016RTUHK) Knights of Space | CDs & Vinyl > International Music > Europe | Rating: 3.3
(ID: B071XVD6TQ) Trane: The Atlantic Collection Remastered Version | CDs & Vinyl > Jazz | Rating: 4.3
(ID: B00009QGDQ) Footprints In The Sand | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B07QC8DYSV) Big Music | CDs & Vinyl > Rock | Rating: 4.7
(ID: B0012GMURC) Half Nelson | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B00000D9VZ) Footloose 15th Anniversary Collectors' Edition | CDs & Vinyl > Today's Deals in Music > Soundtracks | Rating: 4.8
(ID: B0000DJWVX) Missy Higgins | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.8
(ID: B00004TIO8) Bourgeois Blues | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B0009W5JVE) Sleepwalker | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.0
(ID: B000BH2WFI) 70's Rare Comedy: Hollyweird Squares & The Comedy Album | CDs & Vinyl > Comedy & Spoken Word | Rating: 4.2
(ID: B00005RHSF) Masters in This Hall: The New Age of Christmas | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 5.0
(ID: B00008T7JN) Montana: Life Under the Big Sky | CDs & Vinyl > Pop > Easy Listening | Rating: 5.0
(ID: B00000060B) A Walk in the Forest - Classical Guitar with Nature Sounds | CDs & Vinyl > Classical > Forms & Genres | Rating: 3.7
(ID: B000002AJ9) Personal Christmas Collection | CDs & Vinyl > Today's Deals in Music > Broadway & Vocalists | Rating: 4.9
(ID: B00000HXMJ) God Bless the USA | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B07CXYMXVZ) Light of Mine | CDs & Vinyl > Rap & Hip-Hop > Experimental Rap | Rating: 4.7
(ID: B000008AJQ) The Digital Page Page Two | CDs & Vinyl > Pop > Oldies | Rating: 5.0
(ID: B000002R3O) Bangor Flying Circus | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.1
(ID: B001LXSQBK) Official Disney WDW CD 'Four Parks - One World' | CDs & Vinyl > Children's Music > Disney | Rating: 4.7
(ID: B011Q9HGFA) Ricki & The Flash | CDs & Vinyl > Pop | Rating: 4.5
(ID: B00006GEKH) Sacred Songs | CDs & Vinyl > Classical > Sacred & Religious | Rating: 4.8
(ID: B01N10BKUF) Tango In The Night | CDs & Vinyl > Latin Music > Tango | Rating: 4.6
(ID: B014FLY6ZY) Heart & Soul | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000KLO85C) The First Time: From Studio B | CDs & Vinyl > Country > Today's Country | Rating: 4.4
(ID: B00A5EP9WA) 50 Years | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B00005CBU7) First Cut 3 Bonus Tracks | CDs & Vinyl > R&B > Soul | Rating: 4.6
(ID: B01A22VD1U) Stories for Monday Explicit Lyrics | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000IYV0IO) Dungeon Master of Ceremonies | CDs & Vinyl > Rap & Hip-Hop | Rating: 4.2
(ID: B000063JU7) Emergency Ward / It Is Finished / Black Gold | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.7
(ID: B0000C7PSI) Singles 93-03 | CDs & Vinyl > Dance & Electronic > Big Beat | Rating: 4.5
(ID: B00000ICNX) Family Values Tour '98 Explicit Lyrics | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 4.7
(ID: B00000IJEZ) September Psalm | CDs & Vinyl > New Age | Rating: 4.4
(ID: B0032XNVZS) This Is War | CDs & Vinyl > Pop | Rating: 4.8
(ID: B005CAAUY4) Get Ready | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B000H7J9VM) Here's Dorothy Shay | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B001CISIIK) Feel So Good | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.6
(ID: B000084TT0) Confessions of a Dangerous Mind | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.7
(ID: B00O15DZMK) Hog Heaven | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B001QBXGL2) Mozart: Toy Symphony; Musical Sleighride; Symphony in D; Dinfonia da caccia in G | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B01E9N5ZRQ) Brutally Honest - Live From Holland | CDs & Vinyl > Rock | Rating: 4.8
(ID: B07T5R66BG) Oasis | CDs & Vinyl > International Music > South & Central America | Rating: 4.7
(ID: B00A18KCSQ) Holy Fire | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000001FJ0) Aint Nuthin But A She Thing | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.3
(ID: B008B08MJM) Country & Western | CDs & Vinyl > Jazz > Traditional Jazz & Ragtime | Rating: 2.8
(ID: B000ERU7WK) Mental Torments + 1 Bonus Track | CDs & Vinyl > Pop | Rating: 4.2
(ID: B012B84R4S) Madrugada | CDs & Vinyl > Rock > Folk Rock | Rating: 4.7
(ID: B0034BRSXE) Another Way to Live | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B00004WF2Q) Essential Mix | CDs & Vinyl > Dance & Electronic > Techno | Rating: 4.6
(ID: B00004TLQP) Complete Sunset and New Jazz Masters | CDs & Vinyl > Jazz > Bebop | Rating: 4.0
(ID: B0006FO86G) Cruise Control Mixtape 1 explicit_lyrics | CDs & Vinyl > Rap & Hip-Hop > Experimental Rap | Rating: 4.4
(ID: B00MNCVT12) Opera - The Ultimate Collection | CDs & Vinyl > Classical | Rating: 4.7
(ID: B00BRGL4OM) Mahler: Symphony No. 5 | CDs & Vinyl > Classical > Symphonies | Rating: 4.3
(ID: B00LXLQNP6) Adore | CDs & Vinyl > Pop | Rating: 4.8
(ID: B005WU3898) The Medium Is The Massage | CDs & Vinyl > Comedy & Spoken Word > Spoken Word | Rating: 4.9
(ID: B0002ZDWIU) Uma Batida Diferente | CDs & Vinyl > International Music > South & Central America | Rating: 4.7
(ID: B0000002T9) Nobody Knows the Trouble I've Seen: The Library of Congress Recordings, Vol. 5 | CDs & Vinyl > Blues > Traditional Blues | Rating: 3.5
(ID: B000VS6QU4) Busy Signals | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 5.0
(ID: B0009JK156) Boot Em Up | CDs & Vinyl > Pop > Oldies | Rating: 4.4
(ID: B0000027G6) Dances With Wolves Soundtrack | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.8
(ID: B00005UOXL) Billy Idol | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.6
(ID: B01AIXG7BE) Many Faces Of David Bowie / Various | CDs & Vinyl > Pop | Rating: 4.2
(ID: B0002UJN6K) Burned Mind | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.4
(ID: B000062R7O) Smooth Jazz Awards Collection, Vol. 2 | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.1
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00MNCVT12
|
Opera - The Ultimate Collection
| 2
|
AFCTV5IYDMOZ6RKBOTZ36DSCHCKA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Riding the Bullet | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Revival: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Crossroads (The Crossroads Series Book 1) | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- DBT® Skills Training Handouts and Worksheets, Second Edition | Books > New, Used & Rental Textbooks > Medicine & Health Sciences | Rating: 5.0
- If I Stay | Books > Teen & Young Adult > Literature & Fiction | Rating: 4.0
- Oh Say Can You Say Di-no-saur?: All About Dinosaurs (Cat in the Hat's Learning Library) | Books > Children's Books > Literature & Fiction | Rating: 5.0
- Joyland (Hard Case Crime) | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- I'm a T. Rex! (Little Golden Book) | Books > Children's Books > Animals | Rating: 5.0
- The Long Walk | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Under the Dome: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
### User's music History:
- The Story | CDs & Vinyl > Pop > Adult Alternative | Rating: 5.0
- How To Save A Life | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.0
- Lennon Legend: The Very Best of John Lennon | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00AIZ2LLS) Festivale | CDs & Vinyl > International Music | Rating: 4.6
(ID: B00001ZTJF) Listen Up | CDs & Vinyl > Dance & Electronic > Techno | Rating: 4.3
(ID: B000008EBI) Hands of Faith | CDs & Vinyl > Pop | Rating: 4.9
(ID: B001B07KQA) Happy Trails | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.6
(ID: B00005RDCF) March / Free-For-All | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.5
(ID: B012UNH24Q) The Essential Van Morrison | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00IA1VM2Q) On The Second Occasion | CDs & Vinyl > Jazz | Rating: 4.4
(ID: B00KVKULVM) Hard Road: The Mark 1 Studio Recordings '1968-69' | CDs & Vinyl > Rhino Records | Rating: 4.7
(ID: B000008AV9) Montreux II | CDs & Vinyl > Jazz > Bebop | Rating: 4.8
(ID: B0013KCCOI) Never Let Her Go | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.8
(ID: B00004T09N) Legends Of Falsetto | CDs & Vinyl > International Music > Pacific Islands | Rating: 5.0
(ID: B00008MJ8J) East West Blast Test | CDs & Vinyl > Rock > Progressive | Rating: 4.5
(ID: B0741HHTJD) Stranger In The Alps | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00004TDY8) Battle Champions | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.9
(ID: B000002AGT) In The Beginning | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.3
(ID: B0000668N9) Live In New York | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B000001BAA) Poet Game | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B00AHN0FDW) Concert In Athens | CDs & Vinyl > Jazz > Orchestral Jazz | Rating: 4.7
(ID: B000002NGP) Best Of George Benson: The Instrumentals | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.4
(ID: B00ZB8WHMK) Live in London - 35th Anniversary Show | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B00BZUTACS) Grandine il Vento | CDs & Vinyl > Rock > Progressive | Rating: 4.1
(ID: B000VFGQ0M) All Time Greatest Bits | CDs & Vinyl > Comedy & Spoken Word > Shock Comedy | Rating: 4.2
(ID: B00S2T3WOW) Rebel Heart Explicit Lyrics | CDs & Vinyl > Pop > Dance Pop | Rating: 4.7
(ID: B00006IRLP) Intergalactic Touring Band | CDs & Vinyl > Imports > Rock | Rating: 4.6
(ID: B00000DC0R) Sings Songs of Gershwin / Tropical Love Songs | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B0000042IS) Love Makes No Sense | CDs & Vinyl > R&B > Soul | Rating: 4.6
(ID: B001LF34VU) Living Meditation Vol. II - Guided Meditations With David Harshada Wagner | CDs & Vinyl > New Age > Meditation | Rating: 4.7
(ID: B06X9Y4Y27) Selfocracy | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00LPGIJRY) Kashi: Songs from the India Within | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.3
(ID: B00354NAUU) The Exxecution Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.1
(ID: B000PC6XZE) Take My Tip: 25 British Mod Artefacts From The EMI Vaults | CDs & Vinyl > Pop | Rating: 3.8
(ID: B00E2B3TSS) Hits Back | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000008FM1) Before & After | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.7
(ID: B0039L1J66) A Small Turn Of Human Kindness | CDs & Vinyl > Metal | Rating: 3.5
(ID: B0000060RT) Theloniouis Monk & Johnny Griffin with Ahmed Abdul-Malik at the Five Spot Cafe, New York City, August 1958 | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.3
(ID: B002LL8TRC) ...At the Cross | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B000065GW3) Vingt Ans Ca Se Fete | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B00000IWNQ) To Sweden With Love | CDs & Vinyl > Jazz > Bebop | Rating: 4.8
(ID: B004DLWGLS) Imprint | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B01D1BZWCU) Global Underground: Afterhours / Various | CDs & Vinyl > Today's Deals deprecated | Rating: 4.4
(ID: B001437DMA) Professor Satchafunkilus and the Musterion of Rock | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.6
(ID: B000H0MMQS) If You See Her | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B002IVLH60) Backspacer | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B0BMXBT8LV) Winter Awhile | CDs & Vinyl > AutoRip | Rating: 5.0
(ID: B000092OLX) Family Joules | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.3
(ID: B000CA2WP4) Hipwaders | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 5.0
(ID: B00000AFBR) Montreal 1953 | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.5
(ID: B0000076HW) Tearin' Up My Heart | CDs & Vinyl > Pop > Teen Pop | Rating: 3.7
(ID: B0000012EY) Camp Creek Boys: Old-Time String Band | CDs & Vinyl > Country > Classic Country | Rating: 4.6
(ID: B0000C7PVR) Lost Highway: Lost & Found 1 | CDs & Vinyl > Country > Americana | Rating: 4.1
(ID: B00MWUIGOS) The Bridge | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B00000023J) Classic Bluegrass | CDs & Vinyl > Country > Bluegrass | Rating: 5.0
(ID: B000Q93FW0) Flirtin' With Disaster | CDs & Vinyl > Classic Rock > Southern Rock | Rating: 4.8
(ID: B00000G0XP) San Francisco Xmas | CDs & Vinyl > Imports > Classical | Rating: 5.0
(ID: B00000BIGP) Black | CDs & Vinyl > Rock > Hard Rock | Rating: 4.4
(ID: B00004XPK5) Saint-Säens - Suite algérienne · La Princesse jaune / Nocentini · Allemano · Travis | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B07BZ5HSSL) The Ghost Note Symphonies, Vol. 1 Explicit Lyrics | CDs & Vinyl > Rock | Rating: 4.8
(ID: B00NMUCMT2) NOW Disney 3 | CDs & Vinyl > Pop | Rating: 4.5
(ID: B005ERWWMS) Osaka Ramones: Tribute to Ramones | CDs & Vinyl > Pop > Tributes | Rating: 4.6
(ID: B0000DIJOF) Mh | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.4
(ID: B00IVLRC7Y) Honor Is All We Know | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B00PL1P59E) Do You Laugh When You Lie? | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000006B6G) Bad Reputation | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B07KZY8QKX) Cheers | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.9
(ID: B0071NTXTS) The Kingdom | CDs & Vinyl > Christian & Gospel | Rating: 4.7
(ID: B00003OOTU) Clubbers Guide 2000: Judge Jules | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.7
(ID: B007A5HITE) Stories | CDs & Vinyl > CD Rarities | Rating: 4.6
(ID: B0009O7APA) Calling Out to You | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 3.9
(ID: B000R20VM8) Mozart, Righini, Salieri: Arie di bravura | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.8
(ID: B01H84SK0M) THREE | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0BZJ8X1JK) Vanishing Act | CDs & Vinyl > Rock | Rating: 5.0
(ID: B000066JG1) PHONOSYNTHESIS | CDs & Vinyl > Pop > Dance Pop | Rating: 4.4
(ID: B0001FVEAO) Marshmallow Pie | CDs & Vinyl > Country > Today's Country | Rating: 4.5
(ID: B0000560W7) On & On the remixes | CDs & Vinyl > Dance & Electronic | Rating: 5.0
(ID: B00008BNUD) Pizzazz | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.8
(ID: B000MGVCC2) Monitor | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B0000070QJ) Collection | CDs & Vinyl > International Music > Europe | Rating: 4.9
(ID: B00NOCK5MY) Some Fine Old Chestnuts | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.9
(ID: B0000D1FKR) I Need U | CDs & Vinyl > R&B > Soul | Rating: 3.7
(ID: B00004OCRR) A Partridge Family Christmas Card | CDs & Vinyl > Today's Deals in Music > Miscellaneous | Rating: 4.8
(ID: B01ENQTK5W) Granada 1013 - 1502 | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B000056NME) The Original Show Album of Irving Berlin's 'Call Me Madam' | CDs & Vinyl > Pop > Oldies | Rating: 4.0
(ID: B00000E4Y4) Walton: Symphonies Nos. 1 & 2 | CDs & Vinyl > Classical > Symphonies | Rating: 4.1
(ID: B000V8I2QU) Magic | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.6
(ID: B001AI1QI6) Playlist: The Very Best of Ronnie Milsap Eco-Friendly | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B0007783SM) Put Yourself in My Shoes | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B0006U3U6A) Kodo-One Earth Tour Special | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.4
(ID: B000000T6G) Listen to the Mockingbird | CDs & Vinyl > Classical > Chamber Music | Rating: 4.1
(ID: B000008IX9) Best of | CDs & Vinyl > Today's Deals in Music > Country | Rating: 5.0
(ID: B000A2H5XS) Gospel Singalong Collection | CDs & Vinyl > Children's Music > Sing-A-Longs | Rating: 4.2
(ID: B017MYDKNU) Keyboard Music 8 & 9 | CDs & Vinyl > Classical > Symphonies | Rating: 4.7
(ID: B00006HCUA) The British Are Coming, Vol. 2 | CDs & Vinyl > Classic Rock > British Invasion | Rating: 4.8
(ID: B000MDH8H8) 20th Century Masters: The Millenium Collection - The Best of Eric Clapton | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.7
(ID: B000009DGZ) Pure Reggae | CDs & Vinyl > Reggae > Dance Hall | Rating: 4.7
(ID: B000639YTE) Singles | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B0039TD826) Exile On Main Street Remastered | CDs & Vinyl > Rock > Blues Rock | Rating: 4.7
(ID: B000K6DPZ6) Down Memory Trail with The Sons of the Pioneers | CDs & Vinyl > Country > Cowboy | Rating: 4.5
(ID: B00003OP7R) River of Stars | CDs & Vinyl > New Age > Meditation | Rating: 4.8
(ID: B005H8J2N6) Chiseled in Stone | CDs & Vinyl > Vinyl Store | Rating: 4.9
(ID: B000001EVF) I Like What I Like | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.9
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0039TD826
|
Exile On Main Street Remastered
| 5
|
AFOM4O2JXKARDEQNFEJWIJ4G424A
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Wok: Recipes and Techniques | Books > Cookbooks, Food & Wine > Regional & International | Rating: 2.0
- A Darkness More Than Night (A Harry Bosch Novel Book 7) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Franklin Barbecue: A Meat-Smoking Manifesto [A Cookbook] | Books > Cookbooks, Food & Wine > Cooking by Ingredient | Rating: 5.0
- Hardcore Carnivore: Cook Meat Like You Mean It | Books > Cookbooks, Food & Wine > Cooking by Ingredient | Rating: 5.0
- Prime Witness (Paul Madriani Novels Book 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Night Crew | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- On Secret Service Detective-Mystery Stories Based on Real Cases Solved By Government Agents | Books > Mystery, Thriller & Suspense > Mystery | Rating: 4.0
- Asian Pickles: Sweet, Sour, Salty, Cured, and Fermented Preserves from Korea, Japan, China, India, and Beyond [A Cookbook] | Books > Cookbooks, Food & Wine > Regional & International | Rating: 4.0
- Protect and Defend (Kerry Kilcannon Book 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Deep Freeze (A Virgil Flowers Novel Book 10) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
### User's music History:
- Royal Tailor | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
- Black & White | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
- The Best Of Miles Davis & John Coltrane 1955-1961 | CDs & Vinyl > Jazz > Bebop | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0012X6FNK) Booming Back At You explicit_lyrics | CDs & Vinyl > International Music > Europe | Rating: 4.0
(ID: B0000027GR) Interchanges '54 | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.9
(ID: B00FCAK32I) Poor Old Shine | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000PHX4B0) Strung Out Troubadours: Live at Hugh's Room | CDs & Vinyl > International Music > North America | Rating: 5.0
(ID: B00000I04L) Soul Disguise | CDs & Vinyl > Blues > Electric Blues | Rating: 4.5
(ID: B07G1WXT1H) Collapse EP | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.6
(ID: B000ELJAPG) Locked & Loaded: Live at the Blue Note | CDs & Vinyl > Jazz > Bebop | Rating: 4.7
(ID: B07D58Y2S9) Batman Forever - Music From The Motion Picture | CDs & Vinyl > Soundtracks > Television Soundtracks | Rating: 4.6
(ID: B016W649KW) Playlist: The Very Best of Fuel | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B000JX7FTW) Piano: Classical Music Libraries 1 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B07GR82MTP) I-Empire | CDs & Vinyl > AutoRip | Rating: 4.8
(ID: B000001INO) L7 | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.6
(ID: B0000259FM) Fading Shades | CDs & Vinyl > International Music > Europe | Rating: 4.4
(ID: B000000XH9) The Lenny Bruce Originals, Vol. 2 | CDs & Vinyl > Comedy & Spoken Word > Poetry | Rating: 4.0
(ID: B000BUNZ1U) Live at W2 | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000A2ESBA) Trumpet & Organ - Maurice Andre | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B00ESUBHZU) Shine the Light on | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 5.0
(ID: B00004X0QF) Music for Babies 2: Nighty Night | CDs & Vinyl > Today's Deals in Music > Children's Music | Rating: 4.7
(ID: B000HEV8R8) Ray Charles With the Voices of Jubilation Choir | CDs & Vinyl > R&B > Soul | Rating: 5.0
(ID: B000008JL6) Heaven Knows | CDs & Vinyl > Rock > Progressive | Rating: 5.0
(ID: B005D1IFNU) Perfect Timing Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.2
(ID: B00004STPH) Fear of Flying | CDs & Vinyl > R&B > Soul | Rating: 4.7
(ID: B009Q6ACY8) Venus Flytrap | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.5
(ID: B00004TY8Y) The Wild Party Original Off-Broadway Cast | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.7
(ID: B08BWGWDMW) Empire Of The Blind Red & Black Swirl | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B00ATP24NW) Night Visions | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B003JSU2NU) The Twilight Saga: Eclipse Soundtrack | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.7
(ID: B000003N2T) Planet Rampant 2 | CDs & Vinyl > Dance & Electronic > Big Beat | Rating: 5.0
(ID: B000000864) Bull of the Woods | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.7
(ID: B003TWKVVE) Las Mas MacAbras de Las | CDs & Vinyl > Pop | Rating: 5.0
(ID: B00004L8CR) Reel Life, Vol. 1: Music From Hollywood | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.8
(ID: B000269QU2) Complete Organ Works | CDs & Vinyl > Classical > Forms & Genres | Rating: 3.4
(ID: B0002KQOG2) The Essential Red Collection | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B000071W2W) GIFT OF LOVE, MUSIC TO THE WORDS AND PRAYERS OF MOTHER TERESA | CDs & Vinyl > Pop > Easy Listening | Rating: 4.7
(ID: B00003CWZ4) Waterloo / Megamedley | CDs & Vinyl > International Music > Europe | Rating: 3.7
(ID: B0063TX518) The Texas Tenors Country Roots - Classical Sound | CDs & Vinyl > Classical | Rating: 4.6
(ID: B000002KGK) Ah...The Name Is Bootsy Baby | CDs & Vinyl > Today's Deals in Music > R&B | Rating: 4.7
(ID: B000059RWQ) A Call To Irons Volumes I & II: Tribute To Iron Maiden | CDs & Vinyl > Metal > Alternative Metal | Rating: 3.5
(ID: B0000AOV4P) Imagination | CDs & Vinyl > Jazz > Bebop | Rating: 4.8
(ID: B000GYHR8I) Death of Willie Lynch | CDs & Vinyl > Rap & Hip-Hop > Experimental Rap | Rating: 4.0
(ID: B0000036T8) Strangers From the Universe | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B09BBY9MLH) Rhythm of the Night | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B00F109T0Q) 7 Classic Albums | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B008KC2Z8A) Carole Bayer Sager / Too / Sometimes Late at Night | CDs & Vinyl > Pop | Rating: 4.3
(ID: B000TLUFG4) Wrong Turn 2: Dead End Original Soundtrack | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.5
(ID: B00AZGKGPI) James Last | CDs & Vinyl > Today's Deals deprecated | Rating: 4.3
(ID: B00JH0XG9G) Ritual | CDs & Vinyl > New Age > Meditation | Rating: 4.8
(ID: B00OBRLYYY) Bad Channels Original Soundtrack | CDs & Vinyl > Metal | Rating: 4.3
(ID: B00000EN0O) Who's Next | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.8
(ID: B001V8VSBU) Wicked Maiden | CDs & Vinyl > Pop | Rating: 4.4
(ID: B004OCEG2S) Triumph! | CDs & Vinyl > Vinyl Store | Rating: 4.8
(ID: B0001JXQ7O) Live At The Apollo 1962 Remastered & Expanded | CDs & Vinyl > Today's Deals in Music > R&B | Rating: 4.6
(ID: B000HOLJYU) Gallo Azul | CDs & Vinyl > International Music > Europe | Rating: 5.0
(ID: B0001ZDKAQ) Classified | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.7
(ID: B00IEVFEOY) Love Duets-From Puccini to Bernstein | CDs & Vinyl > Classical | Rating: 4.3
(ID: B00ZQ8G27G) Passione | CDs & Vinyl > Verve Music Group > Verve | Rating: 4.8
(ID: B01FWXZCKC) Viva Emptiness Bonus Track | CDs & Vinyl > Metal > Black Metal | Rating: 4.8
(ID: B01N06ZBK9) Home Free Full Of Even More Cheer | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.8
(ID: B07D3T3P84) Masters of Reality 1970-75 the Legendary Broadcasts Box | CDs & Vinyl > AutoRip | Rating: 4.8
(ID: B01N155QC8) Already Free | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00008V6GA) Love Metal (Limited Edition) | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B00000C2CX) The Towering Inferno and Other Disaster Classics | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.4
(ID: B00000DRBA) Manhattan Project | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B000EIEJFA) Communards : Platinum Collection | CDs & Vinyl > Pop > Dance Pop | Rating: 4.4
(ID: B07D54L17B) Suspended in Reflections | CDs & Vinyl > Rock > Hard Rock | Rating: 4.8
(ID: B000000Y81) Blue's Moods | CDs & Vinyl > Jazz > Bebop | Rating: 4.6
(ID: B000002SCG) Berlioz: The Damnation of Faust/La Mort de Cleopatre | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.5
(ID: B004AWBOMM) State of Grace | CDs & Vinyl > New Age > Meditation | Rating: 4.7
(ID: B0030EWB96) Place To Be | CDs & Vinyl > Jazz | Rating: 4.4
(ID: B000002521) The Pajama Game 1954 Original Broadway Cast | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.6
(ID: B00005A44Y) Peace Earth and Guitars | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 5.0
(ID: B00004T8J5) Mwng | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B005K8IA18) Studio Recordings 1954-1960 | CDs & Vinyl > Classical | Rating: 4.4
(ID: B00012FXQI) One Moment More | CDs & Vinyl > Country > Americana | Rating: 4.5
(ID: B004N06EJE) Moon Over Ireland | CDs & Vinyl > Pop > Easy Listening | Rating: 4.7
(ID: B00MP0T0GS) Belcea Quartet: Beethoven - The Complete String Quartets - Plus Documentary | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B000GG4X92) Bailando Con Lola | CDs & Vinyl > International Music > South & Central America | Rating: 4.8
(ID: B000G8NW6A) Fantasia 2000 | CDs & Vinyl > Children's Music > Disney | Rating: 4.7
(ID: 6301329805) Jaco Pastorius Modern Electric Bass VHS | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.5
(ID: B00000I7SD) Unlistenable Hymns of Indulgent Damage | CDs & Vinyl > Metal | Rating: 4.3
(ID: B000001JB0) Shadow Hunter | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B00H7GZJ1U) Recollected | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 5.0
(ID: B000031X5R) Lara Fabian | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B0088XQEK6) Polarities | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.7
(ID: B002NQ5K2C) The Impossible Dream (22 inspirational favorites) | CDs & Vinyl > Pop > Vocal Pop | Rating: 5.0
(ID: B000002NJ3) Songs From The Capeman 1997 Concept Cast Album | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.6
(ID: B00NBMA6J4) The Ocean at the End | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00JBO0K1U) Shine on | CDs & Vinyl > Verve Music Group > Verve | Rating: 4.4
(ID: B000PE2HAM) Back In '72 LP / CD Combo | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.6
(ID: B01N1PYAR3) Rockin Elvis: Absolutely Essential | CDs & Vinyl > Today's Deals deprecated | Rating: 4.6
(ID: B000092JXK) Anthology | CDs & Vinyl > Pop | Rating: 4.4
(ID: B0000CF33Q) For Never & Ever | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.5
(ID: B0000030V3) Blake. Violin concerto: The Leeds | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B00ET8PVTO) The Catalyst Fire | CDs & Vinyl > Rock > Hard Rock | Rating: 4.6
(ID: B0056GRRP4) UNTIL FEAR NO LONGER DEFINES US | CDs & Vinyl > Today's Deals deprecated | Rating: 4.7
(ID: B000005OWO) The Narada Collection: Vol. 1 | CDs & Vinyl > Jazz > Bebop | Rating: 4.7
(ID: B00004R8EB) Opposite of December | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.5
(ID: B00CP78116) Long, Long Day | CDs & Vinyl > Classic Rock > Southern Rock | Rating: 5.0
(ID: B000UZ4G82) Across the Universe: Music From the Motion Picture | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.5
(ID: B0130J9SOG) Future Nostalgia | CDs & Vinyl > Pop | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0063TX518
|
The Texas Tenors Country Roots - Classical Sound
| 4
|
AFOWPKX3RVJ3EFQC35BZ7POSLRIA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Girl on the Train: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Squirrel Seeks Chipmunk: A Modest Bestiary | Books > Humor & Entertainment > Humor | Rating: 5.0
- Birthdays for the Dead: The gripping No. 1 Sunday Times bestselling crime suspense thriller that will have you on the edge of your seat! | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Exile (Garnethill, 2) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 4.0
- Crabs in a Barrel | Books > Literature & Fiction > United States | Rating: 2.0
- Stay | Books > LGBTQ+ Books > Literature & Fiction | Rating: 4.0
- The Damage Done | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Tripwire (Jack Reacher) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Blood Shot: A V. I. Warshawski Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Killing Floor (Jack Reacher, No. 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
### User's music History:
- Metropolis: The Chase Suite | CDs & Vinyl > R&B > Soul | Rating: 4.0
- New Amerykah Part Two: Return Of The Ankh | CDs & Vinyl > R&B > Motown | Rating: 5.0
- Psykosoul | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B0038M61K0) Authorized Bootleg: Nassau Coliseum Uniondale Ny | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000059SZJ) Nu Hymnz: Live From the Motor City | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
(ID: B00CZ2HWC0) Games | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.8
(ID: B000EOUTYE) Cowboys and Englishmen | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.3
(ID: B003H5L68A) Jamal at the Penthouse / Count 'Em 88 | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B001G7IDBE) Playlist: The Very Best of Fuel | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B004U7FC0M) Memories Of Hawaii Calls Volume 1 | CDs & Vinyl > International Music > Pacific Islands | Rating: 5.0
(ID: B00IPXBPGC) Batalla a Comenzado | CDs & Vinyl > Latin Music > Mexican Cumbia | Rating: 4.7
(ID: B000000ZL1) Uptight | CDs & Vinyl > R&B > Soul | Rating: 4.5
(ID: B00IAAKFI4) Queen: (Live) Killers | CDs & Vinyl > Vinyl Store | Rating: 4.7
(ID: B000JUBBFY) The Christmas Collection | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.7
(ID: B00068NW74) Play It Again Sam!: Golden Piano Memories | CDs & Vinyl > Jazz > Swing Jazz | Rating: 5.0
(ID: B01EO4NWUM) Rainmaker | CDs & Vinyl > Country | Rating: 3.2
(ID: B0001Z493S) Tranzworld 7 | CDs & Vinyl > Pop > Dance Pop | Rating: 4.7
(ID: B000002NPD) The Sunlit Eye: Songs and Music in the Scottish Tradition | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B00000E83R) Virgo Moon | CDs & Vinyl > Folk > Traditional Folk | Rating: 5.0
(ID: B000003BWB) Five Guys Named Moe 1990 Original London Cast | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.8
(ID: B0008FPJ6W) Blue State | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 3.8
(ID: B00000ICNG) Dangerman | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000RMIY68) Dearly Beloved - Classic Songs Of Love From One Of The Best Loved Of All The Divas | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.6
(ID: B089TZTK3T) The Neon Neon | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00CELB98U) Soothe My Soul | CDs & Vinyl > Dance & Electronic > House | Rating: 4.6
(ID: B08K3WF28V) Legend Half-Speed | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.9
(ID: B0029LJA2W) Sunforest | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.8
(ID: B08WV71GB6) CLOUDS THE MIXTAPE | CDs & Vinyl > Rap & Hip-Hop | Rating: 4.8
(ID: B000002JJY) Shabooh Shoobah | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 4.7
(ID: B00O3UY1FS) Dublin to Detroit | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00065GI3M) Unfinished Business Clean Version | CDs & Vinyl > Rap & Hip-Hop > East Coast | Rating: 4.6
(ID: B005IY4WVG) Sonrie | CDs & Vinyl > Latin Music > Latin Pop | Rating: 5.0
(ID: B07B62TYKF) When Legends Rise | CDs & Vinyl > Rock > Hard Rock | Rating: 4.8
(ID: B000OZ2D38) Mr. Brown's Good Ol' Time Church | CDs & Vinyl > Comedy & Spoken Word > Comedic Music | Rating: 4.3
(ID: B00FA29FDQ) He | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00OO31OK4) CUT ME LOOSE | CDs & Vinyl > Blues > Electric Blues | Rating: 4.7
(ID: B00WZE5SIS) Bills - Ep | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000CZ0PO4) Racin The Devil | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.5
(ID: B0000003HG) Rise and Shine | CDs & Vinyl > Children's Music | Rating: 4.8
(ID: B000028D24) Works By Bach and Mendelssohn - The Oregon Symphony Horns and Friends | CDs & Vinyl > Classical > Symphonies | Rating: 4.0
(ID: B00UOAY7X2) Quarters | CDs & Vinyl > Pop | Rating: 4.8
(ID: B08STWNNRQ) Obviously | CDs & Vinyl > Rock > Country Rock | Rating: 4.7
(ID: B000007OJX) Act Your Age | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 3.8
(ID: B000006AHS) Truckload of Bibles | CDs & Vinyl > Pop > Dance Pop | Rating: 5.0
(ID: B00140TJFC) Shine Through the Stars | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.5
(ID: B07BF3V92C) Tu | CDs & Vinyl > Rock > Hard Rock | Rating: 4.8
(ID: B00242VPOM) Sea Chanties & Forecastle Songs at Mystic Seaport | CDs & Vinyl > Folk | Rating: 4.3
(ID: B000VFGS3M) The Very Best of Clannad | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B000009K2S) Russian Opera Choruses | CDs & Vinyl > Classical | Rating: 5.0
(ID: B000CQQHRW) Waiter: You Vultures! | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B000002H0Z) Diner Soundtrack | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.7
(ID: B00000JAGQ) Lost Herd | CDs & Vinyl > Country > Americana | Rating: 4.7
(ID: B01850XXAK) Transcendence | CDs & Vinyl > Folk | Rating: 4.8
(ID: B0136NVWBI) II | CDs & Vinyl > Metal > Pop Metal | Rating: 4.6
(ID: B003ZYJS24) C of Tranquility | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.9
(ID: B0000C506M) Famous Anonymous Wilderness | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.7
(ID: B000CAF3PU) Peace of Our Minds | CDs & Vinyl > Classical > Symphonies | Rating: 4.8
(ID: B09Z8FWWJV) Trilogy | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B000042OR9) Sheet Music | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B000008P0V) Walkabout | CDs & Vinyl > New Age > Meditation | Rating: 4.6
(ID: B000001QAJ) Villa-Lobos: String Quartets Quartets 6, 1, 17, Vol. 1 | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B000009NLQ) Vanguard Sessions: Blues From The Delta | CDs & Vinyl > Blues > Regional Blues | Rating: 4.7
(ID: B001VRDRHE) Fiddler On The Roof | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.8
(ID: B000005ZB0) Best Of The Vanguard Years | CDs & Vinyl > Blues > Regional Blues | Rating: 4.7
(ID: B0088EDP84) Platinum Collection | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0000683N4) Yeah Yeah Yeahs | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B00042YL4A) Lexicon Of Love 20 Bonus Tracks | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B0002VYEHW) Coup De Gueule | CDs & Vinyl > International Music > Africa | Rating: 4.8
(ID: B00005N8ZN) Christmas Wish | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.2
(ID: B0000AKY3T) Team Boo | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.2
(ID: B00Y1QSF7E) Tom Rush | CDs & Vinyl > Folk | Rating: 4.6
(ID: B00005K9RZ) Bullet Proof Love explicit_lyrics | CDs & Vinyl > R&B > Motown | Rating: 4.5
(ID: B001Q89FE2) Real to Reel | CDs & Vinyl > Rock > Progressive | Rating: 3.7
(ID: B000004264) Mussorgsky: Pictures at an Exhibition / Stravinsky: The Firebird Suite / Scriabin: Le Poeme de l'extase | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.7
(ID: B009SJMVDS) Blockbuster | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.7
(ID: B07FFZHRYM) Couperin: Complete Works for Harpsichord | CDs & Vinyl > Classical | Rating: 4.6
(ID: B005SDD8OO) 50 Grande Exitos | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000B8I8JG) Gold | CDs & Vinyl > R&B > Soul | Rating: 4.5
(ID: B000EOTF3K) The Wild | CDs & Vinyl > Children's Music > Disney | Rating: 4.1
(ID: B0012K1ILW) New Amerykah Part One 4th World War | CDs & Vinyl > R&B > Contemporary R&B | Rating: 4.5
(ID: B000008O09) Lazarus Heart | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B01HTPPLW0) On the Beach | CDs & Vinyl > Rock | Rating: 4.7
(ID: B0000012QB) Blues By the Bushel | CDs & Vinyl > Blues > Electric Blues | Rating: 4.8
(ID: B000003LVV) Mantra of Eternity | CDs & Vinyl > New Age > Meditation | Rating: 4.8
(ID: B00G7QQ3XY) ICON | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B000GUK34W) Big Eye Little Eye | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 3.3
(ID: B012G4G808) En Dos Idiomas | CDs & Vinyl > Latin Music > Salsa | Rating: 4.6
(ID: B003ZVHZX6) Number Ones | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0053EJ1OY) Live at the Union Chapel | CDs & Vinyl > Pop | Rating: 4.7
(ID: B06XCPM64F) Jens Lekman: Life Will See You Now (Colored Vinyl) Vinyl LP | CDs & Vinyl > Vinyl Store | Rating: 4.7
(ID: B000059TSC) Best of Scooter Lee | CDs & Vinyl > Country > Today's Country | Rating: 4.9
(ID: B00KINIKC4) Country Funk 2: 1967-1974 / Var | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B005IGVZX2) Bad As Me | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00073K7E4) Eiffel 65 | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B000000F5J) Aloha from Nashville | CDs & Vinyl > Country > Americana | Rating: 4.7
(ID: B000001BX8) Nina Bonita | CDs & Vinyl > Latin Music > Latin Pop | Rating: 3.8
(ID: B0001T06MC) American Idol season 3: Greatest Soul Classics | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.3
(ID: B0000CD5GK) Haydn: 3 Favorite Concertos | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B00O5LQDZ6) I'm Changing | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.4
(ID: B07SSDQNK9) New York Moments | CDs & Vinyl > Jazz | Rating: 5.0
(ID: B00002609B) Private City | CDs & Vinyl > Jazz > Bebop | Rating: 4.3
(ID: B000057U07) Gift | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.8
(ID: B0002DR8G4) Always On My Mind | CDs & Vinyl > New Age | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0012K1ILW
|
New Amerykah Part One 4th World War
| 4
|
AH4D326P7U4S6RHHVMUJFF264QFQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- What If Everybody Said That? | Books > Children's Books > Growing Up & Facts of Life | Rating: 5.0
- Carson Dellosa Sight Words Flash Cards Kindergarten, First Words Flash Cards, High Frequency Vocabulary Words, and Picture Words Flash Cards for Toddlers Ages 4+ | Books > Children's Books > Early Learning | Rating: 5.0
- Cookiesaurus Rex (Cookiesaurus Rex, 1) | Books > Children's Books > Animals | Rating: 5.0
- 1 Grumpy Bruce-A Mother Bruce Book: A Counting Board Book (Mother Bruce Series) | Books > Children's Books > Early Learning | Rating: 4.0
- The Monster at the End of This Book | Books > Children's Books > Activities, Crafts & Games | Rating: 5.0
- Noisy Animals (My First) | Books > Children's Books > Early Learning | Rating: 5.0
- Night Night, Groot (The Adventures of Rocket and Groot) | Books > Children's Books > Growing Up & Facts of Life | Rating: 5.0
- The Big Orange Splot | Books > Children's Books > Activities, Crafts & Games | Rating: 4.0
### User's music History:
- Kinda Don't Care | CDs & Vinyl > Country | Rating: 5.0
- Just As I Am Platinum Edition | CDs & Vinyl > Country > Today's Country | Rating: 5.0
- Even The River Runs | CDs & Vinyl > Country | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000OLGCGG) De Retour A La Source | CDs & Vinyl > International Music > Europe | Rating: 4.4
(ID: B000000JK6) Live in Antibes, 1965 | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 3.2
(ID: B0007Z9QSK) One Word | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.6
(ID: B000008GLF) I'm on Your Side | CDs & Vinyl > R&B > Quiet Storm | Rating: 4.8
(ID: B01I5AI96S) Oscd Fgl Dig Your Roots | CDs & Vinyl > Country | Rating: 4.8
(ID: B0002VK66U) Rescue You | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B0020G5LO2) Spanish Fever | CDs & Vinyl > Jazz > Latin Jazz | Rating: 4.1
(ID: B000005T99) Jazz Cafe: Between Lines | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.5
(ID: B000N3ST9I) The Blackening | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.7
(ID: B0001Z4OTM) Telephone Free Landslide Victory | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B00YHYN13S) Lift | CDs & Vinyl > Folk | Rating: 4.8
(ID: B00000HZYE) Dare To Be Stupid | CDs & Vinyl > Comedy & Spoken Word > Comedic Music | Rating: 4.8
(ID: B000ERU6AS) Ragazza Di Periferia | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B001NHZ2MK) Drum Cargo-Rhythms of Fire | CDs & Vinyl > New Age > Meditation | Rating: 4.8
(ID: B0093LKONK) Portrait | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00005NT4E) Chased By Martians | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.9
(ID: B01KYVESMK) 5 Classic Albums | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000S1ABP0) Stardust | CDs & Vinyl > Jazz > Bebop | Rating: 4.7
(ID: B01LB4067K) Groovin' | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B007PLJBP2) Boyfriend | CDs & Vinyl > AutoRip | Rating: 4.3
(ID: B0000A0DRX) After Bathing At Baxters | CDs & Vinyl > Today's Deals in Music > Classic Rock | Rating: 4.6
(ID: B002PHV1GI) Century of Jazz Piano | CDs & Vinyl > Classical | Rating: 4.8
(ID: B00019PCVW) Calculating Infinity | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B00KGZDP7Y) Archives | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000000W6V) Heart of a Man | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 4.9
(ID: B07SJ9JD63) Spider-Man: Far From Home Soundtrack | CDs & Vinyl > Soundtracks | Rating: 4.6
(ID: B00000K2EP) Mahler: Symphony No. 7 | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.6
(ID: B00HOGRKCO) Balance & Composure | CDs & Vinyl > Today's Deals deprecated | Rating: 5.0
(ID: B000HIVQLW) Echoes: The Best of Pink Floyd | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B000059H65) Forest of the Saints | CDs & Vinyl > Dance & Electronic > House | Rating: 5.0
(ID: B00I89Y3AS) Sideshow Love | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.6
(ID: B000006MVF) Liquidizer | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B005JLN8OU) Christmas Is Coming: A Tribute To "A Charlie Brown Christmas" | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.2
(ID: B0009DBXX6) Metropolitan Opera Gala - James Levine's 25th Anniversary | CDs & Vinyl > Classical > Symphonies | Rating: 4.2
(ID: B000BKHF8E) U2 - 2005 Vertigo - Live From Chicago (Deluxe Edition) [DVD] | CDs & Vinyl > Rock | Rating: 4.6
(ID: B00I4D4T4S) People of Tomorrow | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B00005Q3ZM) The Reincarnation of Luna | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 4.8
(ID: B005NSROTO) Cameo Parkway Holiday Hits | CDs & Vinyl > Holiday & Wedding | Rating: 4.2
(ID: B00OC6LNRM) Sweet Freaks | CDs & Vinyl > Pop | Rating: 4.2
(ID: B00005YU9E) Maltby Swings for Dancers | CDs & Vinyl > Pop > Easy Listening | Rating: 4.7
(ID: B074VJDGFP) Whitesnake | CDs & Vinyl > Rhino Records | Rating: 4.8
(ID: B00001XDRG) The Straight Story | CDs & Vinyl > Today's Deals in Music > Soundtracks | Rating: 4.7
(ID: B07FW4CN99) The Lord Of The Rings: The Return Of The King - The Complete Recordings 1 | CDs & Vinyl > Soundtracks > Television Soundtracks | Rating: 4.8
(ID: 6305280487) Sly & Robbie - Superthruster (DVD Single) | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 3.5
(ID: B000MG2LOU) Between Earth & Sky | CDs & Vinyl > Pop | Rating: 4.5
(ID: B09VLK12F5) Scoring The End Of The World | CDs & Vinyl > Metal | Rating: 4.9
(ID: B007V1VTTW) Falling Off The Sky | CDs & Vinyl > Pop | Rating: 4.5
(ID: B006ONOV0M) 17 Pine Avenue | CDs & Vinyl > Rock > Country Rock | Rating: 4.6
(ID: B00004RIU2) Klemperer Conducts: Tchaikovsky & Schumann | CDs & Vinyl > Classical > Symphonies | Rating: 4.6
(ID: B000002B4T) Super Hits | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.6
(ID: B00004T07J) National Lampoon Radio Hour: Funniest Laughs | CDs & Vinyl > Comedy & Spoken Word > Stand-Up Comedy | Rating: 3.8
(ID: B085K7NZXZ) Transylvanian Folk Songs | CDs & Vinyl > Jazz | Rating: 4.3
(ID: B000XULNGC) I Can Only Imagine Accompaniment/Performance Track | CDs & Vinyl > Christian & Gospel > Accompaniment | Rating: 4.4
(ID: B00EMLKUIK) Dear Dumb Diary Soundtrack | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.8
(ID: B01NBMLN4K) Taj Mahal | CDs & Vinyl > Blues | Rating: 4.7
(ID: B005KGNM90) Smile Sessions | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B000005P3N) Bridge of Dreams | CDs & Vinyl > New Age > Meditation | Rating: 4.6
(ID: B0000062L4) Con Mis Cinco Sentidos | CDs & Vinyl > Today's Deals in Music > Latin Music | Rating: 5.0
(ID: B000008LHK) Super Bad | CDs & Vinyl > R&B > Soul | Rating: 4.3
(ID: B0009W5J0A) Mad Dogs & Okies | CDs & Vinyl > Country > Americana | Rating: 4.7
(ID: B000LC4B4I) Stabat Mater | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.6
(ID: B000E6EIQM) '80s Gold | CDs & Vinyl > R&B > Soul | Rating: 4.6
(ID: B007HM30AQ) Light Asylum | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B000000MIB) One Million Lawyers & Other Disasters | CDs & Vinyl > Folk > Contemporary Folk | Rating: 5.0
(ID: B00192JYYG) He Reigns Accompaniment/Performance Track | CDs & Vinyl > Christian & Gospel > Accompaniment | Rating: 3.2
(ID: B008M4HBS0) The Monkees - Original Album Series | CDs & Vinyl > Rhino Records | Rating: 4.7
(ID: B07K3297KW) Public Confidential | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.7
(ID: B00008EU6J) Lolita Nation | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B000008MGO) World Entertainment War | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000003SS1) Swingin | CDs & Vinyl > Today's Deals in Music > Country | Rating: 5.0
(ID: B0000C24MW) Yui Orta | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B0001N1NUM) Naked | CDs & Vinyl > Imports > Rock | Rating: 4.6
(ID: B0009299KQ) That's What I Say | CDs & Vinyl > Jazz > Acid Jazz | Rating: 4.6
(ID: B000A2H0CY) Vice & Virtue Ministry | CDs & Vinyl > Rock | Rating: 4.5
(ID: B000007U80) Record Of Lodoss War: Original Soundtrack (1990 Anime Video Series) | CDs & Vinyl > Imports > Soundtracks | Rating: 4.6
(ID: B000BEZPVO) The Complete Verve Remixed Deluxe Box | CDs & Vinyl > Pop > Easy Listening | Rating: 4.5
(ID: B000LP5BTY) River of Soul | CDs & Vinyl > New Age > Meditation | Rating: 5.0
(ID: B000086ENJ) Wu-Tang Collective: Gangsta Flavas from the Wu Mastas | CDs & Vinyl > Rap & Hip-Hop > East Coast | Rating: 4.3
(ID: B0144RDSQ2) Get Happy | CDs & Vinyl > Pop | Rating: 4.7
(ID: B016W64G8M) Playlist: The Very Best of Jeff Buckley | CDs & Vinyl > Pop | Rating: 4.2
(ID: B07FDMY2RY) Only Love | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0000002M5) Fun of Open Discussion | CDs & Vinyl > Country > Classic Country | Rating: 4.5
(ID: B000BM3YH8) Stormblast MMV Bonus | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B000003GVE) Behind Bars | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B000091XLD) Positive Power | CDs & Vinyl > R&B > Soul | Rating: 5.0
(ID: B000W47N8Q) Memory Almost Full | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.3
(ID: B08GPW4B18) Live At Oregon State Prison, 1982 | CDs & Vinyl > Rock > Blues Rock | Rating: 4.7
(ID: B09Y1GMNDY) Gloria[LP] | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0026OE2NO) No Regrets | CDs & Vinyl > Jazz > Soul-Jazz & Boogaloo | Rating: 4.3
(ID: B00004WFLS) Soul Sonic Orchestra | CDs & Vinyl > Rock > Jam Bands | Rating: 4.0
(ID: B000000EBM) Life And Times Of | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.5
(ID: B00000DEX5) One Sweet Day | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.6
(ID: B07NKWNZWF) Biota Box | CDs & Vinyl > Rock | Rating: 5.0
(ID: B000AP2YUY) Excerpts From the Diary of Todd Zilla | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B09Y2DYQ81) The One[2 LP] | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000V3OKXE) Salve Regina | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.7
(ID: B0009VX8MM) Jewel of My Heart | CDs & Vinyl > Country > Bluegrass | Rating: 5.0
(ID: B00005YW4N) Gordon Lightfoot - Complete Greatest Hits | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.7
(ID: B00004YMTH) Riders on the Storm: The Doors Concerto | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B017ZA0X40) Something New | CDs & Vinyl > Blues | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B01I5AI96S
|
Oscd Fgl Dig Your Roots
| 1
|
AEAHH7W2S6OUP67WTMQMR2LKOJFA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Vitamin D Solution: A 3-Step Strategy to Cure Our Most Common Health Problems | Books > Medical Books > Medicine | Rating: 5.0
- Braiding Manes and Tails: A Visual Guide to 30 Basic Braids | Books > Crafts, Hobbies & Home > Pets & Animal Care | Rating: 5.0
- Manes and Tails (Threshold Picture Guides) | Books > Crafts, Hobbies & Home > Pets & Animal Care | Rating: 5.0
- Gallop to Freedom: Training Horses with Our Six Golden Principles | Books > Crafts, Hobbies & Home > Pets & Animal Care | Rating: 5.0
- Whole Heart, Whole Horse: Building Trust Between Horse and Rider | Books > Science & Math > Biological Sciences | Rating: 5.0
- Go Down Together: The True, Untold Story of Bonnie and Clyde | Books > History > Americas | Rating: 5.0
- The Ultimate Horse Behavior and Training Book: Enlightened and Revolutionary Solutions for the 21st Century | Books > Crafts, Hobbies & Home > Pets & Animal Care | Rating: 5.0
- Alex & Me: How a Scientist and a Parrot Uncovered a Hidden World of Animal Intelligence--and Formed a Deep Bond in the Process | Books > Science & Math > Biological Sciences | Rating: 5.0
- Cockatoos (Complete Pet Owner's Manuals) | Books > Crafts, Hobbies & Home > Pets & Animal Care | Rating: 5.0
- Parrots For Dummies | Books > Crafts, Hobbies & Home > Pets & Animal Care | Rating: 5.0
### User's music History:
- Anthology: No Big Surprise | CDs & Vinyl > Folk > Contemporary Folk | Rating: 5.0
- Speak Now | CDs & Vinyl > Country > Today's Country | Rating: 5.0
- Drive | CDs & Vinyl > Today's Deals in Music > Country | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000FAPFLE) Greatest Hits | CDs & Vinyl > R&B > Soul | Rating: 4.3
(ID: B00BLZDBD6) Complete Original #1 Hits | CDs & Vinyl > Country | Rating: 4.5
(ID: B0000DCXPD) Instinct | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B003ZZAY4E) Repeater | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B00CIYVOWY) Field of Reeds | CDs & Vinyl > Pop | Rating: 4.5
(ID: B0001K9EXI) I | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B000005OOS) Where Angels Fear to Tread | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.5
(ID: B000000RM5) Silly Songs: Oldies | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.8
(ID: B000001E6F) Still Climbing | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.6
(ID: B00TPEG0KG) MTV Unplugged: Summer Solstice incl. | CDs & Vinyl > Rock | Rating: 4.7
(ID: B0013D8JJC) Live at the Bass Performance Hall | CDs & Vinyl > Pop | Rating: 4.6
(ID: B003R4Z7EU) Praise & Blame | CDs & Vinyl > Pop | Rating: 4.5
(ID: B0002ADXIE) Sparky's Magic Piano | CDs & Vinyl > Imports > Children's Music | Rating: 4.7
(ID: B006WTINYI) Axis: Bold As Love | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.8
(ID: B00LEPGPMW) MTV Unplugged 1991 | CDs & Vinyl > Rhino Records | Rating: 4.7
(ID: B000002P74) Second Helping | CDs & Vinyl > Today's Deals in Music > Classic Rock | Rating: 4.9
(ID: B004YJMQH8) Together / Apart | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.4
(ID: B000002QRD) I Do Love You | CDs & Vinyl > R&B > Soul | Rating: 4.6
(ID: B000BSHCD4) Brainchild | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.7
(ID: B000000D3Y) Greatest Songs of the Islands | CDs & Vinyl > Today's Deals in Music > Broadway & Vocalists | Rating: 4.5
(ID: B0B6CTVXQ9) Take All You Can | CDs & Vinyl > Metal | Rating: 4.4
(ID: B0000024LN) Muddy Waters Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > East Coast | Rating: 4.8
(ID: B00008CLJK) Una Furtiva Lagrima: Donizetti & Bellini Arias | CDs & Vinyl > Opera & Classical Vocal > Arias | Rating: 4.6
(ID: B00ULRSJQE) Erin | CDs & Vinyl > International Music | Rating: 4.3
(ID: B0057MFA74) Feel The Fire - The 20th Century Collection | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00004WLRQ) Bruford & The Beat | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 5.0
(ID: B007KL1QKK) Music from the Scottish Highlands | CDs & Vinyl > Folk > British & Celtic Folk | Rating: 4.1
(ID: B002P7HYTQ) Frank Sinatra Swing Along With Me | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.6
(ID: B007S9GDSY) The Lion The Beast The Beat | CDs & Vinyl > Rock > Roots Rock | Rating: 4.6
(ID: B003NX4O2G) Best Of Eddie Rabbit | CDs & Vinyl > Vinyl Store | Rating: 4.5
(ID: 6304812663) Spice Girls - Girl Power Live in Istanbul VHS | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.4
(ID: B07G4GFQ1Z) Spring of Fire - Energetic Violin and Piano Music - Orchestral - Classical Crossover - 92 Keys | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B06WGQ2979) Rocktopia: Classical Revolution - Live from | CDs & Vinyl > Classical | Rating: 4.7
(ID: B003EEN66Y) Rain Sounds | CDs & Vinyl > New Age | Rating: 4.4
(ID: B000002KWN) Scandalous Sex Suite | CDs & Vinyl > Pop > Dance Pop | Rating: 4.9
(ID: B00925TA50) Celebrating the American Spirit | CDs & Vinyl > Classical | Rating: 4.0
(ID: B00004T9TB) Xl | CDs & Vinyl > Metal > Alternative Metal | Rating: 4.6
(ID: B003INJEXU) The Obsidian Conspiracy Bonus Track | CDs & Vinyl > Metal > Pop Metal | Rating: 4.6
(ID: B00187AFR2) Culture and Deejays at Joe Gibbs: 1977-1979 | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.6
(ID: B007G3H86S) Goldberg Variations | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B014K7DN2A) Access All Areas: Disney Channel / Various | CDs & Vinyl > Pop | Rating: 4.6
(ID: B077Y9BPS2) Poetry & Passion | CDs & Vinyl > Pop | Rating: 4.9
(ID: B01MF6V2ZC) Mad Monster Party original Soundtrack | CDs & Vinyl > Pop | Rating: 3.8
(ID: B000PHW1W8) Com'n Back for More | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.3
(ID: B00EZPCY14) Treble & Reverb | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 5.0
(ID: B000244FFA) Brother Is to Son | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 5.0
(ID: B0002W6DGQ) Lovedeathbeauty | CDs & Vinyl > Dance & Electronic > Drum & Bass | Rating: 4.5
(ID: B00200JXII) Sloe Gin | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.8
(ID: B000000YO1) Nippon Soul | CDs & Vinyl > Jazz > Bebop | Rating: 4.8
(ID: B000054OX4) Shake Your Money Maker | CDs & Vinyl > Classic Rock > Southern Rock | Rating: 4.7
(ID: B00005QK3A) Fugazi | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B001PPLI5K) Ventriloquist | CDs & Vinyl > Metal | Rating: 5.0
(ID: B000006V66) Musicals | CDs & Vinyl > Pop > Oldies | Rating: 4.5
(ID: B00ISUPHFW) Some Things Coming | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000006C5T) Grind 1985 Original Broadway Cast | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.5
(ID: B0000258R3) Live At Antone's | CDs & Vinyl > Country > Americana | Rating: 4.7
(ID: B000005EB0) Trumpet & Organ Works | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B0009F66S6) New Normal | CDs & Vinyl > Imports > Rock | Rating: 4.6
(ID: B00SSEXFTI) Transmission.Alpha.Delta | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B0161KHX3Y) Singles Collection | CDs & Vinyl > Pop | Rating: 4.4
(ID: B09KZDH5RY) Composed In Color | CDs & Vinyl > Jazz > Traditional Jazz & Ragtime | Rating: 4.7
(ID: B0012GMX7Y) I Can See Clearly Now | CDs & Vinyl > Today's Deals in Music > R&B | Rating: 4.7
(ID: B000000FBU) Dicks: 1980-1986 | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.3
(ID: B001WKHZOQ) Something Latin / Something Porter | CDs & Vinyl > Pop > Oldies | Rating: 4.3
(ID: B007929FGW) Cutting Edge Years | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.3
(ID: B008RWOP0Y) Twice Shy | CDs & Vinyl > Classic Rock > Glam | Rating: 4.7
(ID: B00020HDN0) Blue Note Plays the Beatles | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.4
(ID: B009SFQNZO) Solfeggio Frequencies | CDs & Vinyl > New Age | Rating: 3.9
(ID: B000UE64SS) Civilians | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.5
(ID: B002JSV4F6) The Romantic Voices Sing All-time Romantic Favorites | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B0001ARH8W) Up All Night | CDs & Vinyl > Jazz > Cool Jazz | Rating: 4.0
(ID: B01DO5W6TU) Symphony No.6; Borodin: Polovtsian Dances | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.9
(ID: B000002MVA) By Faith | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B00KCM3JMM) Blues Pills | CDs & Vinyl > Rock > Hard Rock | Rating: 4.6
(ID: B08WZ2Z9NS) Standing On The Edge | CDs & Vinyl > Rock > Hard Rock | Rating: 4.6
(ID: B00005HXZI) Digimortal | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.5
(ID: B000GI3670) The Piper at the Gates of Dawn [DVD] | CDs & Vinyl > Rock > Progressive | Rating: 3.7
(ID: B0000004VC) Call Me D-Nice | CDs & Vinyl > Rap & Hip-Hop > East Coast | Rating: 4.5
(ID: B08ZVQLYHC) Live | CDs & Vinyl > Rock | Rating: 4.7
(ID: B00004ZBDD) Not Guilty | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.7
(ID: B00070Q89K) String Quartet Tribute To Muse | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.1
(ID: B09XRCPKNJ) ØF KINGDØM AND CRØWN | CDs & Vinyl > Metal | Rating: 4.7
(ID: B07MX29YHM) Yours To Keep | CDs & Vinyl > Pop | Rating: 4.9
(ID: B07S4GJSJ9) The Warner Bros. Albums: 1970-1976 | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000001N9Z) Costa Rica: Calypso Musique Du Monde | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 5.0
(ID: B07SCHCWXP) Shaft Soundtrack | CDs & Vinyl > Soundtracks | Rating: 4.5
(ID: B000066F1I) Solo Tuya | CDs & Vinyl > International Music | Rating: 3.3
(ID: B000050X9Y) Napoleon Coste: Guitar Works - Volume 5 | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.9
(ID: B00000DWUZ) Carols | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.6
(ID: B000AANBG0) The Police - Synchronicity Concert | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.5
(ID: B005EIHMTU) New Life | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000268OSC) O Poeta E O Violao | CDs & Vinyl > International Music > South & Central America | Rating: 4.7
(ID: B00005USEJ) Greatest Broadway Hits: Golden Greats | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.6
(ID: B0000006OH) In a Hefti Bag | CDs & Vinyl > Jazz > Bebop | Rating: 4.7
(ID: B000BLI4QU) Party Tyme Oldies 3 16-song G | CDs & Vinyl > Pop > Oldies | Rating: 4.1
(ID: B000063DIL) Me & My Heart | CDs & Vinyl > International Music > South & Central America | Rating: 4.6
(ID: B00095ML1C) My First Holly Golightly Album | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B0071HW7HO) Dr. Seuss' The Lorax Score | CDs & Vinyl > Pop | Rating: 4.0
(ID: B00016XN84) 20 Best of Love | CDs & Vinyl > Pop > Easy Listening | Rating: 4.9
(ID: B000001GD4) Donizetti: L'Elisir D'Amore | CDs & Vinyl > Opera & Classical Vocal > Operettas | Rating: 4.5
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B009SFQNZO
|
Solfeggio Frequencies
| 2
|
AFD3MI3TDBKEG7NKSTWZRB2VYXTA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Light Beyond | Books > Religion & Spirituality > Occult & Paranormal | Rating: 5.0
- Off the Books: The Underground Economy of the Urban Poor | Books > Politics & Social Sciences > Social Sciences | Rating: 5.0
- So You've Been Publicly Shamed | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
- Hand to Mouth: Living in Bootstrap America | Books > Politics & Social Sciences > Social Sciences | Rating: 3.0
- The Complete Vegetarian Cookbook: A Fresh Guide to Eating Well With 700 Foolproof Recipes (The Complete ATK Cookbook Series) | Books > Cookbooks, Food & Wine > Cooking by Ingredient | Rating: 5.0
- LDS Preparedness Manual, V8, 2012 Edition (Volume 8.xx) | Books > ASINs for HQP | Rating: 4.0
- Creative Haven Zenscapes Coloring Book (Creative Haven Coloring Books) | Books > Children's Books > Activities, Crafts & Games | Rating: 5.0
- Gang Leader for a Day: A Rogue Sociologist Takes to the Streets | Books > Politics & Social Sciences > Social Sciences | Rating: 5.0
- A Game of Thrones / A Clash of Kings / A Storm of Swords / A Feast of Crows / A Dance with Dragons | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Spook: Science Tackles the Afterlife | Books > Reference > Writing, Research & Publishing Guides | Rating: 5.0
### User's music History:
- Saint-Saens: Carnival of the Animals / Danse Macabre | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
- Shamanic Journey Drumming: Spirit Passages | CDs & Vinyl > New Age | Rating: 5.0
- Grand Design | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B07Y97FGZJ) Dirty Diamonds (COLOR VINYL) | CDs & Vinyl > Rock > Hard Rock | Rating: 4.7
(ID: B005UXV70O) Dis.Neyl.An.Daft Erd.Ark | CDs & Vinyl > Metal > Pop Metal | Rating: 4.6
(ID: B008P76VNU) Roomful of Teeth | CDs & Vinyl > Classical | Rating: 4.4
(ID: B003OXX9S0) Disney Adventures In Jazz | CDs & Vinyl > Children's Music | Rating: 3.6
(ID: B005ZKCFZS) Story Girl | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.9
(ID: B00I6JEPM6) No Sleep | CDs & Vinyl > Metal > Pop Metal | Rating: 4.6
(ID: B06Y35W6QZ) The Magpie Salute | CDs & Vinyl > Pop | Rating: 4.6
(ID: B001N6FPFK) Music from the Concert Experience | CDs & Vinyl > Pop > Teen Pop | Rating: 4.8
(ID: B00008V71T) Ep | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.0
(ID: B000000FPA) Bryndle | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.6
(ID: B00005HFPP) Stanley Kubrick's Clockwork Orange 1971 Film - Japan edition | CDs & Vinyl > Soundtracks | Rating: 4.2
(ID: B000000DBX) Smokin Armadillos | CDs & Vinyl > Country > Classic Country | Rating: 4.5
(ID: B00000888D) Flesh & Blood | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B002IDH4NI) Mater's Car Tunes | CDs & Vinyl > Children's Music > Disney | Rating: 4.4
(ID: B00X7PE0XS) Rio | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000002JVS) Naked City | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.6
(ID: B002YUEPSW) The Captain and Me - Original Master Recording | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000001Z1J) Sky Blue Catfish | CDs & Vinyl > Children's Music | Rating: 4.9
(ID: B08WDGWXG4) Anime Girls und Panzer Final Chapter Original Soundtrack "GIRLS und PANZER das FINALE Episode 1 ~ Episode 3 Soundtrack" | CDs & Vinyl > Soundtracks | Rating: 4.8
(ID: B0000549SE) And the Hockey Song | CDs & Vinyl > Country > Bluegrass | Rating: 4.0
(ID: B000H9HX5E) Eddie Rabbitt - The Platinum Collection | CDs & Vinyl > Country > Bluegrass | Rating: 4.7
(ID: B00J9CHJ5E) Civil War Songs of the North | CDs & Vinyl > Blues | Rating: 4.6
(ID: B000G73UDG) Plays Well With Others | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.6
(ID: B00005V96W) Australia | CDs & Vinyl > International Music > Australia & New Zealand | Rating: 4.1
(ID: B07HGRC2H6) Human | CDs & Vinyl > Pop | Rating: 4.9
(ID: B009SX95HE) On the Shores | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B000ET4HGU) He Gives Flowers to Everyone | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
(ID: B005DZMN48) SEA OF MEMORIES | CDs & Vinyl > Pop | Rating: 4.5
(ID: B00006GOF5) Lord Will Make a Way: Higher Plane | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.6
(ID: B00005UNJH) Mr Lover Lover: Best of 1 | CDs & Vinyl > Reggae > Dance Hall | Rating: 4.5
(ID: B00864605G) Songs Of Patience | CDs & Vinyl > Pop | Rating: 4.5
(ID: B0013UN9F4) Arkansas Rockpile / Mojo Man | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.1
(ID: B00AYABKJ6) Classified | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00005RFIY) Rev. James Cleveland Sings With The World's Greatest Choirs | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.8
(ID: B001CJJWU2) Live | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.5
(ID: B008DVJNYW) Oops!... I Did It Again | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00N1D2DF8) Easy Introduction to Jazz-Bossa Nova / Various | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B00E5GK1S6) State To State: Live Across America 1974 - 1980 | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0090UG0I2) Jazz Samba/Jazz Samba Encore! | CDs & Vinyl > Verve Music Group > Verve | Rating: 4.6
(ID: B06XYWYLVJ) Every Valley | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B001C5ZR1E) Who's Next | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B00A0L7PE8) Rock & Roll Love Affair | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000024J5H) The Holy Bible | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B07CTBV7MV) Classic 1950s Science Fiction Film Music, Vol. 1 | CDs & Vinyl > Soundtracks | Rating: 2.6
(ID: B000007QWX) Maria Dimension | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B000000KZY) The Best of John Denver | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B0007WPQUA) A Simple Life | CDs & Vinyl > New Age | Rating: 4.7
(ID: B000198ZRK) Surf Sensation | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.2
(ID: B074D7LM1B) Motherblood | CDs & Vinyl > Metal > Pop Metal | Rating: 4.6
(ID: B000008DIG) Electric Rattlebone | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00000DFUO) Best Of Spice 1 Explicit Lyrics | CDs & Vinyl > Today's Deals in Music > Rap & Hip-Hop | Rating: 4.5
(ID: B007W15D4S) Romeo & Juliet: A Theme for Lovers - Music Around | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.8
(ID: B000XSLVZ2) Christmas Memories | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.5
(ID: B08QBS1VSS) Muddy Water Blues A Tribute To Muddy Waters | CDs & Vinyl > Rock > Blues Rock | Rating: 4.7
(ID: B001DF9PV6) An Old-Fashioned Christmas - 6 Record Boxed-Set | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.4
(ID: B003N2MSQG) Sing The Stephen Foster Songbook | CDs & Vinyl > Country | Rating: 4.6
(ID: B00OYT0ZXU) 1 Vida - 3 Historias | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.6
(ID: B010FULIUK) Complete Piano Trios | CDs & Vinyl > Classical > Chamber Music | Rating: 4.7
(ID: B0002XVSAG) Mi Sangre | CDs & Vinyl > International Music > South & Central America | Rating: 4.6
(ID: B001BOX2ZO) ECM Touchstones: Gnu High | CDs & Vinyl > International Music > North America | Rating: 4.5
(ID: B07432TXVB) The Bus Songs | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B00000E38G) Mozart: Piano Concertos No. 20 K.466, No. 27 K.595 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.9
(ID: B00000E0HC) Best of Anugama: Just Being Here | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.1
(ID: B00177Z4V0) Futureproof | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.8
(ID: B00000741U) There Are Strings | CDs & Vinyl > Reggae > Dub | Rating: 5.0
(ID: B00008MHBD) There Must Be Some Way to Stop Them | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.4
(ID: B000AA7BQ6) Night Birds | CDs & Vinyl > Imports > Jazz | Rating: 4.6
(ID: B0006HBLDM) The Kingston Trio: 45th Anniversary [DVD] | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.9
(ID: B001EKTB1Y) Where You Go I Go: Live from Bethel Church Redding | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 3.9
(ID: B00GYENJG8) Harp Attack | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000QGDIHK) Seperate Ways | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.6
(ID: B07P9S46FX) Unforgettable...With Love | CDs & Vinyl > AutoRip | Rating: 4.8
(ID: B01DEMEV8M) 2 | CDs & Vinyl > Pop | Rating: 4.8
(ID: B0001ZWGII) Complete Piano Sonatas | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.1
(ID: B004WJRGFW) Ring-A-Ding Ding! | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.5
(ID: B000VPCXFY) Control | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B00004YX0O) Inferno: Last in Live | CDs & Vinyl > Metal | Rating: 4.6
(ID: B000VJE1WI) Fluff 'N' Fold-The Best Of | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.4
(ID: B00000DCHF) The Nylon Curtain | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.7
(ID: B006TOUIV2) Willie Dixon Story / Various | CDs & Vinyl > Rock > Blues Rock | Rating: 4.6
(ID: B07TPYWZC3) It All Comes Back To Love | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.8
(ID: B0000074FF) Fighting | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B000059THK) In Honour Of Our Lady For The Catholic Church | CDs & Vinyl > Classical > Sacred & Religious | Rating: 4.7
(ID: B000TCZ7OS) Goose Is Loose | CDs & Vinyl > Country > Outlaw Country | Rating: 4.7
(ID: B0010B5BMU) Schubert: The Complete Secular Choral Works | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B00BBB1CNQ) Soul Sounding: Music for Meditation & Transformati | CDs & Vinyl > New Age > Meditation | Rating: 5.0
(ID: B000ERU59U) Death to Tyrants | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B0002Q2294) Ultimate Collection | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 5.0
(ID: B0002F5JPY) Betsy | CDs & Vinyl > Metal | Rating: 4.8
(ID: B01D67HMWC) Uptown Jazz | CDs & Vinyl > Jazz | Rating: 4.9
(ID: B016W64FQK) Playlist: The Very Best Gospel of Willie Nelson | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B00T8RINPK) Original Album Series | CDs & Vinyl > Rhino Records | Rating: 4.5
(ID: B008UR71DY) Running in the Family | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.6
(ID: B00000GB7R) Anime Salve | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B000001ZRG) Pacific 1860: A Musical Romance 1946 Original London Cast | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 2.5
(ID: B083N2TYZ8) Free Your Mind (COLOR VINYL) | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.8
(ID: B00008MJ9Q) St Matthew Passion | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.8
(ID: B00BJTLRE4) charlie browning / walking along | CDs & Vinyl > Vinyl Store | Rating: 4.5
(ID: B000002J5A) The Rose: The Original Soundtrack Recording | CDs & Vinyl > Today's Deals in Music > Broadway & Vocalists | Rating: 4.5
(ID: B0014M5ZM6) Homespun Songs of the Great Smoky Mountains | CDs & Vinyl > Folk | Rating: 3.4
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B008P76VNU
|
Roomful of Teeth
| 5
|
AFQNRUJUSJBR36DO5MQVVWFFPHWQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Complete Guide to Standard Script Formats: The Screenplay | Books > Arts & Photography > Performing Arts | Rating: 5.0
- Stiff: The Curious Lives of Human Cadavers | Books > Medical Books > Medicine | Rating: 5.0
- Insomnia | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Chosen Prey (Lucas Davenport, No 12) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Exit Wounds (Joanna Brady Mysteries, Book 11) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 5.0
- Hemlock Bay (An FBI Thriller) | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Neverwhere | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Tale of the Body Thief (Vampire Chronicles) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Coraline | Books > Children's Books > Growing Up & Facts of Life | Rating: 5.0
- One Door Away from Heaven | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
### User's music History:
- Ki-Oku | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 5.0
- Inside Wants Out | CDs & Vinyl > Pop > Adult Alternative | Rating: 5.0
- Family | CDs & Vinyl > Jazz > Bebop | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000777X3S) Interstellar Overdrive | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.2
(ID: B000285HBM) Black Coats & Bandages | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 5.0
(ID: B00BILAC5S) A Light in the Dark | CDs & Vinyl > Classical > Ballets & Dances | Rating: 5.0
(ID: B000E1NX2C) Prince of Shaabi | CDs & Vinyl > International Music > Africa | Rating: 4.0
(ID: B0001WTWI8) Linda Ronstadt - Canciones de Mi Padre: A Romantic Evening in Old Mexico | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B000008G1B) Music to Make You Misty & Night Winds | CDs & Vinyl > Pop > Easy Listening | Rating: 4.7
(ID: B000007WT9) O Sole Mio | CDs & Vinyl > Pop > Oldies | Rating: 4.3
(ID: B002BO2RBS) Winter Hill | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.7
(ID: B000024ZM8) Hands On | CDs & Vinyl > AutoRip | Rating: 5.0
(ID: B000005TZL) True Hawaiian | CDs & Vinyl > International Music > Pacific Islands | Rating: 4.7
(ID: B0042KZJMI) Where Stories End | CDs & Vinyl > Metal > Pop Metal | Rating: 4.5
(ID: B00004Y6WQ) Eclecticism | CDs & Vinyl > Jazz > Swing Jazz | Rating: 5.0
(ID: B003ZFVI8A) Live in the Classic City II | CDs & Vinyl > Pop | Rating: 4.4
(ID: B07CP9M8DC) Sketches of American Music | CDs & Vinyl > Rock | Rating: 4.5
(ID: B01HKPELIO) Mis Número 1... Pa' Todo el Año | CDs & Vinyl > International Music > South & Central America | Rating: 4.7
(ID: B000002R7B) Anthology | CDs & Vinyl > Today's Deals in Music > Classic Rock | Rating: 4.3
(ID: B0007TFIGK) Critical Review: Hensley Years - 1970-1976 [DVD] | CDs & Vinyl > International Music > Europe | Rating: 4.0
(ID: B003JEHCWS) Mojo | CDs & Vinyl > Rock > Blues Rock | Rating: 4.6
(ID: B000009RV8) Making Spirits Bright | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B000002R7Q) Second Wind | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 5.0
(ID: B000X0W3XO) Winter in June | CDs & Vinyl > Classical > Chamber Music | Rating: 4.5
(ID: B000002V0X) The Best Of Nina Simone: The Colpix Years | CDs & Vinyl > Pop > Oldies | Rating: 4.3
(ID: B000BBOVGC) Ultimate Isaac Hayes: Can You Dig It | CDs & Vinyl > R&B > Funk | Rating: 4.5
(ID: B00CM9JKFI) Deceiver of the Gods - SUPER DELUXE BOX | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B000B7HZZ0) Rent Highlights from the Original 2005 Motion Picture Soundtrack | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.7
(ID: B000005WX9) Lately | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B00CM90CHI) Road Hog/Angela Jones (VG++ 45 rpm) | CDs & Vinyl > Vinyl Store | Rating: 5.0
(ID: B00065923K) Norah Jones and The Handsome Band - Live in 2004 | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.0
(ID: B001P9PX1Q) Never Going Back | CDs & Vinyl > Blues > Electric Blues | Rating: 4.2
(ID: B000E6GBVW) Ballad of the Broken Seas | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B000002MPB) Give Out But Don't Give Up | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 4.5
(ID: B00JGWKNYQ) Song For My Father | CDs & Vinyl > Blue Note Records | Rating: 4.5
(ID: B005TZFYK2) My Purpose | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.1
(ID: B0009NR7VS) Gold Afternoon Fix | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B00005NG4S) The Band With The Sound / Designs For Dancing | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.7
(ID: B0085J42WK) Singing Brakeman-The Essential Recordings | CDs & Vinyl > Country > Today's Country | Rating: 4.5
(ID: B00000IHV5) Belly Dance (With Samara) | CDs & Vinyl > Jazz | Rating: 5.0
(ID: B002736YNA) God He the Girl | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B000004BSY) Time for Touching Home | CDs & Vinyl > International Music > Europe | Rating: 4.9
(ID: B0015P2FMA) String Poetic: American Works - A 21st Century Perspective | CDs & Vinyl > Classical > Chamber Music | Rating: 4.5
(ID: B00004OCB6) Kristy Hendley | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 5.0
(ID: B000065M08) Permanent Vacation | CDs & Vinyl > Rock > Blues Rock | Rating: 4.6
(ID: B000005ZBO) Far From Perfect | CDs & Vinyl > Country > Americana | Rating: 4.4
(ID: B00000HY5W) Divas Exotica | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B09GZDPC4M) Rufus Wainwright and Amsterdam Sinfonietta | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0000V8G32) Dance Party Fun | CDs & Vinyl > Children's Music | Rating: 4.4
(ID: B00000BIBQ) S.F. Sorrow | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B001REZMG0) Thelonious Monk with John Coltrane | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B00004SRKH) Best of | CDs & Vinyl > Pop > Oldies | Rating: 4.3
(ID: B0006SSPQ2) All Fall Down & The Outrage | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.5
(ID: B000006MVR) Indispensable Duke Ellington & The Small Groups | CDs & Vinyl > Jazz > Swing Jazz | Rating: 5.0
(ID: B00005G4OS) Pop Life | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.7
(ID: B000KG4BOU) Quartet | CDs & Vinyl > Country > Bluegrass | Rating: 4.5
(ID: B002RBZSMA) Dixie Chicken | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B00M7IR5GK) Nehruviandoom | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0000036WZ) Developer | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 3.6
(ID: B000000W4P) Blues for Thought | CDs & Vinyl > Blues > Electric Blues | Rating: 4.7
(ID: B004ZOL57Y) Now That's What I Call Country, Vol. 4 | CDs & Vinyl > Country > Today's Country | Rating: 4.5
(ID: B004JKLRRC) Night Rocker | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0056K4VXG) The Tbm Sounds | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B009WVXTK6) How He Loves Us - Songs of Reassurance | CDs & Vinyl > AutoRip | Rating: 5.0
(ID: B00004YL9T) Jazz Loft 1954-65 | CDs & Vinyl > Jazz > Bebop | Rating: 4.1
(ID: B000IZJTUY) Sincerely ORIGINAL RECORDINGS REMASTERED SET | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B07RVHFCBJ) Greatest Hits - Yesterday Today and Tomorrow Translucent Red Audiophile Poster | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0006FMBWY) Eye to the Telescope | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.7
(ID: B000P6R7V4) Love Is What Stays | CDs & Vinyl > Jazz > Bebop | Rating: 5.0
(ID: B01M3QPY1D) Chocolate Vibez | CDs & Vinyl > Jazz | Rating: 4.9
(ID: B000065AGG) Seasons 01 | CDs & Vinyl > Rock > Jam Bands | Rating: 4.7
(ID: B002A9MN22) Border Lord / Jesus Was a Capricorn | CDs & Vinyl > Country > Today's Country | Rating: 4.2
(ID: B013LXPXN6) Beach Music | CDs & Vinyl > Pop | Rating: 4.8
(ID: B0000DJZ9K) I Can't Stop | CDs & Vinyl > R&B > Soul | Rating: 4.5
(ID: B000001K23) Satie: Complete Piano Music | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.2
(ID: B00009X52D) The Second Line - Scarf Activity Songs | CDs & Vinyl > Children's Music | Rating: 4.8
(ID: B0009ZE97G) Love Is the Answer | CDs & Vinyl > Jazz > Acid Jazz | Rating: 4.0
(ID: B001CVCBVC) Santigold | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B000ERVITG) Protegee of the Sun King | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 5.0
(ID: B01MPYEKXQ) Three Miles From Avalon | CDs & Vinyl > Blues | Rating: 4.7
(ID: B0000TB08M) Toby Keith Video Collection, Volume One (1) | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B00000JK8P) Keepin Time By the River | CDs & Vinyl > Country > Today's Country | Rating: 5.0
(ID: B0000027U4) Mozart: Symphonies Nos. 28, 29 & 35 | CDs & Vinyl > Classical > Symphonies | Rating: 3.8
(ID: B000FDJ2VU) Doc at the Radar Station | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B00008WT66) Ball | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.5
(ID: B00007BHL0) Featuring Cachaito | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.2
(ID: B000GI33VE) YOGA FOR RADIANT HEALTH & WELL BEING [DVD] | CDs & Vinyl > New Age > Meditation | Rating: 4.8
(ID: B000003NI2) Five | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B008NEVP1S) Charmer | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.5
(ID: B000006MZI) Growing Minds With Music: Classical Music | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B00008BEGN) Soundtrack | CDs & Vinyl > Imports > Soundtracks | Rating: 4.8
(ID: B000003R76) Midnight in a Perfect World | CDs & Vinyl > Dance & Electronic > Trip-Hop | Rating: 4.4
(ID: B01H44PHMA) Midwest Farmer's Daughter (Amazon Exclusive Signed Vinyl) | CDs & Vinyl > Vinyl Store | Rating: 4.7
(ID: B000005XDK) Mardi Gras In New Orleans | CDs & Vinyl > Blues > Regional Blues | Rating: 4.4
(ID: B00IBK9KNY) The Best of Terri Gibbs | CDs & Vinyl > Country > Today's Country | Rating: 4.4
(ID: B002APNQF4) Slide It in | CDs & Vinyl > Classic Rock > Arena Rock | Rating: 4.7
(ID: B0001CKR9Q) Kongos | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B0002VEWEM) Definitive Collection: Diva From Bahia | CDs & Vinyl > International Music > South & Central America | Rating: 4.8
(ID: B001673V9S) Into The Fifties ORIGINAL RECORDINGS REMASTERED SET | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B000005KWI) Revival in the Land | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B000RB9QCA) He-Motions | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.2
(ID: B0016B6ZFQ) Greatest Hits The 50th Anniversay Collection | CDs & Vinyl > Comedy & Spoken Word > Comedic Music | Rating: 4.6
(ID: B00L5J4PYC) Beethoven: Complete String Quartets | CDs & Vinyl > Classical > Chamber Music | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0000DJZ9K
|
I Can't Stop
| 1
|
AGC6MIFXZ4FI6ALABY7L5V6VXOPA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Marooned in Realtime (Peace War, 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- The Martians (Mars Trilogy) | Books > Science Fiction & Fantasy > Science Fiction | Rating: 3.0
- Moneyball: The Art of Winning an Unfair Game | Books > Business & Money > Industries | Rating: 4.0
- Winter's Heart (The Wheel of Time, Book 9) (Wheel of Time, 9) | Books > Science Fiction & Fantasy > Fantasy | Rating: 3.0
- Red Mars (Mars Trilogy) | Books > Science Fiction & Fantasy > Science Fiction | Rating: 5.0
### User's music History:
- To The 5 Boroughs Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > East Coast | Rating: 5.0
- G-Sides | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.0
- So... How's Your Girl? | CDs & Vinyl > Pop > Dance Pop | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B07GX88VBZ) Behind The Music | CDs & Vinyl > Rock | Rating: 4.3
(ID: B000RT3QQY) We Still Believe | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
(ID: B0000AQRZ1) Between Today & Yesterday | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B0039NNI9A) Songs From The Stoop | CDs & Vinyl > Folk | Rating: 4.2
(ID: B0000AWULB) Bazooka Tooth | CDs & Vinyl > Rap & Hip-Hop > Experimental Rap | Rating: 4.8
(ID: B000003EO0) Artur Rubinstein - The Chopin Collection: 7 Polonaises | CDs & Vinyl > Classical > Ballets & Dances | Rating: 5.0
(ID: B00001IVN2) Forbidden | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.5
(ID: B006X47230) Angel Voices 2012 | CDs & Vinyl > Classical | Rating: 4.5
(ID: B09S14B4YY) Planetary Unfolding 2022 | CDs & Vinyl > Rock | Rating: 4.5
(ID: B000031WOU) Gloomy Sunday | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.1
(ID: B00004T2VE) This Is Me | CDs & Vinyl > Country | Rating: 2.4
(ID: B000001YXX) Dance Mix Usa 3 | CDs & Vinyl > Dance & Electronic > House | Rating: 4.5
(ID: B00001P4RN) Dello Joio: Complete Works for Piano, Vol. 1 | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B003DI3L70) Omen | CDs & Vinyl > Metal > Pop Metal | Rating: 4.6
(ID: B00007DXP3) Macross Zero | CDs & Vinyl > Imports > Soundtracks | Rating: 4.1
(ID: B0049O1YI0) ticket to ride / yes it is 45 rpm single | CDs & Vinyl > Vinyl Store | Rating: 5.0
(ID: B00000JCG8) Ultra-Lounge: Wild, Cool & Swingin' - Artist Series Vol 4 | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B004TH7H5Q) Falling In Love | CDs & Vinyl > International Music > Europe | Rating: 5.0
(ID: B00004HYC7) That's Cool | CDs & Vinyl > Imports > Rock | Rating: 4.0
(ID: B071HHJCDY) Best Of Armin Only | CDs & Vinyl > Pop > Dance Pop | Rating: 4.6
(ID: B00005MLTM) True Carnage | CDs & Vinyl > Metal > Death Metal | Rating: 4.5
(ID: B0000860FU) Murs Rules The World Explicit Lyrics | CDs & Vinyl > International Music > Far East & Asia | Rating: 5.0
(ID: B0000027IR) Ravel: Piano Concerto for the Left Hand/Prokofiev: Piano Concerto No. 4/Britten: Diversions | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B0000073HR) Long Distance: Best of | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B000UNYTFO) Rebelde | CDs & Vinyl > International Music > South & Central America | Rating: 4.8
(ID: B0009IFF08) Vivaldi | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B0012GN0A8) Powerglide | CDs & Vinyl > Rock > Country Rock | Rating: 4.3
(ID: B000NOU4U4) Body and Soul | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.5
(ID: B07C5NSRWJ) Lost Fables | CDs & Vinyl > Rock | Rating: 4.8
(ID: B000005J3V) Released 1985-1995 | CDs & Vinyl > Classical > Chamber Music | Rating: 4.9
(ID: B001DGSCJQ) Night Light | CDs & Vinyl > International Music > Europe | Rating: 5.0
(ID: B00HW9SVLW) Let's Wrestle | CDs & Vinyl > Pop | Rating: 4.4
(ID: B000057OWD) Sweet Child | CDs & Vinyl > Folk > British & Celtic Folk | Rating: 4.6
(ID: B00067RF6E) Halo 2 (Original Soundtrack) | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.8
(ID: B0002FHCOK) It's My Time | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.7
(ID: B000O78L32) The Silver Tree | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.6
(ID: B07XQRHGWT) Christmas With The Stars & The Royal Philharmonic Orchestra / Various | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.4
(ID: B003RAKNDY) Black City | CDs & Vinyl > Dance & Electronic > Techno | Rating: 4.4
(ID: B003AYBCV4) Sounds of Silence | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.7
(ID: B000LRZ05C) Doug Kershaw / Mama Kershaw's Boy | CDs & Vinyl > Blues > Regional Blues | Rating: 4.5
(ID: B00000IADL) Funcrusher Plus | CDs & Vinyl > Pop > Dance Pop | Rating: 4.6
(ID: B0016MJ2LY) Reinventing the Heartbeat | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.9
(ID: B00N29D7KQ) Soulville | CDs & Vinyl > Verve Music Group > Verve | Rating: 4.6
(ID: B004I9AQTE) New Kind of House | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000G8P38K) Radiance | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.1
(ID: B0000025ME) Favorite Overtures | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B00000FFLI) Gran Turismo | CDs & Vinyl > Pop > Euro Pop | Rating: 4.7
(ID: B000S9E7CU) Humbug Gold!: Christmas Songs for the Scrooge in Your Life | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 5.0
(ID: B000002MWY) A.M. | CDs & Vinyl > Country > Americana | Rating: 4.7
(ID: B000005DJU) Druid | CDs & Vinyl > International Music | Rating: 4.9
(ID: B01N36ZNYJ) Color Theory | CDs & Vinyl > Jazz | Rating: 4.9
(ID: B07GW46DT5) Four Classic Albums | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B00C7MH3R2) Love & Girls | CDs & Vinyl > International Music > Far East & Asia | Rating: 5.0
(ID: B01G642UKG) Butterfly | CDs & Vinyl > Pop | Rating: 4.4
(ID: B008OW1SAC) An Awesome Wave | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.8
(ID: B000004B2J) Sea & Cake | CDs & Vinyl > Rock > Progressive | Rating: 4.9
(ID: B00DC3DGSK) Rhythm & Blues | CDs & Vinyl > Blues | Rating: 4.7
(ID: B00005RFQE) Only One | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B003LWLGHU) No Time to Bleed: The Body Bag Edition | CDs & Vinyl > Pop | Rating: 4.5
(ID: B00ANDCY1C) Shadowlands | CDs & Vinyl > Pop > Dance Pop | Rating: 4.4
(ID: B000KHX6T0) Off the Record | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.7
(ID: B00000373U) Either/Or | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.8
(ID: B01J2QJTAE) Death Of A Dead | CDs & Vinyl > Vinyl Store | Rating: 4.4
(ID: B0773Q3PNB) I Ke Ko A Ke Au | CDs & Vinyl > International Music | Rating: 4.4
(ID: B00000HZTQ) Sheaf of Songs from Ireland | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 5.0
(ID: B085RQNB7C) Care Pupille | CDs & Vinyl > Classical | Rating: 4.7
(ID: B000005IEQ) Russian Baroque | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.0
(ID: B000BKUX1K) Just Friends | CDs & Vinyl > Today's Deals in Music > Soundtracks | Rating: 4.7
(ID: B000003D0I) Overtures for Orchestra | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 3.6
(ID: B000008BD3) Book of Ways | CDs & Vinyl > Jazz > Bebop | Rating: 4.7
(ID: B0009JE5CG) Worship Jamz Worship Jamz | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.3
(ID: B000E1JODO) Totalitar | CDs & Vinyl > Pop > Dance Pop | Rating: 3.8
(ID: B004TRKHN0) Sad Lovers and Giants: Headland / Clocks Go Backward | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.1
(ID: B000000893) Mandrake Memorial | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.9
(ID: B0001EMW06) It's All Around You | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B000000OGI) The Ghost And The Darkness: Music From The Motion Picture | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.6
(ID: B0001XDZTY) Maximum Thrust | CDs & Vinyl > R&B > Funk | Rating: 4.6
(ID: B004MRX8A6) There Goes Rhymin' Simon | CDs & Vinyl > Rock > Folk Rock | Rating: 4.8
(ID: B000BYW6SE) Peanut Butter Rock N Roll | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.6
(ID: B00000185S) Butterfly & The Smooth One | CDs & Vinyl > Jazz > Swing Jazz | Rating: 5.0
(ID: B00009VU2A) Music For My Peoples | CDs & Vinyl > Latin Music > Salsa | Rating: 4.5
(ID: B0002XEE2K) Cardiff Rose | CDs & Vinyl > Rock > Country Rock | Rating: 4.6
(ID: B0000026UM) Crescent City Christmas Card | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.1
(ID: B00007MB2U) DareLove & Dancing | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.8
(ID: B00000637X) Raw Sylk | CDs & Vinyl > R&B > Soul | Rating: 4.4
(ID: B00M5AJAQ8) Soul Master: Expanded Edition | CDs & Vinyl > Pop | Rating: 4.8
(ID: B07JJGGLB4) When The World Becomes Undone | CDs & Vinyl > Rock > Hard Rock | Rating: 4.6
(ID: B0000011NQ) Pure Dirt | CDs & Vinyl > Country > Bluegrass | Rating: 4.7
(ID: B00000I0D4) Songs From the Heart | CDs & Vinyl > International Music > Europe | Rating: 4.2
(ID: B001NYNNF6) Definitive Rah Band Colle | CDs & Vinyl > Rock > Hard Rock | Rating: 4.3
(ID: B00435JG9O) Forever Yiddish | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
(ID: B001G5ZNG4) Song For My Father | CDs & Vinyl > Jazz > Bebop | Rating: 4.8
(ID: B01CTGMX9I) Beethoven Piano Sonatas Volume 5 Nos. 3, 25, 27, & 28 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B00BIPJ886) Glass: Cello Concerto No.2 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.2
(ID: B009CXBSJ8) Music for An Arabian Night | CDs & Vinyl > Jazz | Rating: 4.1
(ID: B000A8P0Z2) It's Still Living | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B000ROAM1G) Dig Years 2001-2005 | CDs & Vinyl > Country > Americana | Rating: 4.7
(ID: B00BDQWB2A) Emergency On Planet Earth | CDs & Vinyl > Jazz > Acid Jazz | Rating: 4.7
(ID: B004X8FJ3I) I Put My Tongue on the Window | CDs & Vinyl > Pop > Adult Alternative | Rating: 5.0
(ID: B001H9JB8A) One Day As A Lion | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.5
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00067RF6E
|
Halo 2 (Original Soundtrack)
| 3
|
AGDXYMF5VMTODPUEQYNZC5NDSYXA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The 1619 Project: A New Origin Story | Books > Politics & Social Sciences > Social Sciences | Rating: 5.0
- There Is Nothing For You Here: Finding Opportunity in the Twenty-First Century | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
- Philip's Navigator Scotland (Philip's Road Atlases) | Books > Travel > Europe | Rating: 5.0
- Threads of Life: A History of the World Through the Eye of a Needle | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 4.0
- Born a Crime: Stories from a South African Childhood | Books > Biographies & Memoirs > Arts & Literature | Rating: 5.0
- The Bread Baker's Apprentice, 15th Anniversary Edition: Mastering the Art of Extraordinary Bread [A Baking Book] | Books > Cookbooks, Food & Wine > Baking | Rating: 5.0
- Black Diamonds: The Rise And Fall Of A Great English Dynasty | Books > History > Europe | Rating: 5.0
- Brian May's Red Special: The Story Of The Home-Made Guitar That Rocked Queen And The Wo | Books > Arts & Photography > Music | Rating: 5.0
- Kaffe Fassett's Quilts in the Cotswolds: Medallion Quilt Designs with Kaffe Fassett Fabrics | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 5.0
- Kaffe Fassett's Quilts in Ireland: 20 designs for patchwork and quilting | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 4.0
### User's music History:
- Dig In Deep | CDs & Vinyl > Rock | Rating: 5.0
- Chimpin' The Blues | CDs & Vinyl > Blues > Traditional Blues | Rating: 5.0
- Live In London | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000LV639A) Showtime! Music of Broadway and Hollywood | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B0000D9PLL) Ultimate Eddy Arnold | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.6
(ID: B00TJFXH5W) The Complete Studio Albums: 1981-1990 | CDs & Vinyl > Rhino Records | Rating: 4.7
(ID: B0026RLQLM) Hifi Bossanova | CDs & Vinyl > Jazz > Brazilian Jazz | Rating: 4.7
(ID: B00000B8IM) Mirrorworlds | CDs & Vinyl > Rock | Rating: 3.8
(ID: B00EBJ62EY) Blanco Y Negro | CDs & Vinyl > International Music | Rating: 3.8
(ID: B00004RHZU) Can't Take Me Home | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 4.8
(ID: B003BCP3L0) Jacques Offenbach: Les Contes d'Hoffmann (The Tales of Hoffmann) [New York -- December 22, 1956: Richard Tucker, George London, Laurel Hurley, Lucine Amara, Belen Amparan, Charles Anthony, Mildred Miller, Sandra Warfield, James McCracken, Norman Scott, Paul Franke; Thomas Schippers] | CDs & Vinyl > Classical | Rating: 3.2
(ID: B00W3H3PCS) Whatever Forever | CDs & Vinyl > Metal > Pop Metal | Rating: 5.0
(ID: B072C1QJ6Y) The Cicada Tree | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B001GCZXW6) Soaring Jazz Club | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.8
(ID: B001OFUUBO) God's Image | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.3
(ID: B07PHKPH7J) Ear Worms | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.3
(ID: B000GPIFIS) Robbie Dupree | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.6
(ID: B000001VEK) Very Best Of: Acoustic Blue | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.7
(ID: B0000JKLRI) Windy & Other Hits | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.7
(ID: B00AJLHTU4) Images And Words | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B00005N8T1) New Favorite | CDs & Vinyl > Country > Bluegrass | Rating: 4.7
(ID: B0032BVEIG) You Shorty Me Tarzan | CDs & Vinyl > Jazz | Rating: 4.2
(ID: B004O0VBW8) The Leslie West Band | CDs & Vinyl > Rock > Hard Rock | Rating: 4.4
(ID: B0000AACMT) Here Comes The Monolith | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000027IGS) Hearing Solar Winds | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.5
(ID: B000MM1EPG) Link | CDs & Vinyl > Metal > Death Metal | Rating: 4.8
(ID: B000001ATH) Wavelength Infinity: Sun Ra Tribute / Various | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 3.5
(ID: B0001KL4I6) Torch Songs | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B07TNVWKLM) Omara Portuondo Buena Vista Social Club Presents | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B000003FSB) The Fabulous Ballroom Collection | CDs & Vinyl > Pop > Easy Listening | Rating: 4.3
(ID: B0008237D2) Pete Seeger's Rainbow Quest with Judy Collins and Elizabeth Cotten | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.2
(ID: B000056PPX) Injury Loves Melody | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.9
(ID: B00V4UP1GS) Chalk This One Up to the Moon | CDs & Vinyl > Folk | Rating: 4.5
(ID: B00000ID42) Annie Get Your Gun 1999 Broadway Revival Cast | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B0057PR4LQ) Moody Blue | CDs & Vinyl > Vinyl Store | Rating: 4.6
(ID: B00EIGV7KE) Be Bop Deluxe at the BBC 1974 - 1978 | CDs & Vinyl > Pop | Rating: 4.8
(ID: 6301542185) Samantha Fox: The Music Video Collection VHS | CDs & Vinyl > Pop > Dance Pop | Rating: 4.2
(ID: B01AKWXRMA) Songs By Others (RSD 2016 Exclusive) | CDs & Vinyl > Vinyl Store | Rating: 5.0
(ID: B01I584G5S) Pasquale Esposito Celebrates Enrico Caruso | CDs & Vinyl > Pop > Vocal Pop | Rating: 5.0
(ID: B000057R2C) Why Can't I Be Good / Faraway, So Close! / Chaos | CDs & Vinyl > Soundtracks | Rating: 4.5
(ID: B00000183L) Divine Love | CDs & Vinyl > Folk > Traditional Folk | Rating: 5.0
(ID: B00005Q6NX) Handel - Messiah / Les Musiciens du Louvre-Grenoble · Minkowski | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.0
(ID: B000002878) Stoned Soul Picnic: The Best of Laura Nyro | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.7
(ID: B0000005N2) CHRISTMAS LIVE | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B007YIHFPO) Western Film Themes / Various | CDs & Vinyl > Country | Rating: 4.5
(ID: B0000080DU) Jazz Grunge | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 3.9
(ID: B01KV3ZWYE) Celebrate Christmas | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.7
(ID: B000006UYK) Stand By Me Audio Oasis | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B07WDDLTQR) Words Fail Me | CDs & Vinyl > Rock | Rating: 4.5
(ID: B077Y829T7) Live In Europe | CDs & Vinyl > Verve Music Group > Verve | Rating: 4.5
(ID: B0015I2PIQ) Music That Illuminates Your Life 1 | CDs & Vinyl > New Age > Meditation | Rating: 4.2
(ID: B00BKERSJG) Once Upon a Time: The Acoustic Sessions | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B000001EGQ) Angel Band: The Classic Mercury Recordings | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.9
(ID: B000056P9N) Napule E: Best of | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B000002I57) Bags & Trane | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.5
(ID: B00005B2VI) Waiting for a Song | CDs & Vinyl > Pop > Oldies | Rating: 4.4
(ID: B000000SHW) Beethoven: Symphony No. 5; Egmont, Incidental Music | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B000A2GVTC) Two Old Friends | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.7
(ID: B000EXZHIS) The Bonzo Dog Doo Dah Band 40th Anniversary DVD | CDs & Vinyl > International Music > Europe | Rating: 4.2
(ID: B000066RMY) East of the River Nile | CDs & Vinyl > Reggae > Dub | Rating: 4.8
(ID: B013GVN9RA) The Lion King: Original Motion Picture Soundtrack by N/A (1994-05-31) | CDs & Vinyl > Soundtracks | Rating: 4.5
(ID: B07NHP8F44) E.V.A. | CDs & Vinyl > Pop | Rating: 4.5
(ID: B094ZRK55C) It's Only Rock & Roll / Never Could Toe The Mark / Turn The Page / Sweet Mother Texas | CDs & Vinyl > Country | Rating: 4.8
(ID: B000000WC1) Enigma 3: Le Roi Est Mort, Vive Le Roi! | CDs & Vinyl > Dance & Electronic > World Dance | Rating: 4.7
(ID: B000F3JSR8) The Pledge | CDs & Vinyl > Christian & Gospel | Rating: 4.6
(ID: B0093U03L4) Top 50 Praise Songs 2013 | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.6
(ID: B000FFP082) Violence Is Golden | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B000007NAY) gloria! | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 4.7
(ID: B007Y56IAA) 3 Brave Souls | CDs & Vinyl > Jazz | Rating: 3.7
(ID: B00005TQ2N) Safina | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B00003TFZ0) Quiet | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.6
(ID: B000AOEN0Y) The Craig Machine | CDs & Vinyl > Comedy & Spoken Word > Comedic Music | Rating: 4.6
(ID: B00CMYRT6K) Scorpion Child | CDs & Vinyl > Metal > Pop Metal | Rating: 4.5
(ID: B000002WP3) Body & Soul | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 4.9
(ID: B000000ZI5) I'll Play the Blues for You | CDs & Vinyl > Blues > Regional Blues | Rating: 4.7
(ID: B0009KIY8Q) Big Band Themes - Remember Them? ORIGINAL RECORDINGS REMASTERED SET | CDs & Vinyl > Jazz > Swing Jazz | Rating: 3.5
(ID: B07CPF52NN) Live at the Montreal Forum | CDs & Vinyl > Rock > Hard Rock | Rating: 3.6
(ID: B00004YRAJ) All I Have | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.9
(ID: B00000JNMZ) The Best of Spooky Tooth: That Was Only Yesterday | CDs & Vinyl > Rock > Progressive | Rating: 4.5
(ID: B00DNJ96ZA) Greater Than Before | CDs & Vinyl > Pop | Rating: 4.6
(ID: B005F8CL1S) Complete Studio Albums Collection | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.8
(ID: 6305772665) Classic Albums - U2: The Joshua Tree [DVD] | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.3
(ID: B015SWU0KO) Strikes Again: Expanded Edition | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0041NZMJ6) Mesgana Ethiopia | CDs & Vinyl > International Music > Africa | Rating: 4.4
(ID: B001AMMFXC) Viva Tirado | CDs & Vinyl > Latin Music > Latin Rock | Rating: 4.1
(ID: B00EFW9L1S) Half About Being a Woman | CDs & Vinyl > Pop | Rating: 4.6
(ID: B002WI6C7S) In Sweden: 1957-1959 Sessions | CDs & Vinyl > Jazz | Rating: 5.0
(ID: B000063DFN) Powerslave 1998 Remastered Edition | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.8
(ID: B000008H4P) It's a Spike Jones Christmas | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.6
(ID: B000M897OA) Oh! Gravity- Best Buy Exclusive | CDs & Vinyl > Christian & Gospel > Rock & Alternative | Rating: 3.7
(ID: B07WMM9385) Blue Eyed Soul | CDs & Vinyl > R&B > Funk | Rating: 4.5
(ID: B00000E2OV) Schumann: Fantasiestucke Op. 12 / Fantasie in C / C-dur Op. 17 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B081KRTJB2) Secrets & Escapes | CDs & Vinyl > Rap & Hip-Hop > Experimental Rap | Rating: 4.5
(ID: B082154533) Songs Inspired By The Film The Beatles And India/The Beatles And India Soundtrack | CDs & Vinyl > International Music > India & Pakistan | Rating: 4.6
(ID: B000002AYF) Paul Davis - Greatest Hits | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.3
(ID: B00000099K) South Of I-10 | CDs & Vinyl > Today's Deals in Music > Blues | Rating: 4.6
(ID: B0000C7PV2) Veronica Guerin | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.8
(ID: B000003GW4) Complicated Futility of Ignorance | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 3.5
(ID: B00000J5YP) Us & Them | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.1
(ID: B001WRDEIA) Blues Stop Knockin | CDs & Vinyl > Blues > Regional Blues | Rating: 4.5
(ID: B000A283IO) Prairie Fire | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.2
(ID: B00001ZWF8) What A Wonderful World | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B0029AW8FO) Foul Play | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B005F8CL1S
|
Complete Studio Albums Collection
| 5
|
AGJWW3SNQ5FH2QLOJISFKAHZ6VIQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Where the Light Fell: A Memoir | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 5.0
- The Judge's List: A Novel (The Whistler) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- We Begin at the End: Winner of the CWA Gold Dagger for Best Crime Novel 2021 | Unknown | Rating: 4.0
- The Lawyer: A Legal Thriller (Michael Gresham Legal Thrillers) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Killer Chef (BookShots) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Defending Turquoise (Thaddeus Murfee Legal Thriller Series Book 5) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- The Pot Thief Who Studied Billy the Kid | Books > Literature & Fiction > Humor & Satire | Rating: 5.0
- Beyond a Reasonable Death (Thaddeus Murfee Legal Thriller Series Book 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Off the Grid (A Joe Pickett Novel) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Night Ranger (A John Wells Novel Book 7) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
### User's music History:
- My Savior | CDs & Vinyl > Country | Rating: 5.0
- Fun | CDs & Vinyl > Country | Rating: 5.0
- Brotherly Love | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B007V1VSPW) Grace and Mercy | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B000EBDAAW) Just Getting Started | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.8
(ID: B000NJVWTQ) Gaudi | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.4
(ID: B00152VWM2) Greatest Hits | CDs & Vinyl > Country > Today's Country | Rating: 4.5
(ID: B07GR2G8WP) Vulgar In The Chapel - The Animal!/Not Animal Demo Recordings | CDs & Vinyl > Rock | Rating: 4.5
(ID: B00J0H0YN2) Ghost Stories, (l'emballage peut varier) | CDs & Vinyl > Pop | Rating: 4.5
(ID: B00008US1D) Radio Bakongo | CDs & Vinyl > International Music > South & Central America | Rating: 5.0
(ID: B00ZSUZ6RO) Buried in Violence Explicit Lyrics | CDs & Vinyl > Metal > Pop Metal | Rating: 4.3
(ID: B002CXG6BK) Planet Paprika | CDs & Vinyl > Dance & Electronic > World Dance | Rating: 4.5
(ID: B00ECI6EVK) Talking Dreams | CDs & Vinyl > Rock | Rating: 4.7
(ID: B001R0KHJ6) 16 Biggest Hits | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B000B2WK14) 21st Century Pioneer | CDs & Vinyl > Country | Rating: 4.5
(ID: B00E688JWS) Ashes of Ares | CDs & Vinyl > Metal > Pop Metal | Rating: 4.6
(ID: B002V4ISTS) Ecstasy | CDs & Vinyl > New Age | Rating: 3.5
(ID: B00000337E) Billboard Top Pop Hits: 1964 | CDs & Vinyl > Pop > Oldies | Rating: 4.3
(ID: B000002KKE) Stay Free | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.9
(ID: B003102ISI) Buckaroo Blue Grass II: Riding Song | CDs & Vinyl > Country > Bluegrass | Rating: 4.3
(ID: B001AIRWJ8) Basic Channel 2 | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B000BQPY1S) Elixir | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.8
(ID: B002O2MC1C) Arne: Artaxerxes | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B09C4FWJHH) Queens of the Stone Age | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B0000558NP) Beats of the Heart - The Spirit of Samba: Black Music of Brazil | CDs & Vinyl > International Music > South & Central America | Rating: 3.6
(ID: B0001E3E0I) Tempo of the Damned | CDs & Vinyl > Metal > Thrash & Speed Metal | Rating: 4.8
(ID: B0000A02WW) Alison Krauss & Union Station Live | CDs & Vinyl > Country > Bluegrass | Rating: 4.7
(ID: B00000C291) Prelude, Fugue and Riffs & other works | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.6
(ID: B00000DQOP) Spotlight on | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B0007PLZYS) Living Eyes / More Fun | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.0
(ID: B002LE84G0) One World One Love | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.6
(ID: B002J0QDWI) Life Is Not A Snapshot | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.9
(ID: B00KOFWM0W) Subterranean - New Designs on Bowie's Berlin | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.7
(ID: B005EYP5Y8) Blues In The Afterburner | CDs & Vinyl > Blues > Electric Blues | Rating: 4.3
(ID: B0009IWB46) Classics | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.8
(ID: B00EV1ARBQ) Catch Thirty Three | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B000008I6M) 23 Greatest Hits: Compact Command Performances | CDs & Vinyl > Pop > Oldies | Rating: 5.0
(ID: B000DZ953A) Back To Back Hits | CDs & Vinyl > Today's Deals in Music > Rap & Hip-Hop | Rating: 4.5
(ID: B00009QRA5) Best of | CDs & Vinyl > Today's Deals in Music > R&B | Rating: 4.5
(ID: B00004U0PG) Out of the Blue | CDs & Vinyl > Country > Today's Country | Rating: 5.0
(ID: B078Y2T7G6) Madness Is Too Pure | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0776K6MZW) Josh Lovelace and Friends Present: Young Folk | CDs & Vinyl > Children's Music | Rating: 4.6
(ID: B000005M11) Espectacular | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.8
(ID: B0002HOEEO) Twinkie Clark Presents the Flordia A&M Gospel Choir | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B000FNNI56) Good & Rare | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B00TYYZ684) Carl Smith: Complete US Hits - 1951-62 | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B0000024Q9) Switched-On Bach | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B000003LJD) Rosalyn Tureck Plays Bach: The Great Solo Works | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B000000WO3) Jan Kiepura: My Song For You, Vol. 2, Including Duets With Marta Eggerth Pearl | CDs & Vinyl > Classical > Forms & Genres | Rating: 3.9
(ID: B000GYHR9C) More Plush | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.6
(ID: B008255SY8) Decca Opera: Wagner: Tristan und Isolde | CDs & Vinyl > Classical | Rating: 4.6
(ID: B0009298VG) Sound Unity | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.9
(ID: B0001XLXHK) You Are the Quarry | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B00001NTIA) You Won't Leave Here Like You | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B00EYYU6RA) Orchestral Works 1 | CDs & Vinyl > Classical > Symphonies | Rating: 4.6
(ID: B000002VCI) Go to Heaven | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.6
(ID: B0007N7YHC) Soy | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 5.0
(ID: B0038AMYJ4) More Please | CDs & Vinyl > Children's Music | Rating: 4.9
(ID: B00006HCR7) Icehouse | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.7
(ID: B000ROAKRM) Nuevas Metas | CDs & Vinyl > Today's Deals in Music > Latin Music | Rating: 5.0
(ID: B000MGUZMU) Neon Bible | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B00D605EZW) Earthquake: The A&M Years 1981-1985 | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B00018888C) Salsa Classics Revisited | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.5
(ID: B000E1W71A) AM Gold: 1965 | CDs & Vinyl > Jazz | Rating: 4.9
(ID: B000001FYP) Zydecajun | CDs & Vinyl > Today's Deals in Music > Blues | Rating: 4.7
(ID: B000003LJL) Rosalyn Tureck Plays Bach: Great Solo Works 2 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B00IROI9BS) Eight Classic Albums vol. 2 | CDs & Vinyl > Pop > Easy Listening | Rating: 4.8
(ID: B073MH1VFY) Covered in Black | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B09KN4FG2H) A Christmas Together Candy Cane Swirl | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.8
(ID: B001FBSLUE) Versus | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B000000HFR) Humpty Dance | CDs & Vinyl > Pop > Dance Pop | Rating: 4.6
(ID: B005N5LD2G) Folk Singer | CDs & Vinyl > Blues > Regional Blues | Rating: 4.7
(ID: B000008DV9) New Fire | CDs & Vinyl > Country > Today's Country | Rating: 5.0
(ID: B01J3NX5YM) Let'S Go Down And Blow Our Minds | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000NTPGTI) This One's For You | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.8
(ID: B000H30CA8) Waiting in the Wings | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00LPGIJRY) Kashi: Songs from the India Within | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.3
(ID: B0091A4YCU) It's All Good | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B0000066H3) Mail Order Is Fun! | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 3.9
(ID: B000YKBG4U) Rockin' with the Rhythm - The Judds Record | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B09Q6F3C1H) Run Rose Run | CDs & Vinyl > Country | Rating: 4.7
(ID: B0029MAXL8) Two for One: Collaborations / It's Pronounced Five | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 3.0
(ID: B000005OMD) 2 Days In The Valley Soundtrack | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.2
(ID: B000001ZS3) Oxygene | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B00008FMTJ) One More Try for Love | CDs & Vinyl > Country > Today's Country | Rating: 4.9
(ID: B07F9Q2Z3B) Live In Mendocino | CDs & Vinyl > Folk | Rating: 4.6
(ID: B00005OCHM) Two | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.5
(ID: B0007QS3EC) Simple and Sweet The Best Of Ginny Simms | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.8
(ID: B000095J4F) Mississippi: The Album explicit_lyrics | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.4
(ID: B005PUUMK8) Chopin | CDs & Vinyl > Classical > Symphonies | Rating: 4.7
(ID: B01BY1XP4G) Good High / Brick | CDs & Vinyl > Pop | Rating: 4.6
(ID: B07G24T8C6) 100 Italian Hits | CDs & Vinyl > Pop | Rating: 4.2
(ID: B00004R8ME) Arturo Toscanini, Vol 12 - Verdi: Falstaff | CDs & Vinyl > The Sony Music Masterworks Store > Opera & Vocal | Rating: 4.5
(ID: B000000M0F) In My Head | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B0069B8UHE) Area 52 | CDs & Vinyl > Latin Music > Latin Rock | Rating: 4.5
(ID: B00VQZ3D70) Pitch Perfect 2: Original Motion Picture Soundtrack | CDs & Vinyl > Soundtracks | Rating: 4.6
(ID: B073ZYKLLG) Live At Pompeii | CDs & Vinyl > Pop | Rating: 4.9
(ID: B00FK51N2Y) All Star September 2013 Pop and Country Hits A ASK-1309A | CDs & Vinyl > Karaoke | Rating: 4.7
(ID: B00HN8JVBG) Bird and Diz + Charlie Parker + Charlie Parker Wit | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B00EVSA9SU) Leisure | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B003R0MJ9U) Tribute to Al Green | CDs & Vinyl > R&B | Rating: 1.8
(ID: B0000A1WNY) Sinatra at the Sands With Count Basie & Orchestra | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B0012GMZY0) Angie | CDs & Vinyl > Jazz > Soul-Jazz & Boogaloo | Rating: 4.6
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B09Q6F3C1H
|
Run Rose Run
| 5
|
AGWFXEFQDKXNC2EAQWW5FSL5WNCA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Operation Joktan (A Nir Tavor Mossad Thriller) | Books > Christian Books & Bibles > Literature & Fiction | Rating: 5.0
- Brave Girls Bible Stories | Books > Children's Books > Religions | Rating: 5.0
- Give Please a Chance | Books > Children's Books > Growing Up & Facts of Life | Rating: 4.0
- The Excellent Wife: A Biblical Perspective | Books > Christian Books & Bibles > Christian Living | Rating: 4.0
- Boundaries | Books > Christian Books & Bibles > Christian Living | Rating: 4.0
- Boundaries Workbook: When to Say Yes When to Say No To Take Control of Your Life | Books > Christian Books & Bibles > Christian Living | Rating: 4.0
- While My Sister Sleeps | Books > Cookbooks, Food & Wine > Special Diet | Rating: 5.0
- Brokenness: The Heart God Revives (Revive Our Hearts Series) | Books > Christian Books & Bibles > Christian Living | Rating: 5.0
- The Heart of the 5 Love Languages (Abridged Gift-Sized Version) | Books > Self-Help > Relationships | Rating: 5.0
### User's music History:
- Evergreen | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.0
- Good News | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
- Nobody but Me Deluxe | CDs & Vinyl > Pop > Vocal Pop | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00MHS5CQK) You Haunt Me | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0024F13HI) Dona Got A Ramblin' Mind | CDs & Vinyl > Blues > Regional Blues | Rating: 4.5
(ID: B00004YL0E) One Good Boogie Deserves Another ORIGINAL RECORDINGS REMASTERED | CDs & Vinyl > Country > Classic Country | Rating: 4.1
(ID: B0031ZWZCW) Ylem | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B07BQNDXFW) Djarimirri Child Of The Rainbow | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B0182N2L7G) Spoon: Gimme Fiction - 10th Anniversary Edition (180g) Vinyl 2LP | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B019D3J0A0) Walking with Strangers | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00000IAT1) Spiritual Reflections | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.6
(ID: B000063RVN) An Evening With Belafonte / Makeba / The Magic Of Makeba | CDs & Vinyl > International Music > Africa | Rating: 4.5
(ID: B00008LEED) Labyrinths | CDs & Vinyl > Country > Bluegrass | Rating: 4.5
(ID: B00002MZ0V) Mtv First 1000 Years: New Wave | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.3
(ID: B007O3BIIY) Pressure & Time | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.7
(ID: B00F8OV4E4) Polska | CDs & Vinyl > Jazz > Modern Postbebop | Rating: 4.4
(ID: B006TXDOZ0) Sweet Sour | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B008JD4YUW) Blow Me One Last Kiss | CDs & Vinyl > Pop | Rating: 4.4
(ID: B084WL8RCD) Songs from Tsongas - 35th Anniversary Concert | CDs & Vinyl > Rock | Rating: 4.7
(ID: B00001OH3F) An Evening With Janet Paschal | CDs & Vinyl > Christian & Gospel | Rating: 5.0
(ID: B000001SJF) Babar the Elephant / Mother Goose Suite | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.2
(ID: B000001EXB) The Big Picture | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.5
(ID: B09R3K1T7Y) Higher | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00005ICL0) Nylon & Steel | CDs & Vinyl > Classical > Ballets & Dances | Rating: 2.9
(ID: B000EBGEZA) Rogamar | CDs & Vinyl > Today's Deals in Music > World Music | Rating: 4.5
(ID: B001AUKUZY) Princess Disneymania | CDs & Vinyl > Children's Music > Disney | Rating: 4.2
(ID: B00004SZGO) Leppardmania: A Tribute To Def Leppard | CDs & Vinyl > Pop > Tributes | Rating: 4.0
(ID: B0002739QI) Archy and Mehitabel / Carnival of the Animals | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.5
(ID: B008Z60OWU) Classic Rock Hits / Various | CDs & Vinyl > Metal > Pop Metal | Rating: 3.7
(ID: B000008LPC) Sleeper | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.6
(ID: B00009WVSA) Larkins | CDs & Vinyl > Country > Bluegrass | Rating: 3.9
(ID: B005HV6YO8) The Best Of 25 Years | CDs & Vinyl > Pop | Rating: 4.4
(ID: B00582GLL2) Cafe Blue | CDs & Vinyl > Vinyl Store | Rating: 4.6
(ID: B008JAA3QY) Summer Skin | CDs & Vinyl > Pop | Rating: 4.7
(ID: B01M0ATA4R) Ironshore | CDs & Vinyl > Metal > Pop Metal | Rating: 4.4
(ID: B0BG2W4WCK) Evergreen | CDs & Vinyl > Rock | Rating: 4.6
(ID: B000006NHH) Nationwide Explicit Lyrics | CDs & Vinyl > R&B > Soul | Rating: 4.4
(ID: B00S5M3NPE) Space Is Still The Place | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.6
(ID: B003XGJGB2) I Call Her Heartache | CDs & Vinyl > Country > Classic Country | Rating: 4.7
(ID: B07GRM216X) Trench | CDs & Vinyl > Classic Rock | Rating: 4.8
(ID: B001GSV3DI) Paul Simon Live From Philadelphia : Greatest Hits Live | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.2
(ID: B000003N0M) Los Dueños del Swing | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 5.0
(ID: B07LD23P7W) Byrds | CDs & Vinyl > Country | Rating: 4.4
(ID: B00001SI9I) The Groobees | CDs & Vinyl > Country > Today's Country | Rating: 5.0
(ID: B000000IG1) Baby Gopal | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 3.6
(ID: B00QSOOOW2) Nightflight | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B000002HNA) Heaven and Earth | CDs & Vinyl > Latin Music > Latin Pop | Rating: 5.0
(ID: B000PFIL4M) Crest of a Knave | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B000007WY3) Amoureux de Paname | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B000H7I5RG) 130 BPM Cycling Workout Music | CDs & Vinyl > Special Interest > Exercise | Rating: 2.7
(ID: B0002476GA) Fiction Man | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 4.0
(ID: B000077SXF) Soul Rebels | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.2
(ID: B0013XZ49K) Creole Belles | CDs & Vinyl > Blues > Regional Blues | Rating: 4.8
(ID: B003BWBA12) Holy Ground: NYC Live With The Wordless Music Orchestra | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0009OJ9MM) Trial By Jury / Cox & Box | CDs & Vinyl > Classical | Rating: 4.0
(ID: B07DXQHPMX) Selling England By The Pound | CDs & Vinyl > Rock | Rating: 4.8
(ID: B0000AXLJM) B52's | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0002234DG) Like Sheep Led to Slaughter | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.8
(ID: B003TY2S0Y) Firme Homegirl Oldies 2 | CDs & Vinyl > Latin Music > Latin Hip-Hop | Rating: 4.7
(ID: B00000ICLO) Understand This Is a Dream | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 3.9
(ID: B000009W79) Koroliov Series Die Kunst Der Fuge 1 | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B000068MOA) Hard Ivan Smagghe | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 5.0
(ID: B000031X2I) Stars & Strauss: Polkas / Waltzes & Other Works | CDs & Vinyl > Classical > Ballets & Dances | Rating: 5.0
(ID: B001URRHR6) Way Up on a Mountain | CDs & Vinyl > Country > Americana | Rating: 5.0
(ID: B000B66H3W) Index Case | CDs & Vinyl > Pop | Rating: 4.2
(ID: B004HMZKDE) Thread of Life | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B00000J8EP) Ven A Mi | CDs & Vinyl > Pop > Dance Pop | Rating: 4.4
(ID: B00DZFKMFU) First Ladies Of Disco: Rick Gianatos Presents The Music - Club LengthDance Mixes | CDs & Vinyl > Dance & Electronic > Disco | Rating: 3.9
(ID: B08H5D83PK) Moments live In Germany 2000 | CDs & Vinyl > Classic Rock | Rating: 4.3
(ID: B0012GN2GA) It's Uptown | CDs & Vinyl > Jazz > Bebop | Rating: 4.3
(ID: B000005LOA) Libre | CDs & Vinyl > Today's Deals in Music > Latin Music | Rating: 4.7
(ID: B00EFYAXKO) The Neverclaim | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.9
(ID: B09DPJ1QN6) STRAY KIDS THE 2ND ALBUM - NOEASY [ Limited ver. ] Photobook + Lyrics Book + CD-R + Sticker + Unit Folded Poster + Photocards + Double Sided Photocard + Pre + OFFICIAL POSTER | CDs & Vinyl > Pop > Korean Pop | Rating: 4.9
(ID: B000000G8A) Jailhouse Blues | CDs & Vinyl > Blues > Regional Blues | Rating: 3.5
(ID: B0000004QA) Runnin' in the River | CDs & Vinyl > Rock > Jam Bands | Rating: 4.2
(ID: B00000486T) Never Got A Dinner / I Was There | CDs & Vinyl > Comedy & Spoken Word | Rating: 4.8
(ID: B000WMG7JE) Slanted Eyes Slanted Hearts | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.9
(ID: B000001DG7) Broadside Tapes 1 | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.4
(ID: B002R0GQAE) We're All in This Together | CDs & Vinyl > Rock > Folk Rock | Rating: 4.1
(ID: B0010CBWD6) Humorous Songs: Live | CDs & Vinyl > Folk | Rating: 5.0
(ID: B073DX4JF5) Burn The World | CDs & Vinyl > Pop | Rating: 4.5
(ID: B0009NZ3UU) Too Good to Be True | CDs & Vinyl > Pop > Oldies | Rating: 4.4
(ID: B07NHHSC7M) In The Nightside Eclipse Picture Explicit Lyrics | CDs & Vinyl > Metal > Black Metal | Rating: 4.8
(ID: B0000071SK) Justify My Love | CDs & Vinyl > Dance & Electronic > Trip-Hop | Rating: 4.5
(ID: B000F9TCIC) The Essential Charley Pride | CDs & Vinyl > Country > Classic Country | Rating: 4.7
(ID: B00005604F) Healing Collection | CDs & Vinyl > New Age > Healing | Rating: 4.7
(ID: B000001EYR) The Best of Roy Ayers | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.8
(ID: B000F9TCP0) American's Songbook | CDs & Vinyl > Jazz > Bebop | Rating: 4.5
(ID: B00EIEPNWO) Wildewoman | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000003SFM) V Classics, Vol.1: 10 Drum & Bass Tracks | CDs & Vinyl > Dance & Electronic > Drum & Bass | Rating: 2.4
(ID: B00000JWC2) Extra Sensual Perception | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.5
(ID: B001HQTFPC) Trance World 5 Mixed By Robert Nickson | CDs & Vinyl > Dance & Electronic > Techno | Rating: 4.8
(ID: B01DSEW0QQ) Big Day in a Small Town | CDs & Vinyl > Country | Rating: 4.7
(ID: B01HG084XG) Sayonara Hitori | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.6
(ID: B000002H2J) First And Last And Always | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.7
(ID: B0002XL2I4) Essential Music Videos: Hard Rockin | CDs & Vinyl > Pop > Vocal Pop | Rating: 3.0
(ID: B00000IWQ1) Our ReCollections | CDs & Vinyl > Christian & Gospel | Rating: 5.0
(ID: B000GBE3XS) Ol' Soul | CDs & Vinyl > Blues | Rating: 2.8
(ID: B016X7JYUA) Ultimate Collection | CDs & Vinyl > AutoRip | Rating: 4.8
(ID: B07MPK2DJP) Berlioz: La damnation de Faust | CDs & Vinyl > Classical | Rating: 4.3
(ID: B002QVTBCE) House to House | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 5.0
(ID: B000J4XA4U) Elvis in G. I. Blues | CDs & Vinyl > Pop > Vocal Pop | Rating: 5.0
(ID: B00559BSZM) Original Album Classics | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B09R3K1T7Y
|
Higher
| 5
|
AEG3CZESRKVSUJVKGGNYPJHKFWDQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Very Frustrated Monster: A Children's Book About Frustration | Books > Children's Books > Growing Up & Facts of Life | Rating: 4.0
- Night School | Books > Literature & Fiction > Action & Adventure | Rating: 5.0
- Biggest Riddle Book in the World | Books > Children's Books > Humor | Rating: 5.0
- Laugh-Out-Loud Jokes for Kids | Books > Children's Books > Literature & Fiction | Rating: 5.0
- Put On By Cunning: a captivating and compelling Wexford mystery from the award-winning Queen of Crime, Ruth Rendell (Inspector Wexford series Book 11) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
### User's music History:
- 25 | CDs & Vinyl > Pop | Rating: 5.0
- Christmas | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 5.0
- If You Could See Me Now | CDs & Vinyl > Dance & Electronic > Dubstep | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B001QKIOZ6) Willie Nelson Budget Set | CDs & Vinyl > Country > Classic Country | Rating: 4.8
(ID: B0000BWVNB) Piazzolla Forever | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B07HGKBMND) RuneScape: Original Soundtrack Classics | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 5.0
(ID: B000002H2D) Lush Life | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.6
(ID: B0002YD8US) I Believe | CDs & Vinyl > Imports > Rock | Rating: 4.6
(ID: B0002C9UFC) Piano Works-Vol7 | CDs & Vinyl > Classical > Forms & Genres | Rating: 3.7
(ID: B000SZLSB2) All The Lost Souls | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.7
(ID: B003ZUAM50) Passaro de Fogo | CDs & Vinyl > International Music > South & Central America | Rating: 4.5
(ID: B000TZUPCY) Live At Montreux | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B01CZ7OIQM) Love Us Or Hate Us: Very Best Of The Noise Years 1985-1992 | CDs & Vinyl > Metal > Pop Metal | Rating: 4.6
(ID: B000A2UCR4) Place in My Heart | CDs & Vinyl > New Age > Meditation | Rating: 4.5
(ID: B00HNXZT6W) Hard Rain-The Songs of Bob Dylan & Leonard Cohen | CDs & Vinyl > Jazz | Rating: 4.0
(ID: B00004GJVQ) Grass Roots | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.7
(ID: B07QGGFKYJ) New Songs For Old Problems | CDs & Vinyl > Rock | Rating: 4.9
(ID: B000008FFP) Will to Love | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.9
(ID: B00BZW5Z0M) Angst | CDs & Vinyl > Metal > Pop Metal | Rating: 2.0
(ID: B0050J39BS) Streetfighter | CDs & Vinyl > Pop | Rating: 4.3
(ID: B0017M8YHQ) Bach: Goldberg Variations | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B000002BLV) True to the Game | CDs & Vinyl > R&B > Soul | Rating: 4.8
(ID: B00000F1UQ) Tim's Bio: Life From Da Bassment Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > East Coast | Rating: 4.5
(ID: B00002R16T) No Memory | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 5.0
(ID: B01LXBZE9C) Operation: Doomsday | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.8
(ID: B00KIQG0GE) Lead Thou Me on: Hymns | CDs & Vinyl > Classical > Chamber Music | Rating: 4.9
(ID: B000053F90) James Bond Now | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 3.8
(ID: B00005Q46R) Carte Blanche 2 | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.8
(ID: B002SZ0P5U) iWorship Connect | CDs & Vinyl > AutoRip | Rating: 5.0
(ID: B00000JC6Q) What Are You Going To Do With Your Life? | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.4
(ID: B000003MVL) White Heat Film Noir | CDs & Vinyl > Pop > Easy Listening | Rating: 4.0
(ID: B09CRSNRK7) Lionheart | CDs & Vinyl > Classical | Rating: 4.6
(ID: B000IY03DC) David Cassidy Partridge Family Could be forever The Greatest Hits | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B00000DG26) Alleluia: An Anerican Hymnal | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.6
(ID: B000002O81) American Graffiti | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B01JSWAOJ2) Gameshow | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.5
(ID: B000000YWL) Friday Night At Village Vanguard | CDs & Vinyl > Jazz > Bebop | Rating: 4.6
(ID: B004VFYOE8) Tribute | CDs & Vinyl > Classical | Rating: 4.7
(ID: B000VLD4T2) "Meet Me at the Fox". Stan Kann Plays The Fabulous St. Louis Fox Wurlitzer; [Audio CD] | CDs & Vinyl > Pop | Rating: 5.0
(ID: B00000I0OW) Wot's It to Ya: Best of | CDs & Vinyl > Pop > Dance Pop | Rating: 4.8
(ID: B000026ND9) Bach: Sonaten & Partiten | CDs & Vinyl > Classical > Chamber Music | Rating: 4.9
(ID: B009B1EOZ6) Live At River Plate | CDs & Vinyl > Rock | Rating: 4.7
(ID: B000VZZSH4) Music in Review (DVD & book) | CDs & Vinyl > Rock > Progressive | Rating: 3.6
(ID: B00158UUBK) Indestructible Explicit Lyrics | CDs & Vinyl > Metal > Alternative Metal | Rating: 4.8
(ID: B00QLAIUZU) Raise a Little Hell | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00099XGQC) Original Sacred Harp Music | CDs & Vinyl > Folk | Rating: 4.4
(ID: B001P7BOB6) Sue Saad and the Next | CDs & Vinyl > AutoRip | Rating: 4.5
(ID: B0012PYGDO) Color Out Side the Lines | CDs & Vinyl > Pop > Teen Pop | Rating: 4.4
(ID: B0000A0WK9) Horsepower | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B01943TN2Y) Opening Third Eye | CDs & Vinyl > CD Rarities | Rating: 3.9
(ID: B0009WFGK8) 100 Bible Songs & 100 Bible Stories | CDs & Vinyl > AutoRip | Rating: 4.5
(ID: B005D6T1WY) The Great Bludgeoning | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B0002XL252) Words & Music: John Mellencamp's Greatest Hits | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.8
(ID: B000002NYE) Cat People: Original Soundtrack | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.7
(ID: B00AO7HO76) I've Got Your Number | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.6
(ID: B0000026CF) Long Ago And Far Away | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.5
(ID: B00HAH7HE8) Ghost Empire | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000002MG2) Automatic for the People | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B000MTP8AQ) Reflections of the Obscure | CDs & Vinyl > Metal > Pop Metal | Rating: 3.6
(ID: B076FNFP9Y) Kingdom Of Colours 1995-2002 | CDs & Vinyl > Pop | Rating: 4.7
(ID: B07KLCVZDL) Rescue Accompaniment/Performance Track | CDs & Vinyl > Christian & Gospel > Accompaniment | Rating: 4.8
(ID: B00EZ225TI) The Pedrito Martinez Group | CDs & Vinyl > Jazz | Rating: 4.3
(ID: B006ZRIJYG) The Woman in Black | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.6
(ID: B004LZ4OVQ) From Tyrol to Vienna, Austrian zither | CDs & Vinyl > International Music > Europe | Rating: 5.0
(ID: B00004STO5) This Is for the Homies | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.8
(ID: B08P6WCDRZ) Brunswick Northern Soul / Various Black | CDs & Vinyl > R&B > Classic R&B | Rating: 4.7
(ID: B000001V7U) The Music Man: Original London Cast 1961 | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.2
(ID: B074JS3XBH) Younger Now | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B00CZAYL58) Sandra Boynton's Frog Trouble | CDs & Vinyl > Children's Music | Rating: 4.7
(ID: B08Y4H43VJ) Squint | CDs & Vinyl > Blue Note Records | Rating: 4.7
(ID: B0009R1T36) Selena Vive [DVD] | CDs & Vinyl > Latin Music > Latin Pop | Rating: 3.6
(ID: B00KBF3TGQ) Doppio | CDs & Vinyl > Rock | Rating: 4.5
(ID: B01C8ULS7I) Ladies And Gentlemen... The Bangles! | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00000220F) Flemish Rhapsodies | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.3
(ID: B00ZGVMLLE) Clockworking | CDs & Vinyl > Classical > Chamber Music | Rating: 4.0
(ID: B00M31GDGY) Come Morning | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B000003D52) Dragonfly | CDs & Vinyl > Jazz > Cool Jazz | Rating: 4.7
(ID: B0012GN3WS) Wimoweh!!! - The Best Of The Tokens | CDs & Vinyl > Pop > Oldies | Rating: 4.5
(ID: B00VQVBDN0) 717 | CDs & Vinyl > Country > Americana | Rating: 4.9
(ID: B000005J4L) Streetcar Named Desire / Viva Zapata / Spartacus | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.1
(ID: B002U6XQ5I) Our Delicate Stranded Nightmare | CDs & Vinyl > Pop | Rating: 4.9
(ID: B0B5FC1VBW) STUDIO ONE MUSIC LAB | CDs & Vinyl > Reggae | Rating: 4.5
(ID: B0094GW6IA) Two at the Top | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B00008FO1P) No Sign of Intelligent Life | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.2
(ID: B0008FPIYA) Prime Time Looks a Lot Like Amateur Night | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B000008QZG) Hay / Showdown | CDs & Vinyl > R&B > Soul | Rating: 5.0
(ID: B08KV92PMS) Fermi's Paradox | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00022XOD6) Swallow This Live | CDs & Vinyl > Classic Rock > Glam | Rating: 4.6
(ID: B000FTBD8E) Harbor | CDs & Vinyl > Folk | Rating: 5.0
(ID: B0000024Y6) The Last Picture Show 1971 Film | CDs & Vinyl > Today's Deals in Music > Soundtracks | Rating: 4.3
(ID: B08W3D6ZM4) God Bless The Go-Go's | CDs & Vinyl > Rock | Rating: 4.8
(ID: B002VWKAS2) Miracle Mile Encore Edition | CDs & Vinyl > Christian & Gospel > Hard Rock & Metal | Rating: 4.7
(ID: B0000046ZL) California Dreaming | CDs & Vinyl > Jazz > Bebop | Rating: 4.6
(ID: B000KP627K) Funkifino | CDs & Vinyl > Blues > Electric Blues | Rating: 4.4
(ID: B000001AI5) Greatest Hits Vol.2 | CDs & Vinyl > R&B > Soul | Rating: 4.4
(ID: B017JHUCCM) A Solstice Carol - Dark Adventure Radio Theatre | CDs & Vinyl > Holiday & Wedding | Rating: 4.3
(ID: B000E40PN4) Hellbilly Storm explicit_lyrics | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.6
(ID: B000000MGE) Commonwealth | CDs & Vinyl > Country > Bluegrass | Rating: 4.1
(ID: B00508DEQE) Buy a Gun - Get a Free Guitar | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B00000DMHL) There's A Song In The Air ORIGINAL RECORDINGS REMASTERED | CDs & Vinyl > Pop > Oldies | Rating: 4.4
(ID: B01N7YEJAL) Dreamsville | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B0851LLVGZ) KiKi Explicit Lyrics | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B00MDHM6VO) Old Boots, New Dirt | CDs & Vinyl > AutoRip | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00KIQG0GE
|
Lead Thou Me on: Hymns
| 5
|
AF2NVJAIPDDBGP4GPF7UJGS4POZQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Gateway to Freedom: The Hidden History of the Underground Railroad | Books > History > Americas | Rating: 5.0
- Buddha (Penguin Lives) | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 4.0
- Muhammad: A Prophet for Our Time | Books > Biographies & Memoirs > Historical | Rating: 4.0
- The Great Transformation: The Beginning of Our Religious Traditions | Books > History > World | Rating: 4.0
- A Short History of Myth | Books > Politics & Social Sciences > Social Sciences | Rating: 4.0
- Through the Narrow Gate: A Memoir of Spiritual Discovery | Books > Christian Books & Bibles > Catholicism | Rating: 4.0
- Race, Law, and American Society: 1607-Present (Criminology and Justice Studies) | Books > Politics & Social Sciences > Social Sciences | Rating: 5.0
- The Mis-Education of the Negro | Books > Education & Teaching > Schools & Teaching | Rating: 5.0
- Cotton and Race in the Making of America: The Human Costs of Economic Power | Books > Politics & Social Sciences > Social Sciences | Rating: 5.0
### User's music History:
- The Best of Kurtis Blow | CDs & Vinyl > Rap & Hip-Hop > East Coast | Rating: 5.0
- Gordon Lightfoot - Complete Greatest Hits | CDs & Vinyl > Folk > Traditional Folk | Rating: 5.0
- Best Of Junior Funk Essentials Series | CDs & Vinyl > Pop > Dance Pop | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0154XVND0) Faithless 2.0 | CDs & Vinyl > Pop > Dance Pop | Rating: 4.7
(ID: B07PKC8FC2) Accursed | CDs & Vinyl > Rock > Hard Rock | Rating: 4.8
(ID: B00000GBZ0) Quik Is The Name Explicit Lyrics | CDs & Vinyl > Today's Deals in Music > Rap & Hip-Hop | Rating: 4.8
(ID: B000002WWQ) Super Hits | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.7
(ID: B003QCCS36) God Willin' & The Creek Don't Rise | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.6
(ID: B00HR6RE4K) Forever: Love Songs from The Twilight Saga | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00X4SIJ26) Thompson Fields | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.7
(ID: B00000J2SU) Little Mystery | CDs & Vinyl > Classic Rock > Southern Rock | Rating: 4.5
(ID: B004B3PBHO) Decade of Hits | CDs & Vinyl > Classic Rock > Southern Rock | Rating: 4.8
(ID: B082BYQYCP) Worlds Apart | CDs & Vinyl > Rock > Hard Rock | Rating: 4.6
(ID: B07HGRC2J8) 1972 - 1974 | CDs & Vinyl > Rock | Rating: 4.8
(ID: B004H1UJOK) Brenda Lee Vol.2 | CDs & Vinyl > Pop > Adult Contemporary | Rating: 1.0
(ID: B00069A5XM) Freewheeler | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B00005RGR6) Book of Water | CDs & Vinyl > Rock > Progressive | Rating: 4.9
(ID: B01H14QB5U) Mona Lisa's Sister | CDs & Vinyl > Pop | Rating: 4.8
(ID: B0000A2ZV9) Lovers | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B00006JNCQ) Downtown: The Best of Petula Clark | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B00006EXED) Singles Collection: The London Years | CDs & Vinyl > Classic Rock > British Invasion | Rating: 4.7
(ID: B08P66SWDG) Chapters Of Love | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B00093UQG6) Survivor | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.9
(ID: B00140GXA6) High Society | CDs & Vinyl > Pop > Oldies | Rating: 4.5
(ID: B00JKAOZTS) 16 Biggest Hits | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B000063TN3) Pocket Full of Stardust | CDs & Vinyl > Children's Music > Educational | Rating: 5.0
(ID: B06XS2Y59W) Roll Em Smoke Em Put Another Line Out: Remastered & Expanded Edition | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00041MB4I) Dance Fever: The Best of Disco- 36 All-Time Favorites | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.2
(ID: B08JV9JVK5) Return To Greendale | CDs & Vinyl > Rock | Rating: 4.6
(ID: B00M856CL6) Badlands | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B00023GGGW) Hard Again | CDs & Vinyl > Today's Deals in Music > Blues | Rating: 4.8
(ID: B07KBR6BHS) Wirbelwind | CDs & Vinyl > Rock | Rating: 4.7
(ID: B000005Z5I) Bottle of Wine / Come On, React! | CDs & Vinyl > Pop > Oldies | Rating: 4.9
(ID: B000EHQ7OM) Private Revolution | CDs & Vinyl > Pop > Dance Pop | Rating: 4.6
(ID: B002D1X3UI) En Concert | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.7
(ID: B00000JIOX) A Packet Of Love Letters | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B0075MFROK) Caetano Veloso | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.7
(ID: B006W33T5M) Kajagoogoo: The Hits | CDs & Vinyl > Pop | Rating: 4.5
(ID: B00000I5DM) Dancing With The Dead: The Music Of Global Death Rites | CDs & Vinyl > New Age > Meditation | Rating: 5.0
(ID: B0012OVG42) Snuff Tape Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 3.4
(ID: B01DMDI4SG) The Champ Dave Grusin Soundtrack | CDs & Vinyl > Pop | Rating: 4.9
(ID: B002VVQ8MU) Kollaps Tradixionales | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000000STW) Sin City | CDs & Vinyl > Country > Americana | Rating: 3.3
(ID: B0001BFISM) The Soul Sessions | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.6
(ID: B000001DXS) Tear the Roof Off: 1974-1980 | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.6
(ID: B00000JMFU) From Honolulu To Hollywood: Jazz, Blues & Popular Specialties Performed Hawaiian Style | CDs & Vinyl > International Music > Pacific Islands | Rating: 4.0
(ID: B000006ZKD) Off He Goes / Dead Man | CDs & Vinyl > Imports > Alternative Rock | Rating: 4.9
(ID: B0128ZEVFY) Aria | CDs & Vinyl > Opera & Classical Vocal > Arias | Rating: 4.5
(ID: B0009RS65K) Grand Champion: Official Motion Picture Soundtrack | CDs & Vinyl > Country | Rating: 3.6
(ID: B001W63DZK) Love Is | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.4
(ID: B00728O9T6) Japonicana | CDs & Vinyl > Dance & Electronic > World Dance | Rating: 4.7
(ID: B017NGNAWS) Believe - Songs Of Inspiration | CDs & Vinyl > Classical > Chamber Music | Rating: 4.5
(ID: B000OCZBXA) Hawthorne's Most Wanted | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 5.0
(ID: B011H36N1S) Hans Zimmer And James Newton Howard: The Dark Knight - Original Motion Picture Soundtrack (180g) Vinyl 2LP | CDs & Vinyl > Soundtracks | Rating: 4.6
(ID: B0774NS83H) Spirit To The Sea | CDs & Vinyl > Country > Today's Country | Rating: 5.0
(ID: B000026HC0) Picture Book | CDs & Vinyl > R&B > Soul | Rating: 4.7
(ID: B07N43N948) Henryk Gorecki: Symphony No. 3 (Symphony Of Sorrowful Songs) | CDs & Vinyl > Classical > Symphonies | Rating: 4.7
(ID: B00280NYRQ) Descending | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B00VSKJNV8) Dead Inside / Psycho Single Explicit Lyrics | CDs & Vinyl > Pop | Rating: 4.6
(ID: B07QY5TJDL) Sleeping Giants | CDs & Vinyl > Rock | Rating: 4.4
(ID: B00000INLJ) Alleys of Istanbul | CDs & Vinyl > International Music | Rating: 4.8
(ID: B000021YHJ) Nocturnes Waltzes Preludes & Other Favorite Places | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 3.6
(ID: B0002Y13VO) Willie Nelson and Friends - Outlaws & Angels | CDs & Vinyl > Country > Outlaw Country | Rating: 4.2
(ID: B0008ENJE2) Resisting Success / If at First You Don't Succeed | CDs & Vinyl > International Music > Europe | Rating: 5.0
(ID: B000A6CLGK) Everytime We Touch | CDs & Vinyl > Dance & Electronic > Trance | Rating: 4.6
(ID: B000VXWHNO) Move to the Music | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.1
(ID: B0017KP93U) Radiohead: The Best Of | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B001EOQUV4) Sacred Place: A Mary Youngblood Collection | CDs & Vinyl > International Music > North America | Rating: 4.7
(ID: B00004SUC3) Rod Miller Ragtime | CDs & Vinyl > Jazz | Rating: 5.0
(ID: B0833VRTWL) Hot Dads In Tight Jeans | CDs & Vinyl > Rock | Rating: 4.5
(ID: B000YYXNX8) Peter and the Wolf | CDs & Vinyl > Vinyl Store | Rating: 4.7
(ID: B00008S82Q) The Ventures Walk -Don't Run All Time Greatest Hits | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.6
(ID: B015C5MERO) Pretty Boy, Dirty Boy | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.6
(ID: B077H36TR4) + Es | CDs & Vinyl > Pop > Dance Pop | Rating: 4.6
(ID: B000000T8Z) Works for Horn | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B000065T2M) Solid Gold Soul: Superbad! The Soul of the City | CDs & Vinyl > R&B > Soul | Rating: 4.8
(ID: B000MM0L2I) The Return To Form Black Majick Party | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.4
(ID: B000087EQP) Final Fantasy X-2: Original Soundtrack | CDs & Vinyl > Imports > Soundtracks | Rating: 4.4
(ID: B0000025ZU) Keep Your Hands Off My Power Supply | CDs & Vinyl > Today's Deals in Music > Classic Rock | Rating: 4.6
(ID: B00005ICLH) From The Heart | CDs & Vinyl > Christian & Gospel > Country & Bluegrass | Rating: 4.7
(ID: B01LY0SMFV) Village Vanguard Nyc Feb 83 | CDs & Vinyl > Jazz | Rating: 3.2
(ID: B000001FWQ) Live at the Apollo | CDs & Vinyl > R&B > Classic R&B | Rating: 4.6
(ID: B00002DGNE) I Notes Ine Eptaphsihes | CDs & Vinyl > International Music > Europe | Rating: 4.3
(ID: B000007NGR) Satie: Gymnopedies Gnossiennes / Jacques Loussier Trio | CDs & Vinyl > Classical > Chamber Music | Rating: 4.7
(ID: B0002LQWY0) Elegy | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B000056GZC) Under Yellowstone Skies | CDs & Vinyl > Country | Rating: 4.8
(ID: B000000CHH) Best of Techno 3 | CDs & Vinyl > Dance & Electronic > Drum & Bass | Rating: 4.9
(ID: B00000071O) Vivaldi:Four Seasons / Handel:Water Music | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B000002ITK) Big Hits & Nasty Cuts: Best of | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.5
(ID: B07S28TGR1) Balls To The Wall | CDs & Vinyl > Rock > Hard Rock | Rating: 4.8
(ID: B000HWY5TS) Always High Reaching | CDs & Vinyl > Jazz | Rating: 4.0
(ID: B008BR383U) Ei8Ht | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.7
(ID: B0000002QZ) Library of Congress Recordings | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.4
(ID: B0000A4GDX) Down Upon the Suwannee River | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B001EDKXYK) Reflections | CDs & Vinyl > Comedy & Spoken Word > Spoken Word | Rating: 4.3
(ID: B000005TNF) Pacto Con El Diablo | CDs & Vinyl > Today's Deals in Music > Latin Music | Rating: 4.9
(ID: B006LNLAFO) Edery Sings Yupanqui | CDs & Vinyl > International Music > Middle East | Rating: 5.0
(ID: B008KOEXNS) Bewitched | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B00004WIOI) American Don | CDs & Vinyl > Rock > Progressive | Rating: 4.5
(ID: B000000I7M) Spellbound 1945 Film | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.8
(ID: B00063F8BW) Seal Best 1991-2004 | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B000066IWR) Tell Me | CDs & Vinyl > Today's Deals in Music > Folk | Rating: 4.3
(ID: B00AWQEJFE) Like Rats | CDs & Vinyl > Today's Deals deprecated | Rating: 4.2
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B000001DXS
|
Tear the Roof Off: 1974-1980
| 1
|
AHTPTBFW5LTXEFFN63KG3CJ246HQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- River of Blue Fire (Otherland, Volume 2) | Books > Science Fiction & Fantasy > Fantasy | Rating: 5.0
- The Dragonbone Chair (Memory, Sorrow, and Thorn, Book 1) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Last Great Game: Duke vs. Kentucky and the 2.1 Seconds That Changed Basketball | Books > Humor & Entertainment > Puzzles & Games | Rating: 4.0
- The First Man in Rome (In the Masters of Rome) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Laptops For Seniors For Dummies | Books > Computers & Technology > Hardware & DIY | Rating: 4.0
- Fire in the East (Warrior of Rome, Book 1) | Books > Literature & Fiction > Literary | Rating: 2.0
- Troy: Lord of the Silver Bow (Troy Trilogy, Book 1) | Books > Science Fiction & Fantasy > Fantasy | Rating: 5.0
- Underworld | Books > Literature & Fiction > United States | Rating: 1.0
- Daughter of Fortune: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- City of Golden Shadow (Otherland, Volume 1) | Books > Science Fiction & Fantasy > Fantasy | Rating: 5.0
### User's music History:
- At the Bitter End | CDs & Vinyl > Folk > Traditional Folk | Rating: 5.0
- For Sentimental Reasons | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 5.0
- Mighty Day on Campus | CDs & Vinyl > Folk > Traditional Folk | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00WHTR7TO) Winterland Night Vol.3 | CDs & Vinyl > Rock | Rating: 5.0
(ID: B000IOM1Y6) Eye In The Sky | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.7
(ID: B00001QEF3) Club Daze, Volume 1: The Studio Sessions | CDs & Vinyl > Metal > Pop Metal | Rating: 4.5
(ID: B000008L5C) I Never Made a Record I Didn't Like | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.9
(ID: B00005CDNI) Voulez-Vous | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B009P4LVUK) Der Ring Des Nibelungen - | CDs & Vinyl > Today's Deals deprecated | Rating: 4.2
(ID: B08P6764CW) Nature's Light | CDs & Vinyl > Folk | Rating: 4.7
(ID: B0006HC0H8) Steve Howe - Live Legends - Careful With That Axe [DVD] | CDs & Vinyl > International Music > Europe | Rating: 3.4
(ID: B00F6Y3D7M) Shine Through | CDs & Vinyl > Pop | Rating: 4.2
(ID: B00000DSXQ) Gary Puckett - Greatest Hits | CDs & Vinyl > Pop > Oldies | Rating: 4.1
(ID: B00D76CET4) Live 81-82 | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.6
(ID: B000QFCDF4) Ratatouille: What's Cooking | CDs & Vinyl > Children's Music > Disney | Rating: 4.4
(ID: B00URMJ6CO) New Year?s in New Orleans Roll Up '78 and Light Up '79! | CDs & Vinyl > Rock | Rating: 4.7
(ID: B00000J7TR) Made New | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B00242VQ3M) Folksongs of Vermont | CDs & Vinyl > Folk | Rating: 3.4
(ID: B08PJK7C66) Recurrence | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.5
(ID: B00008ENV5) The Best of OMD | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.7
(ID: B000GYHXYG) Down In The Basement: Joe Bussard's Treasure Trove of Vintage 78s 1926-1937 Jewel Case with 28-page booklet | CDs & Vinyl > Blues > Regional Blues | Rating: 4.9
(ID: B000001EMW) Plays Metallica By Four Cellos | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B00005AU21) In Crowd: The Ultimate Mod Collection 1958-67 | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B008B37C4U) Cruising With Ruben & The Jets | CDs & Vinyl > Pop > Oldies | Rating: 4.5
(ID: B000001UOG) Best of 1 | CDs & Vinyl > Classical > Chamber Music | Rating: 4.4
(ID: B0002I741I) Network | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B000002H2U) Wishing Chair | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 4.6
(ID: B002LMSWSW) Anthem | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B00316DEZI) Silvia | CDs & Vinyl > Vinyl Store | Rating: 5.0
(ID: B00000ICMK) The Prayer Cycle | CDs & Vinyl > Today's Deals in Music > World Music | Rating: 4.7
(ID: B0089X38C2) Keystone Companions: The Complete 1973 Fantasy Recordings | CDs & Vinyl > Pop | Rating: 4.9
(ID: B00000G2FH) Carmine Meo | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B0002UJKOK) Live in the Act | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.2
(ID: B006DICUL0) A Los Hombres Que Ame | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.4
(ID: B01N2QPR7A) Game On! | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.7
(ID: B004S246VA) From Caguas with Love | CDs & Vinyl > Latin Music > Salsa | Rating: 4.9
(ID: B006UTDGO2) Sonatas | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.2
(ID: B000001QWV) Constantly | CDs & Vinyl > R&B > Soul | Rating: 4.1
(ID: B00SOPVN0Y) That Kind of Girl | CDs & Vinyl > Rock > Folk Rock | Rating: 4.3
(ID: B09JSZMTQ8) Manticore | CDs & Vinyl > Rock | Rating: 4.4
(ID: B000UCD4MO) Love Reigns | CDs & Vinyl > Dance & Electronic > World Dance | Rating: 5.0
(ID: B000ULS6GE) Johnny Cash and His Woman | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.9
(ID: B00Q05H8VI) Best of the Best | CDs & Vinyl > Country > Today's Country | Rating: 4.5
(ID: B0145RKJWC) Jazz in Thin Air | CDs & Vinyl > Jazz | Rating: 5.0
(ID: B0000035FO) Bubble & Scrape | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.3
(ID: B007FQUI04) Celestial Zen | CDs & Vinyl > New Age > Meditation | Rating: 5.0
(ID: B000F2C8HG) Islands | CDs & Vinyl > Rock > Folk Rock | Rating: 3.6
(ID: B01DF46QKU) All Our Gods Have Abandoned Us | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B000000E3Z) Her Song: Exotic Voices of Women From Around the World | CDs & Vinyl > Folk > British & Celtic Folk | Rating: 3.5
(ID: B00004TK7L) Soca Fire Inna Jamdown Stylee | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.1
(ID: B0000257UT) Concerto Suite (Classical) | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B000002P3H) It's a Twisted World | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B01N4PBMU7) A World Awakens | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B001G9LV9I) Memorial Collection | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.8
(ID: B00IYUI4D8) Almost Instrumental | CDs & Vinyl > New Age > Meditation | Rating: 5.0
(ID: B07R44R8G1) 8 Classic Albums Plus Bonus Singles | CDs & Vinyl > Pop | Rating: 4.5
(ID: B0017IKR20) Behind Brigitte Bardot | CDs & Vinyl > Jazz | Rating: 4.4
(ID: B00004WJZR) Nobody Else But Me/Blue and Sentimental | CDs & Vinyl > Pop > Oldies | Rating: 4.0
(ID: B00000IKZ8) U2 - The Best of - 1980-1990 VHS | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 3.1
(ID: B000003EJB) Shelter: The Best Of Contemporary Singer-Songwriters | CDs & Vinyl > Putumayo World Music Store > International | Rating: 3.4
(ID: B00H87YH16) Complete String Quartets | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B0002X9NWQ) This Island | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 4.4
(ID: B00H4BVQN8) Night Time My Time | CDs & Vinyl > Pop | Rating: 4.5
(ID: B006OZN7SW) Liturgy of St John Chrysostom | CDs & Vinyl > Classical > Symphonies | Rating: 4.7
(ID: B000002R1H) Let's Go / Ventures Play the Country Classics | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.6
(ID: B000004AZG) Signs | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.6
(ID: B004GFGUC2) I Love Being Here With You: A Jazz Piano Tribute to Peggy Lee | CDs & Vinyl > Pop > Tributes | Rating: 4.8
(ID: B00008DCTF) Crush 40 | CDs & Vinyl > Imports > Rock | Rating: 4.8
(ID: B000EMGIIC) Red Garland's Piano | CDs & Vinyl > Jazz > Bebop | Rating: 4.7
(ID: B0000087IC) Ev'Rything's Coming Up Dusty Tracks | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B07GRLHJ74) NOW 68 | CDs & Vinyl > Pop | Rating: 4.5
(ID: B00000417G) Haydn: Die Jahreszeiten The Seasons in German | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.4
(ID: B00BYISRBG) Indicud Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.7
(ID: B07MWVBX25) Etoilee | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B085RRZFCV) To Let A Good Thing Die | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0000033OY) High on the Hog | CDs & Vinyl > Today's Deals in Music > Classic Rock | Rating: 4.5
(ID: B00KGFGLRU) Shaft | CDs & Vinyl > R&B > Soul | Rating: 4.8
(ID: B00005QC4N) 4 | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B071JPJ7S7) Home | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.4
(ID: B000008EBG) Circle C | CDs & Vinyl > Pop | Rating: 4.7
(ID: B079PT1NBH) Superbest | CDs & Vinyl > Dance & Electronic > House | Rating: 4.6
(ID: B000092PT5) The Very Best of Lee Ritenour | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.4
(ID: B000MCICEM) Super Hits | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.7
(ID: B0024RI7DO) String Quartets 1-6 | CDs & Vinyl > Classical > Chamber Music | Rating: 4.1
(ID: B000LAUYQE) The Golden Touch of Frankie Carle / Frankie Carle | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 5.0
(ID: B001CMU3R0) Ten Thousand | CDs & Vinyl > Blues | Rating: 4.9
(ID: B0007OY41A) Sound Effects 5: Sounds of Passions | CDs & Vinyl > Special Interest | Rating: 2.0
(ID: B00006YXGJ) Accumulation: None | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B00LALVSYA) Homes | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B000PMFTEK) Romantic French Arias | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.4
(ID: B0000264PW) Out Of This World | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B007PJFRTS) 10 New Songs with Kids.For Kids about.Life | CDs & Vinyl > Vinyl Store | Rating: 4.5
(ID: B0000256RO) Scott Joplin on Guitar, Vol. 3 | CDs & Vinyl > Classical | Rating: 4.3
(ID: B00004ZEI6) Ragtime Texas 1927-1929 | CDs & Vinyl > Blues > Regional Blues | Rating: 4.6
(ID: B00YJKRJ38) Ant-Man | CDs & Vinyl > Pop | Rating: 4.8
(ID: B07DPF9CFK) Continuance | CDs & Vinyl > Rock | Rating: 4.2
(ID: B000YDDUKU) Very Best of | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.8
(ID: B01LOD8MZ6) Greatest Hymns Vols. 1 & 2 | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B001VDRTAO) V-THE FINAL BATTLE Original Soundtrack | CDs & Vinyl > Soundtracks > Television Soundtracks | Rating: 4.0
(ID: B00FPM19UI) Showtime, Storytime | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B01LTHX7XY) Los Años Dorados | CDs & Vinyl > Latin Music | Rating: 4.4
(ID: B001XJNYNM) Nothing Rhymes With Woman | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.4
(ID: B000026130) Head | CDs & Vinyl > Pop > Oldies | Rating: 4.5
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B000GYHXYG
|
Down In The Basement: Joe Bussard's Treasure Trove of Vintage 78s 1926-1937 Jewel Case with 28-page booklet
| 5
|
AHCGTBZJTYBPQAAIRZZQ2Y2VZM2A
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Garnethill | Books > Mystery, Thriller & Suspense > Mystery | Rating: 5.0
- The Great Influenza: The Story of the Deadliest Pandemic in History | Books > Medical Books > Medicine | Rating: 5.0
- From the Ashes (Ravenwood Mystery) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 4.0
- The Nowhere Man: An Orphan X Novel (Orphan X, 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- The Death of Kings: A John Madden Mystery | Books > Literature & Fiction > British & Irish | Rating: 4.0
- Brothers: The Hidden History of the Kennedy Years | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 5.0
- The Devil's Chessboard: Allen Dulles, the CIA, and the Rise of America's Secret Government | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
- The Trespasser: A Novel | Books > Mystery, Thriller & Suspense > Mystery | Rating: 5.0
- Phantom: A Harry Hole Novel (9) (Harry Hole Series) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- A Place of Greater Safety: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
### User's music History:
- Jesus Christ Superstar / O.C.R. | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 5.0
- Hoedown: Fantasic Fiddles of Felix Slotkin | CDs & Vinyl > Country > Today's Country | Rating: 5.0
- Antonio Carlos Jobim: The Composer of "Desafinado" Plays | CDs & Vinyl > International Music > South & Central America | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0000006PA) Dedicated To Nelson | CDs & Vinyl > Pop > Oldies | Rating: 4.1
(ID: B01L85RGUW) Del Ebro Al Danubio | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B000V9KF0A) souljaboytellem.com | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.3
(ID: B00020EHWK) Brownsville Worship Send the Fire | CDs & Vinyl > Christian & Gospel > Praise & Worship | Rating: 4.8
(ID: B00JXU1ESA) Illuminations-Deluxe | CDs & Vinyl > Rock > Progressive | Rating: 4.5
(ID: B078DDZBLV) Black Times | CDs & Vinyl > International Music > Africa | Rating: 5.0
(ID: B00065GHEM) Half the Moon | CDs & Vinyl > Country > Today's Country | Rating: 4.0
(ID: B002UONL82) One Love Xxl | CDs & Vinyl > Dance & Electronic | Rating: 4.6
(ID: B00PYV51UO) Sue Or In A Season Of Crime | CDs & Vinyl > Pop | Rating: 4.7
(ID: B01N9EET6V) This Type of Thinking Could Do Us In | CDs & Vinyl > Rock > Hard Rock | Rating: 4.7
(ID: B00847KFDS) Wrote a Song For Everyone | CDs & Vinyl > Classic Rock | Rating: 4.6
(ID: B002YMTJBS) 2 | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B003TTZTGO) You Are My Starship/Romantic Journey | CDs & Vinyl > R&B > Soul | Rating: 4.7
(ID: B0007R8FJY) She Sang California | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.7
(ID: B00IJB39EQ) Thinking Of Another Place.. | CDs & Vinyl > Pop | Rating: 4.3
(ID: B0000049ZP) Turnin Up the Heat | CDs & Vinyl > Today's Deals in Music > Blues | Rating: 5.0
(ID: B00101WIMG) Disappearing Inc. | CDs & Vinyl > Rock | Rating: 4.7
(ID: B000I5XDUG) Corteo | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.1
(ID: B000F9RIB0) Carriers Of Dust Explicit Lyrics | CDs & Vinyl > Imports > Hard Rock & Metal | Rating: 4.7
(ID: B00N2D52ZK) Somewhere In Time | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B00006L866) Morning Has Broken | CDs & Vinyl > New Age > Relaxation | Rating: 3.9
(ID: B000056OZZ) Crosswinds | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.5
(ID: B0029Z8KHO) Hometowns | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B08N5MX35K) Topaz Explicit Lyrics | CDs & Vinyl > Rock | Rating: 4.7
(ID: B000FO45T8) Unlimited | CDs & Vinyl > Reggae > Rocksteady | Rating: 5.0
(ID: B00OBRW1EQ) Tourist Trap Original Soundtrack | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.6
(ID: B001QWFU2O) Gutter Anthems | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.9
(ID: B000CAKGHA) New Leaf | CDs & Vinyl > Blues > Regional Blues | Rating: 4.0
(ID: B003OUMR1S) The Beginning: A Kutless Anthology | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.9
(ID: B000009CDE) Irma La Douce: Original MGM Motion Picture Soundtrack | CDs & Vinyl > Jazz > Bebop | Rating: 5.0
(ID: B000BGQRNM) Inside Anprevin | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 3.3
(ID: B0009XG43K) Brahms: Symphony No. 4/ Tragic Overture /Academic Festival Overture | CDs & Vinyl > Classical > Symphonies | Rating: 4.0
(ID: B00CA4S1B4) Traveller | CDs & Vinyl > Pop | Rating: 4.3
(ID: B0000C5ROW) War All the Time | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B00481KM64) Manno at Tap Tap | CDs & Vinyl > Jazz | Rating: 3.5
(ID: B000000EDY) Touchdown, U.S.A.: The "Big Ten" and Other Great College Marches of the Gridiron | CDs & Vinyl > Classical | Rating: 4.6
(ID: B000OPO6UQ) Pictures At An Exhibition | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B0006840KM) Plays Legrand / Plays Aznavour | CDs & Vinyl > International Music > Europe | Rating: 5.0
(ID: B002ACD5QM) Back To Eden Accompaniment/Performance Track | CDs & Vinyl > Christian & Gospel > Accompaniment | Rating: 5.0
(ID: B000002W45) Ain't Misbehavin' 1978 Original Broadway Cast | CDs & Vinyl > Jazz > Traditional Jazz & Ragtime | Rating: 4.6
(ID: B0788XRYQZ) Body & Soul: Essential Cuts 1939-1949 | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B00005OC0G) Beethoven: Violin Concerto / Romances | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B00005LC0I) Wait Your Turn Explicit Lyrics | CDs & Vinyl > Comedy & Spoken Word > Spoken Word | Rating: 3.6
(ID: B0041GWWTG) Nightmusic, Vol. 3 | CDs & Vinyl > Pop > Dance Pop | Rating: 4.0
(ID: B00MIA0LDQ) PTX, Vol. III | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.8
(ID: B00004SVFF) Artistry in Symphonic Jazz | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.3
(ID: B00005KATX) I Don't Get No Respect | CDs & Vinyl > Comedy & Spoken Word > Stand-Up Comedy | Rating: 4.4
(ID: B06XFRW56Z) Louder Harder Faster | CDs & Vinyl > Metal > Pop Metal | Rating: 4.5
(ID: B00007FKRF) Beethoven: The Complete Music for Piano Trio - 1 | CDs & Vinyl > Classical > Chamber Music | Rating: 5.0
(ID: 1635820049) Blessed: A Collection of Songs for The Young At Heart | CDs & Vinyl > AutoRip | Rating: 4.2
(ID: B0014127QY) Ask, Believe, Receive - 7 Days to Increased Wealth, Better Relationships, and a Life You Love | CDs & Vinyl > CD Rarities | Rating: 4.3
(ID: B005CQ5XW2) X2 311/Transistor Explicit Lyrics | CDs & Vinyl > Pop | Rating: 4.0
(ID: B000CCFFLU) Man From Another Time | CDs & Vinyl > Country > Americana | Rating: 4.8
(ID: B000003MVX) In Existence | CDs & Vinyl > International Music > Africa | Rating: 4.6
(ID: B000EQ471S) Art of Laurindo Almeida | CDs & Vinyl > International Music > South & Central America | Rating: 4.7
(ID: B000E0W2KM) Photoplay | CDs & Vinyl > Rock > Progressive | Rating: 4.5
(ID: B000089AQO) Live at the Old Quarter | CDs & Vinyl > Country > Americana | Rating: 4.7
(ID: B0714BV4JV) Saturday Night At The Movies | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00002DD9E) Blue (Da Ba Dee) Pt.1 | CDs & Vinyl > Pop > Euro Pop | Rating: 4.4
(ID: B008M6Y8J8) Come on Home | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.5
(ID: B00F9PUSRQ) It's a Good Night for Singin' & Contrary to Ordinary | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B00005QD7K) Bullfrog Featuring Kid Koala | CDs & Vinyl > Dance & Electronic > IDM | Rating: 4.2
(ID: B000B8QFHS) Complete Music Video Collection | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B01NCVU1BB) 1931-1937: Selected Sides-classic Jazz | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B0762CQ3F6) Buried Treasure 1 | CDs & Vinyl > Classic Rock | Rating: 4.6
(ID: B000F3XP68) " Set" The Prince Of Egypt "Soundtrack" / The Prince Of Egypt Nashville / The Prince Of Egypt Inspirational | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.7
(ID: B005FY0FW4) Rock Creek Park Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.8
(ID: B000005KY4) Speak | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
(ID: B000002W6W) Living In Oz | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.7
(ID: B00006RY70) Cosmo's Factory | CDs & Vinyl > Classic Rock > Southern Rock | Rating: 4.8
(ID: B000FJCLX0) Old Hymns Made New | CDs & Vinyl > AutoRip | Rating: 4.5
(ID: B000CADX98) Bad News Indeed. | CDs & Vinyl > Blues | Rating: 4.0
(ID: B09D7T9XXD) STAYC Stereotype 1st Mini Album Type A CD+1p Folding Poster On Pack+84p PhotoBook+1p Post+1p PhotoCard+1p Fragrance+1p Scratch+1p Special Card+Message PhotoCard Set+Tracking Kpop Sealed | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.5
(ID: B010FP0XJM) Lucifer Over Athens | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B0014Z4M86) IT'LL ALL WORK OUT IN BOOMLAND | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B005FYBZTG) Songs For Persephone | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000W03OYM) Rock-N-Groove | CDs & Vinyl > Reggae | Rating: 3.7
(ID: B001AUKUYU) Handy Manny | CDs & Vinyl > Children's Music > Disney | Rating: 4.4
(ID: B002CLKK5U) Bad Behavior | CDs & Vinyl > Blues | Rating: 4.6
(ID: B000CA3EYM) The Beautiful Losers | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 5.0
(ID: B000008R7Q) Cat Food | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.8
(ID: B000FBHCP0) Easy To Love | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.6
(ID: B07Q9KK1BG) 8 Classic Albums Vol 2 | CDs & Vinyl > Country | Rating: 4.4
(ID: B001HQJWYG) El Jardin De Los Presentes | CDs & Vinyl > International Music > South & Central America | Rating: 4.8
(ID: B00J587JKM) Revelation | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000000N59) High Noon | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.9
(ID: B000B5HDFO) Just Sylvia | CDs & Vinyl > Country > Cowboy | Rating: 4.9
(ID: B00001XDM1) Only God Can Judge Me Clean Version | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.5
(ID: B081K6PTQH) Miss Anthropocene | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000U07D0U) Another Minute | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B00000G4VV) New World | CDs & Vinyl > International Music | Rating: 2.9
(ID: B00005NBY4) Space Jazz | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.9
(ID: B0000074AP) Rage | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.7
(ID: B000003XHK) Brahms: Horn Trio Opus 40, Clarinet Quintet Op 115 | CDs & Vinyl > Classical > Chamber Music | Rating: 4.5
(ID: B005FLX1LY) Brewed In Texas Volume 3 | CDs & Vinyl > Universal Music Group | Rating: 4.5
(ID: B00004YKSN) Mario Lanza - Lanza Live! [VHS] | CDs & Vinyl > Classical | Rating: 3.3
(ID: B000CS4JDY) Walk on Water | CDs & Vinyl > Classic Rock > Arena Rock | Rating: 4.8
(ID: B07T3NQB77) the masquerade | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000069LAO) Jigsaw | CDs & Vinyl > Folk | Rating: 5.0
(ID: B0007SMGKW) Krafty 2 | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 3.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0788XRYQZ
|
Body & Soul: Essential Cuts 1939-1949
| 5
|
AGEBI36CKGGNIABPV7RJQMTUJP5Q
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- So You Want to Talk About Race | Books > Politics & Social Sciences > Social Sciences | Rating: 5.0
- City of Endless Night (Pendergast Book 17) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Forgotten Room: A Novel (Jeremy Logan Series Book 4) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- The Silkworm (Cormoran Strike Book 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Bilbo's Last Song | Books > Literature & Fiction > Poetry | Rating: 2.0
- Ice Station Wolfenstein (Order of the Black Sun Series Book 1) | Books > Humor & Entertainment > Movies | Rating: 4.0
- The Only Thing That Matters: Book 2 in the Conversations with Humanity Series | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
- Cold Vengeance (Pendergast Book 11) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- More Notes From the Universe: Life, Dreams and Happiness | Books > Self-Help > Personal Transformation | Rating: 5.0
- C is for Cowboy: A Wyoming Alphabet (Discover America State by State) | Books > Children's Books > History | Rating: 4.0
### User's music History:
- The Very Best Of Cleo Laine | CDs & Vinyl > Pop > Oldies | Rating: 5.0
- Victor Herbert: Eileen | CDs & Vinyl > Classical | Rating: 5.0
- Scott Joplin: Treemonisha | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000001GCF) Prokofiev: Peter And the Wolf / March In B Flat Major / Overture On Hebrew Themes / Classical Symphony | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B077QJ63L1) The Kingston Trio Holiday Cheers CD | CDs & Vinyl > Folk > Traditional Folk | Rating: 5.0
(ID: B000AMJDPQ) Ultimate Pickin': The Best of Instrumental Bluegrass | CDs & Vinyl > Country > Bluegrass | Rating: 4.6
(ID: B000002LSM) Manic Frustration | CDs & Vinyl > Christian & Gospel > Hard Rock & Metal | Rating: 4.7
(ID: B077SYBXR5) Amazing Grace My Chains Are Gone [Accompaniment/Performance Track] | CDs & Vinyl > Christian & Gospel > Praise & Worship | Rating: 4.3
(ID: B000AOF9RK) Sunday Love | CDs & Vinyl > International Music > North America | Rating: 4.2
(ID: B000001GGU) Saint-Saëns: Symphony No 3; Messiaen: L'ascension | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B0002DSUEI) Love Scenes Hybrid | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B000005LK1) Canta A Juan Gabriel Vol. 1 | CDs & Vinyl > International Music > Europe | Rating: 4.9
(ID: B000000XE6) Blues On Broadway | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.6
(ID: B000EZ8EG8) Utopies | CDs & Vinyl > International Music | Rating: 4.2
(ID: B000002NFM) Fat of the Land | CDs & Vinyl > Dance & Electronic > Big Beat | Rating: 4.8
(ID: B000046S17) The Beach: Motion Picture Soundtrack | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.7
(ID: B000FFP032) Glowsticks for Clubbing Baby Seals | CDs & Vinyl > Pop | Rating: 5.0
(ID: B000002TS7) 25th Anniversary Retrospective | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B005H1SGMQ) It's Impossible/And I Love You So | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000000VJM) La Flaca | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.8
(ID: B0000E2Y92) Best of | CDs & Vinyl > Pop > Dance Pop | Rating: 4.6
(ID: B077Y66DLR) Revival Clean Version | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.4
(ID: B000A1ILI2) Mvp's | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.7
(ID: B00WF5R808) Concertos | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.2
(ID: B00000DNSB) Hans Werner Henze: Barcarola per grande orchestra / Symphony No. 7 | CDs & Vinyl > Classical > Symphonies | Rating: 3.7
(ID: B00BEM8WAS) This Is My Story, This Is My Song | CDs & Vinyl > CD Rarities | Rating: 3.5
(ID: B00AFOS8MS) Beethoven: Violin Concerto; Romances | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B01LTHWTP6) Andre Previn Plays Music of the Young Hollywood Composers | CDs & Vinyl > Classical > Symphonies | Rating: 3.4
(ID: B00005LN7C) Vol. 3-Nocturnal Frequencies | CDs & Vinyl > Dance & Electronic > House | Rating: 4.9
(ID: B000003CWF) Beethoven: String Quartets - Op.18, No.6 in B Flat Major / Op.59, No.1 in F Major "Razumovsky" | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 5.0
(ID: B07LD4P32X) Un:Gott Deluxe | CDs & Vinyl > Rock | Rating: 4.8
(ID: B0001FAT2S) All That I Am | CDs & Vinyl > Christian & Gospel | Rating: 4.4
(ID: B004GA6PQI) The Very Best Of | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.7
(ID: B000T9DFB8) One On One | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.8
(ID: B0001ZXLRI) Mega Movie Mix | CDs & Vinyl > Children's Music > Disney | Rating: 4.9
(ID: B000031WBL) Rubinstein Collection, Vol. 2: Chopin, Liszt, Rachmaninoff, Debussy, Ravel, Granados, Falla, Villa-Lobos | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B00008DZ3H) Naruto: Original Soundtrack | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.6
(ID: B011QAHI1Q) Music for Two Guitars | CDs & Vinyl > Classical > Chamber Music | Rating: 4.2
(ID: B001AZI1Y6) Total Dance 2008 2 | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 3.4
(ID: B009KXRW5O) Silver & Gold | CDs & Vinyl > Holiday & Wedding | Rating: 4.4
(ID: B00004WS9X) Little Respect / Like Zsa Zsa Gabor | CDs & Vinyl > Pop > Dance Pop | Rating: 4.9
(ID: B001EC6JQW) Double Wide: Vol. 6 The Best of Roy D. Mercer | CDs & Vinyl > Comedy & Spoken Word > Country Comedy | Rating: 4.1
(ID: B002DM35ZK) Robin Gibb - How Old Are You? - Polydor - 815 911-7 | CDs & Vinyl > Vinyl Store | Rating: 4.7
(ID: B01DG4CHNY) 5 Classic Albums Plus Singles 1954-1962 | CDs & Vinyl > Pop > Easy Listening | Rating: 4.6
(ID: B000SQKYQG) Nosso Tempo | CDs & Vinyl > International Music | Rating: 5.0
(ID: B000CQQHRW) Waiter: You Vultures! | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B079PDFH2B) Close But No Cigar | CDs & Vinyl > AutoRip | Rating: 4.8
(ID: B000021XY0) Blues After Hours | CDs & Vinyl > Today's Deals in Music > Blues | Rating: 3.7
(ID: B00004SYCW) As Nasty as They Wanna Be Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Bass | Rating: 4.6
(ID: B001BOX2X6) ECM Touchstones | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.5
(ID: B005FYCF18) Lady & Gentlemen | CDs & Vinyl > Country > Today's Country | Rating: 4.5
(ID: B00CPQ1QG4) Essentials | CDs & Vinyl > International Music > South & Central America | Rating: 4.5
(ID: B002UOUUTA) 40 Ost For 40 Film Volume 1 | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.8
(ID: B000MGB40C) Heaven's Gate | CDs & Vinyl > Metal > Pop Metal | Rating: 4.6
(ID: B000005DSN) Visions | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B004O2WSXM) Vivace | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B003O85W3A) The Suburbs | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B007T4K1KE) Make It Your Sound, Make It Your Scene: Vanguard Records & The 1960s Musical Revolution | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B000006UOJ) Das Boot: Original Filmmusik | CDs & Vinyl > Jazz > Modern Postbebop | Rating: 4.6
(ID: B003FXXNKI) Seasons | CDs & Vinyl > Pop > Easy Listening | Rating: 4.9
(ID: B0000026YX) Lily Pons Recital | CDs & Vinyl > Pop > Vocal Pop | Rating: 5.0
(ID: B0009F9O44) L.A. State Of Mind | CDs & Vinyl > International Music > India & Pakistan | Rating: 4.3
(ID: B00064X3EK) Madman Across The Water | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B001675SP8) Follow The Reaper Explicit Lyrics | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B000N0QVGE) Melankton | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.6
(ID: B00XY9OBDQ) Infinitely Polar Bear Soundtrack | CDs & Vinyl > Pop | Rating: 4.1
(ID: B0000296J9) Gunfighter Ballads And Trail Songs | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.8
(ID: B0000073JL) Salty Dog - Every dog has its day | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B004JKMHPI) Lou Christie The Hits | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.5
(ID: B000Z6RH3M) Gloria Estefan: Live In Atlantis | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.4
(ID: B0012LAX26) Take a Sentimental Journey with Gentleman's Blend | CDs & Vinyl > Blues > Regional Blues | Rating: 4.5
(ID: B00NVB0GAE) Signal to Noise: Deluxe | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000XCZD5C) Walk Hard: The Dewey Cox Story " Soundtrack" | CDs & Vinyl > Country > Classic Country | Rating: 4.8
(ID: B000J4S06I) ドス | CDs & Vinyl > Latin Music > Latin Rock | Rating: 4.6
(ID: B007Q51B6E) Primadonna 2 Tracks | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0000BXBY7) Donde Mas Duele | CDs & Vinyl > Imports > Rock | Rating: 5.0
(ID: B00000BIIP) Triakel | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B00JPNUI3C) Surf | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.6
(ID: B002G4FQCU) Big Machine | CDs & Vinyl > International Music > Europe | Rating: 4.4
(ID: B00VXKANP8) Calling All Elephants | CDs & Vinyl > Children's Music | Rating: 5.0
(ID: B07894ZL1P) Whistle Down the Wind | CDs & Vinyl > Folk | Rating: 4.6
(ID: B007FZ7R7W) Fortune Deluxe Version Explicit Lyrics | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00EVDWQK4) Michael Jackson - The Ultimate Fan Extras Collection 10cds | CDs & Vinyl > Dance & Electronic > World Dance | Rating: 5.0
(ID: B000BB1976) Love The Music Of A German Beer Hall | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B00AKG83KI) Hour of the Gun Original Soundtrack | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.8
(ID: B000040JIW) Simpleton / Drive Man Crazy | CDs & Vinyl > Reggae > Dance Hall | Rating: 3.2
(ID: B00B8ZOYZ8) Until in Excess Imperceptible UFO | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0009S9YZU) Jekyll & Hyde | CDs & Vinyl > Rock > Hard Rock | Rating: 4.8
(ID: B091NR45JJ) Always Like New | CDs & Vinyl > Pop | Rating: 4.5
(ID: B003L8GPFC) Bury My Heart | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 5.0
(ID: B00371M8ZE) Greenberg Original Soundtrack | CDs & Vinyl > Pop | Rating: 4.4
(ID: B09FBG4S6C) One Night At The Royal Albert Hall | CDs & Vinyl > Rock | Rating: 4.5
(ID: B00004NKBX) Greatest Shticks | CDs & Vinyl > International Music > Middle East | Rating: 4.7
(ID: B075GGPYWD) Jerry Before Seinfeld | CDs & Vinyl > Comedy & Spoken Word | Rating: 4.6
(ID: B000024Q36) Rachmaninoff: Symphony No. 2 / Vocalise / The Sea and The Gulls | CDs & Vinyl > Classical > Symphonies | Rating: 3.0
(ID: B07729YRPT) Greatest Hits | CDs & Vinyl > Rap & Hip-Hop > International Rap | Rating: 4.7
(ID: B000EGDMQO) My Chemical Romance: Life on the Murder Scene [UMD for PSP] | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.9
(ID: B00000E2VW) Bach: Cantatas BWV 4, 26, 51, 56, 61, 80, 106, 147 | CDs & Vinyl > Classical | Rating: 4.7
(ID: B07NRHGJ86) Hammer Of Justice | CDs & Vinyl > Rock > Hard Rock | Rating: 5.0
(ID: B00000DR2F) Seasons | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.3
(ID: B0060DH6SU) +1614 | CDs & Vinyl > Metal > Pop Metal | Rating: 5.0
(ID: B00005YDN1) The Don Shirley Point Of View | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.9
(ID: B000O1J5XI) Crime Slunk Scene | CDs & Vinyl > Rock > Progressive | Rating: 4.6
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00XY9OBDQ
|
Infinitely Polar Bear Soundtrack
| 5
|
AEKDMURTVFM5BFJTF23DUFMOBDCA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Man Who Planted Trees | Books > Science & Math > Biological Sciences | Rating: 5.0
- The Greatest Hoax: How the Global Warming Conspiracy Threatens Your Future | Books > Politics & Social Sciences > Politics & Government | Rating: 1.0
- Factfulness: Ten Reasons We're Wrong About the World--and Why Things Are Better Than You Think | Books > Science & Math > Mathematics | Rating: 5.0
- Washington's Crossing (Pivotal Moments in American History) | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 5.0
- Beethoven: Anguish and Triumph | Books > Arts & Photography > Music | Rating: 5.0
- Amelia Lost: The Life and Disappearance of Amelia Earhart | Books > Children's Books > History | Rating: 5.0
- The Omnivore's Dilemma: A Natural History of Four Meals | Books > Cookbooks, Food & Wine > Cooking Education & Reference | Rating: 5.0
### User's music History:
- Timeless: The Most Relaxing Classical Music Ever | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
- Beau Soir | CDs & Vinyl > Classical > Chamber Music | Rating: 5.0
- Once In A Red Moon | CDs & Vinyl > Folk > British & Celtic Folk | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B01M9IQI0S) This Is Steve | CDs & Vinyl > Pop | Rating: 4.6
(ID: B008AU7F3C) The Haunted Man | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B000001FN1) Triumph & Agony | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B00000AEKT) Stephen Foster's America | CDs & Vinyl > Pop > Oldies | Rating: 3.6
(ID: B00O2IH3SI) Soul Power | CDs & Vinyl > R&B > Classic R&B | Rating: 4.7
(ID: B0009WHAAW) Idomeneo | CDs & Vinyl > Opera & Classical Vocal > Oratorios | Rating: 2.0
(ID: B000HT36XW) Magic | CDs & Vinyl > Classic Rock > Arena Rock | Rating: 4.6
(ID: B003VC5194) Vespers of 1610 | CDs & Vinyl > Classical > Chamber Music | Rating: 4.3
(ID: B000EJ9MV0) At War with the Mystics | CDs & Vinyl > Rock > Progressive | Rating: 4.4
(ID: B0007OP1F8) Slide Effects | CDs & Vinyl > Country > Americana | Rating: 4.9
(ID: B004FQTGYQ) Dio at Donington UK: Live 1983 & 1987 | CDs & Vinyl > Rock > Hard Rock | Rating: 4.7
(ID: B009DEF1YO) Three Wise Monkeys | CDs & Vinyl > Rock > Hard Rock | Rating: 4.4
(ID: B0000798LS) Flamingo | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.2
(ID: B00069I732) Remembering Buddy Clark | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.8
(ID: B00000G5OB) Transmission | CDs & Vinyl > New Age > Meditation | Rating: 4.5
(ID: B0002IQNUQ) Travis At The Palace, Live at Alexandra Palace | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B000002KBB) Love It to Death | CDs & Vinyl > Today's Deals in Music > Classic Rock | Rating: 4.7
(ID: B00EIEPHDY) Fanfare | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.4
(ID: B00000HYTV) Highlights From the Main Event | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.4
(ID: B00005AWZE) Second Helping | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.9
(ID: B000NPCMJ4) Symphonies Nos 4 5 & 6 | CDs & Vinyl > Classical > Symphonies | Rating: 4.5
(ID: B00795C516) Chopin Collection | CDs & Vinyl > Classical | Rating: 4.0
(ID: B000000JHY) Complete 2 | CDs & Vinyl > Blues > Vocal Blues | Rating: 3.5
(ID: B00000AGCC) Best of | CDs & Vinyl > Country > Classic Country | Rating: 4.2
(ID: B079MSX1BH) SOAR | CDs & Vinyl > International Music | Rating: 4.7
(ID: B00076OMOC) Far Away | CDs & Vinyl > International Music > Europe | Rating: 4.4
(ID: B00T0DIT3I) Twin Danger | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.2
(ID: B004RHKGH4) Say say say (1983, & Michael Jackson) / Vinyl Maxi Single [Vinyl 12''] | CDs & Vinyl > Vinyl Store | Rating: 5.0
(ID: B00C1Y7J3Y) Del-Fi Records Story | CDs & Vinyl > Pop | Rating: 4.1
(ID: B097ST9BW3) The Way I Wanna Go? | CDs & Vinyl > Country | Rating: 4.8
(ID: B006T6HGOM) Missa in Illo Tempore | CDs & Vinyl > Classical > Chamber Music | Rating: 4.5
(ID: B00RXPTN94) Let It Reign | CDs & Vinyl > Pop | Rating: 4.8
(ID: B084DGWJY2) My Standards | CDs & Vinyl > CD Rarities | Rating: 5.0
(ID: B0013M4UBY) Point Break [Original Score] | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.5
(ID: B000093FSA) Charity of Night | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.6
(ID: B0000032EO) Hidden Gems | CDs & Vinyl > Pop > Oldies | Rating: 4.5
(ID: B001CBW1I0) The Phil-la Of Soul Music Collection 1968-1972 | CDs & Vinyl > R&B > Soul | Rating: 4.2
(ID: B00C7CPKJA) Ride Captain Ride - Anthology Of Classics | CDs & Vinyl > CD Rarities | Rating: 3.4
(ID: B00000J7VH) Hits Of Western Swing | CDs & Vinyl > Country > Bluegrass | Rating: 4.5
(ID: B000031WBY) Schubert: Piano Sonata in B - Flat, D. 960 / Wanderer Fantasy / Impromptus, Op. 90, Nos. 3 & 4 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.3
(ID: B000076541) Light of the World | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.4
(ID: B0BCRTW661) Jazz Impressions Of Black Orpheus (Expanded Edition)[Deluxe 3 LP] | CDs & Vinyl > Jazz | Rating: 4.9
(ID: B005DZMMC6) Killing Floor: Blues Essentials | CDs & Vinyl > Blues | Rating: 3.9
(ID: B00112Z5W4) Down & Out in Shangri-La | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.5
(ID: B0002XV2ZW) The Seasons | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.7
(ID: B0000589F0) Live | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.4
(ID: B0002VEYF4) The Duke: The Columbia Years 1927-1962 | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.9
(ID: B00EEYZXF0) Exit Tunes Presents Vocalofuture Feat.Hatsune Miku | CDs & Vinyl > Broadway & Vocalists | Rating: 4.7
(ID: B07MWXGCWL) Bruno Walter - The Complete Columbia Album Collection | CDs & Vinyl > Classical | Rating: 4.8
(ID: B00004ZEI2) Themindzi | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.8
(ID: B0000021VM) Edge of Night | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.6
(ID: B07GTT5V53) K.T.S.E. Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Experimental Rap | Rating: 4.7
(ID: B09YWRCRZD) My Best Friend's Wedding--Music from the Motion Picture (AMAZON EXCLUSIVE) | CDs & Vinyl > Soundtracks | Rating: 4.6
(ID: B00QSROLOA) Star Trek Enterprise: Collection Vol 1 Original Soundtrack | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.8
(ID: B07G1YS991) One Voice | CDs & Vinyl > Rock > Hard Rock | Rating: 4.6
(ID: B00AZMFQ66) Woody's 20 Grow Big Songs | CDs & Vinyl > Folk > Contemporary Folk | Rating: 5.0
(ID: B00000FC7G) The Great Songs Of George Gershwin | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 3.7
(ID: B0002I9R7W) Blast Off | CDs & Vinyl > Children's Music | Rating: 5.0
(ID: B0152D3NUS) All in | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B01FUYC8Z0) Early Wayne - Explorations Of Early Classic Wayne | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B000001B9T) Going to the West | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B0000089L9) 20.00 Uhr | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B0002LU9TE) Space Hymns | CDs & Vinyl > Rock > Progressive | Rating: 3.9
(ID: B0096SKXUE) Pal Joey soundtrack | CDs & Vinyl > Soundtracks | Rating: 3.5
(ID: B000AD1ISU) The Golden Voice | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.9
(ID: B00008PX92) Music for Zen Meditation | CDs & Vinyl > New Age > Meditation | Rating: 4.5
(ID: B000I0QJKC) Released | CDs & Vinyl > Pop | Rating: 3.9
(ID: B00C9VE4DC) Amore e Tormento: Italian Arias | CDs & Vinyl > Opera & Classical Vocal > Arias | Rating: 4.2
(ID: B000BXJG9M) Music for Pets | CDs & Vinyl > New Age > Meditation | Rating: 4.9
(ID: B000A7DVMW) Love & Life | CDs & Vinyl > R&B > Contemporary R&B | Rating: 4.6
(ID: B000000ZL1) Uptight | CDs & Vinyl > R&B > Soul | Rating: 4.5
(ID: B00EDX5QNG) Psychic | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.5
(ID: B07SVF135G) Blessings | CDs & Vinyl > Pop | Rating: 4.8
(ID: B0027DQHFU) Song of the Stars | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.4
(ID: B004LFO0RO) High Maintenance | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000F7CLXW) Jessie Daniels | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.6
(ID: B0000032ND) Best of Word Jazz 1 | CDs & Vinyl > Comedy & Spoken Word > Poetry | Rating: 4.5
(ID: B0013L9LFU) Alligator Woman | CDs & Vinyl > Vinyl Store | Rating: 4.9
(ID: B00G5WVXP8) Dr. Seuss' How The Grinch Stole Christmas! | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.8
(ID: B00008H2LB) Meteora | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B012AXJY2O) Live at the Marquee | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000GNU3I0) Music From the Andes - Mashicuna - Ecquador Peru Bolivia | CDs & Vinyl > International Music > South & Central America | Rating: 5.0
(ID: B00005RD3W) Elevation 2001: U2 Live from Boston | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.4
(ID: B0091PDCPA) Vivid | CDs & Vinyl > Metal > Alternative Metal | Rating: 4.7
(ID: B00005TNMM) Messiah | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.3
(ID: B01BW5B2XA) Penitentiary Chances | CDs & Vinyl > Rap & Hip-Hop > Southern Rap | Rating: 4.4
(ID: B00000G1SF) Hunk-Ta-Bunk-Ta Boo 2 | CDs & Vinyl > Children's Music | Rating: 5.0
(ID: B00000GC18) More New Orleans Party Classics | CDs & Vinyl > R&B > Soul | Rating: 4.7
(ID: B0076L77DO) Write Me Back | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000002KPR) Only If / Willows on the Water / Silent Night | CDs & Vinyl > New Age > Celtic New Age | Rating: 4.9
(ID: B004HF00UO) Historia Musical~40 Exitos~(2Cd Set) | CDs & Vinyl > International Music | Rating: 4.0
(ID: B00U8WG52C) Savage Land | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000KG4BIG) Great Moments in Sports | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.8
(ID: B00000IWOA) Mystic Journey | CDs & Vinyl > Today's Deals in Music > World Music | Rating: 4.6
(ID: B00ELIWHPI) Charmed Score From the Television Series | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.5
(ID: B000K2Q7T6) Pac's Life | CDs & Vinyl > R&B > Funk | Rating: 4.6
(ID: B07Z76LM7X) Dreamland | CDs & Vinyl > Rock | Rating: 4.7
(ID: B01LYJRI1J) Look Up I'm Down There | CDs & Vinyl > Pop | Rating: 4.5
(ID: B0088A4XI4) Mountain | CDs & Vinyl > Pop | Rating: 3.8
(ID: B0000DES6Q) Nightmares | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00000G1SF
|
Hunk-Ta-Bunk-Ta Boo 2
| 5
|
AE2JJOIXUJA5YP7XMI7IBOZQCOTA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Survivor Song: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- False Value (Rivers of London Book 8) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 5.0
- The Wholesome Junk Food Cookbook: More Than 100 Healthy Recipes for Everyday Snacking | Books > Cookbooks, Food & Wine > Cooking by Ingredient | Rating: 4.0
- The Labyrinth Index (Laundry Files Book 9) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Be Kind To Kats | Books > Children's Books > Animals | Rating: 5.0
- The Delirium Brief: A Laundry Files Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Overtime: A Tor.Com Original (Laundry Files) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Nightmare Stacks (Laundry Files Book 7) | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Rubbernecker | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Skin Game (Dresden Files Book 15) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 3.0
### User's music History:
- Someday New | CDs & Vinyl > Latin Music > Latin Pop | Rating: 5.0
- Beethoven: Symphonies Nos. 4 & 7 | CDs & Vinyl > Classical > Symphonies | Rating: 4.0
- Ocean Dreams | CDs & Vinyl > International Music > North America | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B009DOXL8M) It Ain't Easy | CDs & Vinyl > Blues | Rating: 4.8
(ID: B0040U8XNC) Kiss This World Goodbye / in Search of the Rainbow | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00008ESUO) Ounce of Game | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.0
(ID: B0000D1FHI) Rosebuds Make Out | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B000TIO4TQ) The Road Home | CDs & Vinyl > Rock > Progressive | Rating: 4.3
(ID: B00005OC4P) Saint-Germain Café: The Finest Electro-Jazz Compilation | CDs & Vinyl > Dance & Electronic > House | Rating: 4.3
(ID: B00S64V0MO) Easter At Ephesus | CDs & Vinyl > Classical > Chamber Music | Rating: 4.9
(ID: B00004Y2GT) Italy in Bach | CDs & Vinyl > Imports > Classical | Rating: 5.0
(ID: B0002XN638) Loud Pipes Save Lives | CDs & Vinyl > Dance & Electronic > Techno | Rating: 4.4
(ID: B0BCGJ4HP1) Creatures Of The Night (40th Anniversary)[Half-Speed LP] | CDs & Vinyl > Rock | Rating: 4.7
(ID: B00CNVHP02) Alamo The Price of Freedom | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.7
(ID: B0007V3PDG) Don't Say You Love Me | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B00005Y23E) Legend: The Best of Bob Marley & The Wailers | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.8
(ID: B00LM9IEWY) Influence Vol. 2: The Man I Am | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B07Z74G6M6) She Came From Liverpool! Merseyside Girl Pop 1962-1968 / Various | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000VPNK5Q) Symphony 7 | CDs & Vinyl > Classical > Symphonies | Rating: 4.5
(ID: B000005JVD) Eternal Life | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.8
(ID: B013GK6OC8) Into The Sun | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.8
(ID: B0009SOFGI) The Stooges | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B003VTMKZA) Invented | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.3
(ID: B00013D56C) Death Via Satellite | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.5
(ID: B000088EGP) 26 Mixes For Cash | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.6
(ID: B00000GAGZ) The Soul Cages | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.6
(ID: B0000014KZ) Michael Ray & Cosmic Krewe | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.9
(ID: B00004T6Y1) Christ on the Mount of Olives | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 5.0
(ID: B004U7F6GC) Downloads - Al Jolson | CDs & Vinyl > Pop > Adult Contemporary | Rating: 3.5
(ID: B00006JYUC) The Tom Browne Collection | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.6
(ID: B001W9SYT2) With Roots Above And Branches Below | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.6
(ID: B00000I44R) Songs of the Sea | CDs & Vinyl > Folk > Traditional Folk | Rating: 3.4
(ID: B000K7V8DQ) Vision Misery | CDs & Vinyl > Metal > Death Metal | Rating: 4.6
(ID: B000003F3F) Mozart: Clarinet Concerto, K. 622; Clarinet Quintet. K. 581 The Essential Clarinet | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B00AAKVXJM) Aerosmith | CDs & Vinyl > Metal > Pop Metal | Rating: 4.1
(ID: B00004W547) Emo | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.3
(ID: B000066FAO) Freedom | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B00005JDJT) Live a L'Olympia | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.7
(ID: B000003Z91) Six And Twelve String Guitar | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.8
(ID: B002EP8O8O) Volare | CDs & Vinyl > Pop > Easy Listening | Rating: 4.7
(ID: B000WUBKAM) Rootin Tootin Luton Tapes | CDs & Vinyl > Rhino Records | Rating: 4.2
(ID: B0000075ZA) ProdName | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.4
(ID: B00004Y6M6) 16 Carnival Hits | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.2
(ID: B000091C3L) The Road To Hell Chris Rea LP | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.7
(ID: B00008EUHN) Rave Til Dawn | CDs & Vinyl > Dance & Electronic > House | Rating: 4.0
(ID: B00004UEVQ) Don't Think I'm Not | CDs & Vinyl > Pop | Rating: 4.7
(ID: B01N5CJPR3) Freedom Highway | CDs & Vinyl > Folk | Rating: 4.7
(ID: B06XCMNQZJ) Odd Boat | CDs & Vinyl > Pop | Rating: 4.8
(ID: B0000658I5) A Shot at Glory | CDs & Vinyl > Today's Deals in Music > Rock | Rating: 4.6
(ID: B00B46UTSC) Monica Ramey & Beegie Adair Trio | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.2
(ID: B000000S7L) One Holy Night | CDs & Vinyl > International Music > North America | Rating: 4.5
(ID: B000FG65WG) Big Easy Boogie Bonus | CDs & Vinyl > Jazz > Traditional Jazz & Ragtime | Rating: 4.7
(ID: B0000025HF) Havin' A Party With Southside Johnny | CDs & Vinyl > Today's Deals in Music > Rock | Rating: 4.7
(ID: B07Y2RDJ4X) 80s / Various | CDs & Vinyl > Rock | Rating: 4.6
(ID: B000Y1A9NI) Chris Gillespie Live at the Carlyle | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 3.6
(ID: B00UB4DZKC) No Child Left Behind | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000R7I2M4) Songbook of Micah | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
(ID: B000002J8O) Gato Negro | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 4.6
(ID: B09H3J46G1) 28 Original Hits In Stereo | CDs & Vinyl > Country > Roadhouse Country | Rating: 4.7
(ID: B000000DU2) Airdream Believer | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.2
(ID: B01N0XATPS) Beethoven: The String Quartets | CDs & Vinyl > Classical | Rating: 4.8
(ID: B0035LCWTI) Moment To Moment | CDs & Vinyl > Jazz > Modern Postbebop | Rating: 3.5
(ID: B000002MUQ) Balance | CDs & Vinyl > Rock > Rock Guitarists | Rating: 4.7
(ID: B00000IQ0Z) Cuba Si: Pure Cuban Flavor | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 5.0
(ID: B00NSOP9EC) From The Vault - Hampton Coliseum Live In 1981 | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0116HQVGM) Steel and Starlight The Auburn Sessions | CDs & Vinyl > Metal > Pop Metal | Rating: 4.5
(ID: B000024J8I) The River | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B000IHYVNM) Ruf Anthology: 12 Years of Ruf Records / Various | CDs & Vinyl > Blues > Regional Blues | Rating: 4.7
(ID: B008NHS5K4) Chante Piaf | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B00005KK4Q) Vivaldi Concertos | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B00BDSRISA) Bankrupt! | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B0002VDZ6S) Identity | CDs & Vinyl > R&B > Soul | Rating: 4.7
(ID: B07D54L16J) Every Good Boy Deserves Favour | CDs & Vinyl > Rock | Rating: 4.7
(ID: B06XP6QF7P) Cigarettes After Sex | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00000I3US) Ka Ano'i | CDs & Vinyl > International Music > Pacific Islands | Rating: 4.6
(ID: B00AWQEJFE) Like Rats | CDs & Vinyl > Today's Deals deprecated | Rating: 4.2
(ID: B00003Q07E) Live Harrah's Reno | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.3
(ID: B0177Y6D34) Nucleus | CDs & Vinyl > Metal > Pop Metal | Rating: 4.5
(ID: B0000025IM) Rocks Pebbles & Sand | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.4
(ID: B074W8G4P1) Party Tyme Tween Party Pack 3 | CDs & Vinyl > Karaoke | Rating: 4.5
(ID: B00JDB4FXA) Best of So Far | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.6
(ID: B00G5ASFUG) Springtime in Paris | CDs & Vinyl > International Music | Rating: 4.3
(ID: B000VZK69E) Peggy Cappy's Stress Relief Audio Guided Relaxation Series | CDs & Vinyl > New Age > Relaxation | Rating: 3.8
(ID: B0000058RA) New Orleans All-Stars | CDs & Vinyl > Jazz > New Orleans Jazz | Rating: 3.7
(ID: B001B92EFI) Curtis Peoples | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.6
(ID: B000F9YYGM) Singers and Songwriters: 1973-1975 | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B00004TSG4) Earthlodge | CDs & Vinyl > International Music > North America | Rating: 5.0
(ID: B0007L7SWA) In Rock We Trust | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.6
(ID: B0000025BH) Fantasy | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.7
(ID: B00008O32B) West For Wishing EP | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.2
(ID: B00K7DYQP0) Reggae Gold 2014 | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.2
(ID: B0000U5RPI) Enjoying Guilty Pleasures | CDs & Vinyl > Special Interest > Instructional | Rating: 4.5
(ID: B00I5NKP2W) 11:11 | CDs & Vinyl > Latin Music > Latin Pop | Rating: 5.0
(ID: B09W9X71V6) 'Flicted | CDs & Vinyl > Rock | Rating: 4.3
(ID: B00005PJB5) I'm Serious Explicit Lyrics | CDs & Vinyl > Today's Deals in Music > Rap & Hip-Hop | Rating: 4.7
(ID: 0983569509) Kundalini Transformation Kit: Yoga & Mantras for a Whole Heart | CDs & Vinyl > Special Interest > Exercise | Rating: 4.5
(ID: B005ME7EDK) Ambassadors of the Hidden Sun | CDs & Vinyl > Pop | Rating: 4.3
(ID: B0001O3WFK) Jibun Kakumei 2003 | CDs & Vinyl > International Music | Rating: 4.2
(ID: B07D2Y52X4) Sounds of Mirrors | CDs & Vinyl > International Music > Middle East | Rating: 4.7
(ID: B00005O6EQ) Live Fast... Die Young | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B008SVS4YM) Ultraista | CDs & Vinyl > Pop | Rating: 4.9
(ID: B00GNHY3WU) Requiem for the Living | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B077ZG44KF) All Right Now: The Essential | CDs & Vinyl > Rock | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B01N5CJPR3
|
Freedom Highway
| 5
|
AGHLLWQ523QQSOZAAXK5WR3TJDUQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Trans-Siberian Orchestra - Christmas Eve and Other Stories | Books > Arts & Photography > Music | Rating: 3.0
- Trans-Siberian Orchestra - The Christmas Attic | Books > Arts & Photography > Music | Rating: 2.0
- Getting Started with CNC: Personal Digital Fabrication with Shapeoko and Other Computer-Controlled Routers (Make) | Books > Engineering & Transportation > Engineering | Rating: 3.0
- Cursed: A New Fear; House of Whispers; Forbidden Secrets (Fear Street Saga) | Books > Teen & Young Adult > Science Fiction & Fantasy | Rating: 5.0
- Blue Oyster Cult - Cult Classics (Guitar Recorded Versions) | Books > Arts & Photography > Music | Rating: 3.0
- World of Warcraft: The Shattering: Prelude to Cataclysm | Books > Humor & Entertainment > Puzzles & Games | Rating: 5.0
- Florida Getaway (CSI: Miami, No. 1) | Books > Literature & Fiction > Action & Adventure | Rating: 4.0
- Practical Standards for Microsoft Visual Basic (DV-MPS General) | Books > Computers & Technology > Programming Languages | Rating: 4.0
### User's music History:
- Evilized | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.0
- Elements 1 | CDs & Vinyl > Rock > Progressive | Rating: 5.0
- War and Pain | CDs & Vinyl > Metal > Thrash & Speed Metal | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B0000AFOFV) Live in the Black Forest (Jpn Lp Sleeve) | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.7
(ID: B000005VHY) Mood Elevator | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.5
(ID: B00FA1DGLY) 5 Classic Albums | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000056K8O) Happy To Be Living | CDs & Vinyl > International Music | Rating: 4.9
(ID: B000001EWF) Maladjusted | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B000008ODO) Righteous Funk | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.6
(ID: B00004SMJF) Tin Machine II | CDs & Vinyl > Rock | Rating: 4.5
(ID: B000000B0C) Mass in D Major Opus 86 | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 3.4
(ID: B00007GY3H) Walk Tall: The Mercury Hit Singles 1963-75 | CDs & Vinyl > Country > Classic Country | Rating: 4.6
(ID: B005OMKMS4) Kinetik | CDs & Vinyl > CD Rarities | Rating: 4.6
(ID: B00000IL5C) Epitaph - Medieval Iceland / Gudjonsson | CDs & Vinyl > Classical | Rating: 4.0
(ID: B0000061GE) Star Trek Encounters | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 2.7
(ID: B00004SR0P) Tranceformed: A Tribute To Madonna | CDs & Vinyl > Dance & Electronic > Trance | Rating: 3.1
(ID: B0000C9JEF) WONDERLAND: Cool December | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.8
(ID: B00AQ9986M) Three Free Amigos | CDs & Vinyl > Alligator Records | Rating: 4.5
(ID: B000005ED0) Smile | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.0
(ID: B000009QM1) The Very Best Of Willie Hutch | CDs & Vinyl > R&B > Soul | Rating: 4.8
(ID: B000001ZV7) All Night Long | CDs & Vinyl > Blues > Regional Blues | Rating: 4.6
(ID: B0009P90IO) Man with a Mission | CDs & Vinyl > Christian & Gospel | Rating: 5.0
(ID: B00HSFKFCI) Melody in a Dream | CDs & Vinyl > Jazz | Rating: 4.2
(ID: B000008LOU) The Traveling Wilburys, Vol. 3 | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B00061XA1E) Jazz Violin Session | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.6
(ID: B000063DPL) Story Unfolds...Best | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.4
(ID: B001NESOYG) Saints And Sinners | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B00005MIZT) Sibelius: The Complete Symphonies / Tone Poems | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B0036BDQA6) Imaginary Television | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B01HQ8RY7A) DEEP WATERS | CDs & Vinyl > Pop | Rating: 5.0
(ID: B00000DC1S) Ancient Power | CDs & Vinyl > International Music > North America | Rating: 4.5
(ID: B08BRH2R2J) Faith | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000JLQMCA) Early Tapes | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B01N9RMNZJ) Dark Horse | CDs & Vinyl > Rock | Rating: 4.7
(ID: B00PTMKBRQ) Singles | CDs & Vinyl > Jazz | Rating: 4.9
(ID: B00002JX6P) Goin' Down UK 1 | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B00066FBF2) Critical Review: Inside Deep Purple 1969-1973 | CDs & Vinyl > International Music > Europe | Rating: 3.0
(ID: B000002AA1) This Is Jazz #3 | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 5.0
(ID: B00003O9J5) Quiet Eye | CDs & Vinyl > Folk > British & Celtic Folk | Rating: 4.2
(ID: B00003A9F8) Onegin: Motion Picture Score 1999 Film | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.6
(ID: B000000Z2X) Full View | CDs & Vinyl > Jazz > Bebop | Rating: 4.5
(ID: B01BZ31DBA) Revival | CDs & Vinyl > Pop | Rating: 4.2
(ID: B071ZYB675) Smash Hits Punk & New Wave / Various | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.6
(ID: B005FQNIN0) Will Dailey & The Rivals | CDs & Vinyl > Pop | Rating: 5.0
(ID: B00BC0JH60) Cruise Your Illusion | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0002WZSVM) Fun Razor | CDs & Vinyl > Pop | Rating: 4.2
(ID: B003XX8L5M) Greatest Hits | CDs & Vinyl > Vinyl Store | Rating: 4.9
(ID: B08W7JP25P) Beautiful Scars | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.5
(ID: B000IY06QG) Cloud Forest | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.5
(ID: B0035YBZGQ) I Like Guns | CDs & Vinyl > Country > Today's Country | Rating: 4.5
(ID: B000000MJL) Dog Days of August | CDs & Vinyl > Blues > Regional Blues | Rating: 4.8
(ID: B00008EOBU) Love Songs of Kenny Loggins | CDs & Vinyl > Pop > Soft Rock | Rating: 4.8
(ID: B000000ZE2) Crash | CDs & Vinyl > Jazz > Bebop | Rating: 5.0
(ID: B004HD2ZIG) To Hell With God | CDs & Vinyl > Metal > Death Metal | Rating: 4.5
(ID: B00001QGKD) Blues on My Back | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.4
(ID: B000003CZQ) Beethoven: String Quartets Op.74 & 95 | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.8
(ID: B00JPO98V4) Southern Gospel's Favorite Vocalists | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 3.6
(ID: B00BJKAHRQ) El Paso City / Adios Amigo | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B008E6ZYDA) Misadventures | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000PY709K) Christmas with Chet Atkins | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.5
(ID: B0063027RA) Burning Down The Dirtshack | CDs & Vinyl > Classic Rock | Rating: 4.8
(ID: B00J49J978) King & Queen | CDs & Vinyl > Rhino Records | Rating: 4.7
(ID: B001UJIMMS) Freaky Styley Explicit Lyrics | CDs & Vinyl > Pop > Dance Pop | Rating: 4.6
(ID: B000001JWR) Amberdelic Space II: Angels of Ecstasy Set | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.3
(ID: B00C5TH69W) The Pardon | CDs & Vinyl > Folk | Rating: 5.0
(ID: B0000631BB) Sanctuary of the Heart | CDs & Vinyl > Classical > Chamber Music | Rating: 3.5
(ID: B000008HNW) Legs Diamond 1988 Original Broadway Cast | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.5
(ID: B00004R8TY) Holy Dogs | CDs & Vinyl > Today's Deals in Music > Rock | Rating: 4.6
(ID: B000003FIR) Heifetz: Bruch, Concerto No. 1, Scottish Fantasy; Vieuxtemps, Concerto No. 5 | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.6
(ID: B00926DPY6) Living in Darkness | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.7
(ID: B00004S8OP) Notre Dame de Paris | CDs & Vinyl > Imports > Soundtracks | Rating: 4.4
(ID: B075RC8DC1) Dark Flag | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B008B37C68) Absolutely Free | CDs & Vinyl > Pop | Rating: 4.8
(ID: B06XD2HX21) August By Cake | CDs & Vinyl > Pop | Rating: 4.4
(ID: B000008JYX) Return of Superfly explicit_lyrics | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.2
(ID: B0BSNZ92J2) Silent Hill 2: Original Video Game Soundtrack (Limited Edition 180G Silver Colored Vinyl 2LP) | CDs & Vinyl > Soundtracks | Rating: 4.7
(ID: B000U6YKDW) The Expendables | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B000007RU1) Genesis Archive, Vol. 1: 1967-1975 | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B00NG6FMOE) Whitney Houston Live: Her Greatest Performances | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00AMEZDLK) Wreck-It Ralph | CDs & Vinyl > Children's Music > Disney | Rating: 4.3
(ID: B00V4UPBSQ) Seckou Keita - 22 Strings / Cordes | CDs & Vinyl > International Music > Africa | Rating: 4.8
(ID: B000A7Q2IM) Reborn | CDs & Vinyl > Christian & Gospel > Hard Rock & Metal | Rating: 4.4
(ID: B000003FO0) Do Re Mi: The New Musical 1960 Original Broadway Cast | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.5
(ID: B000000AHK) Stanford: Symphony 6/ Irish Rhapsody 1 | CDs & Vinyl > Classical > Symphonies | Rating: 3.6
(ID: B000088NF7) From Every Sphere | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.2
(ID: B000NOIX2U) Live: City & Colour | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B000M5KBK2) Colin Blunstone and Rod Argent of the Zombies: Live at the Bloomsbury Theatre, London | CDs & Vinyl > International Music > Europe | Rating: 4.4
(ID: B08F6Y54WC) Christmas In London | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.6
(ID: B000096FSU) On The Road Remastered | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B00SSQ60ZC) Song of Angels Vol. 2 | CDs & Vinyl > CD Rarities | Rating: 4.6
(ID: B086PN1PG2) Asterisk the Universe | CDs & Vinyl > Folk | Rating: 4.6
(ID: B0000008T1) Golden Classics | CDs & Vinyl > R&B > Soul | Rating: 4.6
(ID: B000000E57) You Should Be So Lucky | CDs & Vinyl > International Music > Middle East | Rating: 5.0
(ID: B00005CCKA) Running on Empty | CDs & Vinyl > Pop > Soft Rock | Rating: 4.6
(ID: B0039ZF8FK) Prove It | CDs & Vinyl > Pop | Rating: 3.8
(ID: B000EUKM7C) Once Upon a Christmas: The Original Story | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.5
(ID: B081XXLDH9) The Night Chancers Crystal Clear | CDs & Vinyl > Vinyl Store | Rating: 4.6
(ID: B01A995AYM) Lotus | CDs & Vinyl > AutoRip | Rating: 4.5
(ID: B000BFH2UA) The Mind Of Robert Cooper | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.2
(ID: B000000136) Live: CURVED AIR | CDs & Vinyl > Rock > Progressive | Rating: 4.3
(ID: B006CNQXRS) Loose Change | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00002EIZH) Matter Has A Breaking Point | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 4.5
(ID: B0009X6368) Country Classics | CDs & Vinyl > Country > Today's Country | Rating: 4.6
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B000A7Q2IM
|
Reborn
| 1
|
AGN7USS4RZTCRCYHS52JLRGNLKXA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Great Deformation: The Corruption of Capitalism in America | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
- Inventing Freedom: How the English-Speaking Peoples Made the Modern World | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
- Popes and Bankers: A Cultural History of Credit and Debt, from Aristotle to AIG | Books > History > Americas | Rating: 5.0
- Hoodwinked: How Intellectual Hucksters Have Hijacked American Culture | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
- Crisis Investing: Opportunities and Profits in the Coming Great Depression | Books > Business & Money | Rating: 3.0
### User's music History:
- The Definitive Collection | CDs & Vinyl > Country > Today's Country | Rating: 4.0
- The Best of Don Williams: 20th Century Masters Millennium Collection | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.0
- Don Williams - Greatest Hits | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B00009WVO4) Spirit in Stone | CDs & Vinyl > Rap & Hip-Hop > Experimental Rap | Rating: 4.5
(ID: B00284BZXM) Skeeter Davis: Studio 102 Essentials | CDs & Vinyl > Country | Rating: 4.2
(ID: B000002VEC) Whitney | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.8
(ID: B000UYT8X6) Cover Their Eyes | CDs & Vinyl > Folk > Contemporary Folk | Rating: 3.1
(ID: B00HGTNIYS) Good Luck | CDs & Vinyl > Country | Rating: 4.5
(ID: B00000JY2L) Upon a Midnight Clear | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.2
(ID: B0000288KP) Make Praise Glorious | CDs & Vinyl > Today's Deals in Music > Christian & Gospel | Rating: 4.4
(ID: B000UH8HQ2) Beethoven Piano Sonatas Nos.30-32 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B00004SSIX) Hole in the Wall | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.4
(ID: B001PMRKGY) Chains: The Dimension Links 1962-1964 | CDs & Vinyl > Pop > Oldies | Rating: 4.5
(ID: B000000UTW) Sound of Jazz | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 3.2
(ID: B0032FO948) El Sonido, Vol. III | CDs & Vinyl > Latin Music > Latin Pop | Rating: 2.6
(ID: B00000HZUT) X 99 | CDs & Vinyl > Dance & Electronic > House | Rating: 4.7
(ID: B08TQ2QR11) Eagles Live | CDs & Vinyl > Rock | Rating: 4.8
(ID: B0001Y4MDQ) Healing Sounds with Jonathan Goldman | CDs & Vinyl > New Age > Meditation | Rating: 3.5
(ID: B000PATZQ0) The Birth of Surf | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B001Q8WLNO) Black Magic Woman: Best of | CDs & Vinyl > Rock > Blues Rock | Rating: 4.5
(ID: B0032700PS) Interview | CDs & Vinyl > Rock > Progressive | Rating: 4.5
(ID: B00008ADQJ) Rural Renewal | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.4
(ID: B00001SI9S) Friends & Relatives | CDs & Vinyl > Rock > Progressive | Rating: 2.5
(ID: B013M7ZGGA) To the Edge | CDs & Vinyl > Jazz | Rating: 5.0
(ID: B00023NDJU) Travels In The South | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 3.7
(ID: B00005JXWG) Woodland Stroll | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.6
(ID: B0000YWC8E) Gach Là agus Oidhche: Music of Carmina Gadelica | CDs & Vinyl > Folk > British & Celtic Folk | Rating: 4.7
(ID: B008OJ2A3E) Main Obsessions | CDs & Vinyl > Pop | Rating: 3.7
(ID: B000000F5X) Pier Pressure | CDs & Vinyl > Country > Bluegrass | Rating: 4.7
(ID: B09553KWM2) Lee Konitz Plays With The Gerry Mulligan Quartet Blue Note Tone Poet Series | CDs & Vinyl > Comedy & Spoken Word | Rating: 4.8
(ID: B000IHY0VU) Ring of Fire | CDs & Vinyl > Imports > Dance & Electronic | Rating: 4.5
(ID: B000006EVR) Feeler | CDs & Vinyl > Dance & Electronic > Trip-Hop | Rating: 5.0
(ID: B08F6GR2C1) Blood & Stone | CDs & Vinyl > Rock | Rating: 4.8
(ID: B000EQH44U) Introducting Hello Saferide | CDs & Vinyl > Pop > Euro Pop | Rating: 4.2
(ID: B00Y1U7U26) Anchor | CDs & Vinyl > Country | Rating: 4.5
(ID: B000000YK8) 5 By Monk By 5 | CDs & Vinyl > Jazz > Bebop | Rating: 4.6
(ID: B0034C2586) Tales from the Crow Man | CDs & Vinyl > Folk | Rating: 4.9
(ID: B00000JWRP) Keiko Matsui Live | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.7
(ID: B000091D59) The Last Dragon | CDs & Vinyl > Vinyl Store | Rating: 4.9
(ID: B0039S7F76) The Underworld Regime | CDs & Vinyl > Metal | Rating: 4.5
(ID: B00005KBBB) Millennium Collection - 20th Century Masters | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.7
(ID: B009AZH0P4) Home | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B000HEZF90) Silk Degrees | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 4.8
(ID: B004QNVQY6) Paul | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0000073AD) Echoes | CDs & Vinyl > Folk > British & Celtic Folk | Rating: 4.8
(ID: B001HC7X4G) Za Bakdaz: The Unfinished Opera | CDs & Vinyl > International Music > Europe | Rating: 4.3
(ID: B0002F6BKQ) Legion of Boom | CDs & Vinyl > Dance & Electronic > Big Beat | Rating: 4.5
(ID: B00CXQL8EQ) Live Today | CDs & Vinyl > Blue Note Records | Rating: 4.1
(ID: B000002B53) Super Hits | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.4
(ID: B0006FX2PO) Singles 1984-2004 | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B002MZOS72) Coming Home | CDs & Vinyl > Special Interest > Exercise | Rating: 4.8
(ID: B00B9KF4CY) Lullabylooza: '90s Alternative Goes Lullaby | CDs & Vinyl > Children's Music > Lullabies | Rating: 4.9
(ID: B003VSJ47I) Rocky IV Score | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.7
(ID: B00000FCKV) Bartok: Concerto for orchestra / Music for Strings, Percussion and Celesta | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.5
(ID: B000006L3R) My Kind of Broadway | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B01MDNFPL8) Le Migliori | CDs & Vinyl > International Music | Rating: 4.5
(ID: B013D10G3I) Ire | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B000009OL8) Apple Bed | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B07Z74DK8W) Watchmen: Volume 3 Music From The HBO Series | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B000068CDY) Spacemonkeyz Vs. Gorillaz: Laika Come Home | CDs & Vinyl > Reggae > Dub | Rating: 4.7
(ID: B00158NN8M) Each Dawn I Die | CDs & Vinyl > Rap & Hip-Hop | Rating: 5.0
(ID: B0013HFP0Y) Requiem | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.8
(ID: B00004U142) Set You Free | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
(ID: B009WSCB7Q) A Time for Sleep: Guided Relaxation Techniques for Peaceful Slumber | CDs & Vinyl > New Age > Meditation | Rating: 3.8
(ID: B000FEBVYA) This Lusty Land - Including The Tales Of Davy Crockett ORIGINAL RECORDINGS REMASTERED | CDs & Vinyl > Country > Bluegrass | Rating: 4.2
(ID: B00M8NMML2) Comp Pno Sons | CDs & Vinyl > Classical | Rating: 4.7
(ID: B09GJKJXZ1) The Blue Ridge Rangers Rides Again | CDs & Vinyl > Rock > Blues Rock | Rating: 4.5
(ID: B0000CERLD) The Best of Aerosmith: 20th Century Masters - The Millennium Collection | CDs & Vinyl > Today's Deals in Music > Classic Rock | Rating: 4.8
(ID: B000024VDT) I Believe | CDs & Vinyl > Country > Classic Country | Rating: 4.6
(ID: B00000AW5J) And the Answer is: Great Country Answer Discs From the 50s their original versions | CDs & Vinyl > Country > Classic Country | Rating: 4.8
(ID: B000008D88) Space Age Motel | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.2
(ID: B000002S3E) Orff: Carmina Burana/Ravel: Bolero | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.2
(ID: B083XTH6CC) Rock Bottom Rhapsody | CDs & Vinyl > Country | Rating: 4.7
(ID: B00473ZNIU) Spiritual - Mental - Physical | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.5
(ID: B002ZDOXXU) Playlist: The Very Best Of The Guess Who | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000KP6PTK) All I Owe | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
(ID: B001CITRLM) Complete 78's Vol 1 | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.0
(ID: B00005YW4A) Taking Sides | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.5
(ID: B0000CABL9) Enchanted Spirits | CDs & Vinyl > New Age > Meditation | Rating: 4.4
(ID: B000IFQLQY) The Divine Feminine: A Musical Meditation on the Mystery and Spirit of Woman | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.9
(ID: B000EU1KUA) That Face | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.6
(ID: B01JGQIP6Y) Welcome Back My Friends to the Show That Never Ends - Ladies and Gentlemen Set | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00AGKH6D8) We Want O Groove | CDs & Vinyl > Jazz | Rating: 4.4
(ID: B0013FSV7K) Eidolon | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B0002K71AA) Spin the Wheel | CDs & Vinyl > Imports > Rock | Rating: 4.5
(ID: B0011U50HQ) We've Moved | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B000AR7FUG) Picasso en Mis Ojos | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B000AP2ZPS) Superheroes | CDs & Vinyl > Metal | Rating: 4.6
(ID: B005QFHLZ6) 24 Carrot Diamond-The Best | CDs & Vinyl > Children's Music | Rating: 4.8
(ID: B00000DD26) Ear of the Behearer | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.9
(ID: B002JIBC80) Metropolis Symphony Deux Ex Machina | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B001DSNFZA) Mingus Ah Um | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.7
(ID: B008B06NW0) Greatest Hits Live | CDs & Vinyl > CD Rarities | Rating: 3.8
(ID: B00005QD7Q) Christmas Message | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.7
(ID: B00N0T2MC2) .5: The Gray Chapter Explicit Lyrics | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B00004ZB9D) Greatest Hits | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B00KFN7MSK) Depeche Mode: Violator (180g) Vinyl LP | CDs & Vinyl > Vinyl Store | Rating: 4.8
(ID: B0000029G2) Mother Earth | CDs & Vinyl > Children's Music > Educational | Rating: 4.7
(ID: B00005R5H7) Bach Mass in B Minor | CDs & Vinyl > Classical > Symphonies | Rating: 4.0
(ID: B000006AZE) The Groop Played "Space Age Batchelor Pad Music" | CDs & Vinyl > Rock > Progressive | Rating: 4.5
(ID: B01N9SD7QR) ROLLING STONES LP Some Girls - Rolling Stones Records 1978 - NM Vinyl - RARE FIRST PRESSING W/ Lucy, Farrah, Marilyn, Raquel - STERLING TED JENSEN | CDs & Vinyl > Vinyl Store | Rating: 4.8
(ID: B00000AGLC) Cuantas Veces | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.5
(ID: B00006LW64) Sandy & Junior | CDs & Vinyl > International Music > South & Central America | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B002ZDOXXU
|
Playlist: The Very Best Of The Guess Who
| 5
|
AGC2EMZPCQM2PINJD5RWPT6ABEYQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Jamie's Italy | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
- Gordon Ramsay's Fast Food: Recipes from the F Word | Books > Cookbooks, Food & Wine > Quick & Easy | Rating: 5.0
- Salsas That Cook : Using Classic Salsas To Enliven Our Favorite Dishes | Books > Cookbooks, Food & Wine > Cooking by Ingredient | Rating: 5.0
- Understanding Close-Up Photography: Creative Close Encounters with Or Without a Macro Lens | Books > Arts & Photography > Photography & Video | Rating: 5.0
- High Dynamic Range Digital Photography For Dummies | Books > Arts & Photography > Photography & Video | Rating: 4.0
### User's music History:
- Tribute | CDs & Vinyl > Rock > Progressive | Rating: 5.0
- Metamorfoz | CDs & Vinyl > International Music | Rating: 5.0
- Shawaza | CDs & Vinyl > Dance & Electronic > World Dance | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0002T2QDS) Best of Organ & Brass | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.2
(ID: B0036ORISO) Man Alive | CDs & Vinyl > Pop | Rating: 4.7
(ID: B01EBB4P72) Relentless | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000E4WWNU) Greatest Hits Volume 1 & 2 | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.7
(ID: B0000ARNFB) Vivaldi: Bassoon Concertos | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B002S2M76S) It's Not Me It's You | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B07J36923G) Something for the Boys 2018 Studio Cast | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.3
(ID: B000060OZ5) Live at Monterey | CDs & Vinyl > Blues > Electric Blues | Rating: 4.6
(ID: B000007UA3) Kylie Minogue | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.7
(ID: B07Y97FGZJ) Dirty Diamonds (COLOR VINYL) | CDs & Vinyl > Rock > Hard Rock | Rating: 4.7
(ID: B0088EDRQO) American Idol Season 11 Highlights | CDs & Vinyl > Pop | Rating: 4.3
(ID: B000056PQV) Music of Hope | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.2
(ID: B00081QRIU) The Best of the Blues | CDs & Vinyl > Blues > Jump Blues | Rating: 3.5
(ID: B000ICLTJG) Redemption Songs | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.8
(ID: B00192D8HA) Broken And Beautiful Accompaniment/Performance Track | CDs & Vinyl > Christian & Gospel > Accompaniment | Rating: 3.0
(ID: B000NE8B3G) I Can Relax! A Relaxation for Children | CDs & Vinyl > Children's Music > Educational | Rating: 4.4
(ID: B00000J5XW) Keep It Unreal | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.4
(ID: B00004YMOK) Sailing to Philadelphia | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B000ILZ6EQ) Music For Robots Volume 1 | CDs & Vinyl > Dance & Electronic | Rating: 2.8
(ID: B0074LIXD4) Edith Piaf | CDs & Vinyl > International Music | Rating: 4.4
(ID: B00000DQIQ) Moon River | CDs & Vinyl > Pop | Rating: 4.0
(ID: B00IK5I0OA) Complete Bill Evans on Verve | CDs & Vinyl > Verve Music Group > Verve | Rating: 4.2
(ID: B006UFH5JS) Release Me | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B00004OCRV) Follow That Bird | CDs & Vinyl > Today's Deals in Music > Children's Music | Rating: 4.8
(ID: B000EMGC4W) Deez to Blues | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.8
(ID: B000000I2E) Sourcelab 3: Cream of French Underground | CDs & Vinyl > Rock > Progressive | Rating: 3.8
(ID: B000H4VVF2) Old School 4 | CDs & Vinyl > R&B > Soul | Rating: 4.8
(ID: B0000000JG) Niki Nana | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B085DSC2YH) Now's The Time Yellow Colored Tracks | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B000000A8E) Clarinet Quintet | CDs & Vinyl > Classical > Chamber Music | Rating: 5.0
(ID: B07B62QPHL) Tree of Life: Sacred Music of Mack Wilberg | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.6
(ID: B00BZ5S0ZQ) MBV | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0047JUOYW) aoxomoxoa | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 5.0
(ID: B08L3XC9MK) Fun | CDs & Vinyl > Country | Rating: 4.8
(ID: B0018F0JFM) Is Having a Wonderful Time | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.7
(ID: B01I465E9S) It's Immaterial | CDs & Vinyl > Rock | Rating: 4.8
(ID: B07Y1ZD8BH) Thinkin' Problem | CDs & Vinyl > Country | Rating: 4.8
(ID: B007SUJFMY) Jimmy: James Rhodes Live in Brighton | CDs & Vinyl > Classical > Chamber Music | Rating: 4.8
(ID: B00LU8UP42) Brazilian Guitar | CDs & Vinyl > International Music > South & Central America | Rating: 4.1
(ID: B0056EB9SM) Not So Loud: An Acoustic Evening | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B00005QEO1) Pump | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B07QD3L2ZH) Iii | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B00S1QQ8TW) Bala Brothers | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.3
(ID: B0000011ST) Fantastic Expedition of | CDs & Vinyl > Country > Americana | Rating: 4.6
(ID: B004FJMELK) New York New York | CDs & Vinyl > Pop | Rating: 4.3
(ID: B00069YE8O) Songbird | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.6
(ID: B000002VCB) Eve | CDs & Vinyl > Today's Deals in Music > Classic Rock | Rating: 4.7
(ID: B00003ZA60) Imprint | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.3
(ID: B0000065J9) Trios for Cello Piano & Clarinet | CDs & Vinyl > Classical > Chamber Music | Rating: 4.0
(ID: B000BK2CZA) Boz Scaggs Smooth Jazz Sampler | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 5.0
(ID: B000BBOFJU) Garden Of Dreams | CDs & Vinyl > International Music > Europe | Rating: 5.0
(ID: B0076XTINY) Circus | CDs & Vinyl > Pop | Rating: 4.5
(ID: B0033PSGNW) Pain Control Based on EMDR | CDs & Vinyl > Blues > Acoustic Blues | Rating: 4.4
(ID: B005ST9JWI) No Nukes: From the Muse Concerts for a Non-nuclear Future | CDs & Vinyl > Vinyl Store | Rating: 4.9
(ID: B00NL890MM) Storming Detroit | CDs & Vinyl > Pop | Rating: 4.8
(ID: B002BCRZIA) Sinatra Reprise : The Very Good Years (Best of / Greatest Hits) | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.7
(ID: B0000DJYQQ) Let It Bleed | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B00015YW9Y) This Is Trance | CDs & Vinyl > Dance & Electronic > Techno | Rating: 4.6
(ID: B001PR04A8) We Don't Cry, We Multiply - Mr.G & The Kiddie Crunk Crew | CDs & Vinyl > Rap & Hip-Hop | Rating: 3.8
(ID: B0000C7PS7) Rizen - Live! [DVD] | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.6
(ID: B0009OJAIK) Biscuits for Breakfast | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.6
(ID: B000GRTQW0) Live On Long Island 4-18-80 | CDs & Vinyl > Classic Rock > Southern Rock | Rating: 4.5
(ID: B07FSRB4MX) Flagged Channel Explicit Lyrics | CDs & Vinyl > Rock | Rating: 4.6
(ID: B00WR7QINW) Felt Mountain | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000063COL) Good Health | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.5
(ID: B000002XNV) Whole Lotta Rock 1968-69 | CDs & Vinyl > Pop > Oldies | Rating: 3.9
(ID: B00D8MEJN6) After the End | CDs & Vinyl > Pop | Rating: 5.0
(ID: B00001ZTTY) Maska | CDs & Vinyl > International Music > Europe | Rating: 4.0
(ID: B08BWFKH6N) Evergreen Volume 2 / Volume 3 | CDs & Vinyl > Rock | Rating: 4.7
(ID: B0059067JE) Munki | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000005J2L) Les Noces | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.7
(ID: B0002ABUZM) Same Girl | CDs & Vinyl > R&B > Soul | Rating: 4.6
(ID: B00005NSPV) Collection | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.6
(ID: B00B5UBG0W) 100 Masterpieces of Sacred Choral Music | CDs & Vinyl > Classical | Rating: 4.2
(ID: B0009X6VEM) Life Goes On | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B00RXPTTB6) Come Sail Away | CDs & Vinyl > New Age > Meditation | Rating: 4.6
(ID: B00005RGNP) No Secrets | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.7
(ID: B00063BJC4) Tidings | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.3
(ID: B000063IW2) Enemy of the System | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.2
(ID: B01LFEPXMY) Parachutes | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B00MYJ1DHE) Hold It In | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000AA300W) Purified | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.7
(ID: B001SZ29NM) Fantasies | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.8
(ID: B07MJJ39BR) TWICE 5th Mini Album - WHAT IS LOVE ? A Ver. Photobook + Photocards + Lyrics book + Postcard + Sticker + FREE GIFT / K-pop Sealed | CDs & Vinyl > Pop > Korean Pop | Rating: 4.8
(ID: B0018OKH0U) Mieczyslaw Weinberg: Concertos | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B0814YKQ3S) A Star Is Born Soundtrack CD Explicit Version explicit_lyrics | CDs & Vinyl > Soundtracks | Rating: 4.8
(ID: B00000I052) Intuit | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.6
(ID: B000026CIG) Chopin: The Piano Sonatas, 5 Etudes, 4 Mazurkas | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B001FT9VWS) E2-E4 | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.7
(ID: B000024TWL) Music From The Lonely Planet | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.5
(ID: B00000C2BV) Riddim Warfare | CDs & Vinyl > Reggae > Dub | Rating: 4.0
(ID: B0006A9TJM) Lifescapes Cocktail Party | CDs & Vinyl > New Age | Rating: 4.6
(ID: B00000162X) Sax on the Beach | CDs & Vinyl > New Age > Meditation | Rating: 4.4
(ID: B000001E77) Hell | CDs & Vinyl > R&B > Classic R&B | Rating: 4.5
(ID: B09KYCRY6K) Love Symbol Album | CDs & Vinyl > R&B > Funk | Rating: 4.8
(ID: B0B29F3YGM) Spellbound - Blue | CDs & Vinyl > Folk | Rating: 4.8
(ID: B00004TAXZ) Wonderlust: Live | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.4
(ID: B00005UNBC) Ferrante & Teicher: America Forever: Twin Piano Performances of American Classics | CDs & Vinyl > Pop > Easy Listening | Rating: 4.1
(ID: B000P6R8UY) 60 Aniversario CBS | CDs & Vinyl > Latin Music > Latin Pop | Rating: 5.0
(ID: B0009IOQZ8) Motivando A La Yal! | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.6
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0000000JG
|
Niki Nana
| 5
|
AEH3MGR56F2XKA3WRRXXOWHCWQKQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Last Week Tonight with John Oliver Presents: A Day in the Life of Marlon Bundo (HBO) | Books > Children's Books > Growing Up & Facts of Life | Rating: 5.0
- Doctor Who: Official Guide on How to be a Time Lord | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Soldering Made Simple: Easy techniques for the kitchen-table jeweler | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 4.0
- Metal Style: 20 Jewelry Designs with Cold Join Techniques | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 4.0
- Collage Fusion: Vibrant Wood and Fabric Art using Telamadera Techniques | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 4.0
- Metal Artist's Workbench: Demystifying the Jeweler's Saw | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 5.0
- Silversmithing for Jewelry Makers: A Handbook of Techniques and Surface Treatments | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 4.0
- Your Favorite Seuss (Classic Seuss) | Books > Children's Books > Biographies | Rating: 5.0
- Paper Cuts: 35 Inventive Projects | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 5.0
- Glass Forming with the Mold Block System - Instruction for 12 Projects | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 5.0
### User's music History:
- Human | CDs & Vinyl > Pop | Rating: 4.0
- The Broadway Album | CDs & Vinyl > Today's Deals in Music > Broadway & Vocalists | Rating: 5.0
- I'm Getting My Act Together And Taking It On The Road 1981 Original London Cast | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B07C5FVCZT) Flowers Of Evil / Mountain Live The Road Goes On Forever | CDs & Vinyl > Pop | Rating: 4.7
(ID: B003ZW0N2K) History of Modern | CDs & Vinyl > Pop | Rating: 4.6
(ID: B019I3BHS8) The World's On Fire | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.6
(ID: B00000DO96) Enigma Variations / Pomp & Circumstance | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B000024XYU) Appetite of the Kings | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 5.0
(ID: B00063ZTB6) Winds of Worship: Come Now Is the Time | CDs & Vinyl > Christian & Gospel > Praise & Worship | Rating: 4.8
(ID: B07PRZJ3R5) Live In Newcastle December 8, 1972 | CDs & Vinyl > Rock | Rating: 4.7
(ID: B0006IGJ9C) Grimm Robe Demos | CDs & Vinyl > Rock > Progressive | Rating: 4.5
(ID: B004SGYJ2W) Piano Man | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000002H2W) Maisha | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 3.9
(ID: B00JN68JVY) Can You Feel It | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B004OCCL7U) Greatest Hits | CDs & Vinyl > Pop | Rating: 4.4
(ID: B000008H4E) Short Stories | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B007TKBDFK) Platinum Gospel - Rev. Milton Brunson | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.5
(ID: B0000058SC) Ten Rapid | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B07DFV3Y2R) Made An America | CDs & Vinyl > Rock | Rating: 4.7
(ID: B000069CWW) ProdName | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.4
(ID: B000003D1M) Franz Lehar: The Land of Smiles / Gustafson, Hadley, Itami, Atkinson; Bonynge in English | CDs & Vinyl > Opera & Classical Vocal > Operettas | Rating: 4.1
(ID: B009VIDGLM) Fran Sinatra Conducts Tone Poems of Color | CDs & Vinyl > Pop | Rating: 4.2
(ID: B000U1ZIWY) 20 Best Syrtakis from Greece | CDs & Vinyl > International Music | Rating: 4.8
(ID: B00BDSRIJE) Dirt Road Driveway | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B07DD7PDGH) Sirens Of The Sea | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B000002YI1) Yours Always | CDs & Vinyl > Today's Deals in Music > Country | Rating: 2.9
(ID: B0B3DNW3HF) Wrong Side of Paradise | CDs & Vinyl > Rock | Rating: 4.3
(ID: B000BV7XO4) Realize | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.6
(ID: B08TZ6TF7F) Mercy | CDs & Vinyl > AutoRip | Rating: 4.6
(ID: B005VR96UW) Live At The Village Vanguard Again! | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B07191JDH6) Silent Hill original Soundtrack | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.8
(ID: B005QBSSVG) Up on the Sun | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000ION7BM) Every Time I Die: Shit Happens | CDs & Vinyl > Metal > Alternative Metal | Rating: 4.3
(ID: B001QJ20HU) Supporting Caste | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B0063W76L0) Anthology | CDs & Vinyl > Pop > Dance Pop | Rating: 4.5
(ID: B00005061O) Circuit 2K - Volume 3 HellBall 5 Edition | CDs & Vinyl > Dance & Electronic | Rating: 3.5
(ID: B08SGZLJFG) Peter Green's Fleetwood Mac | CDs & Vinyl > Blues | Rating: 4.7
(ID: B016W64G8M) Playlist: The Very Best of Jeff Buckley | CDs & Vinyl > Pop | Rating: 4.2
(ID: B00C8CU8YQ) Playlist: The Very Best Of Switchfoot | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00019GI2E) VNV Nation: PastPerfect | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.5
(ID: B008Z6ED0Y) Love's Truck Stop | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B0000072O2) Voyager | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B000LZ5K5E) Alma | CDs & Vinyl > Dance & Electronic > World Dance | Rating: 5.0
(ID: B000006FD0) Narada Guitar: 15 Years of Collected Works | CDs & Vinyl > Rock > Progressive | Rating: 4.5
(ID: B004WLUI5A) Give Me Everything | CDs & Vinyl > Dance & Electronic > House | Rating: 4.3
(ID: B00004SR3K) Zhan-Zhuang Gong Music | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.4
(ID: B000069B7D) Beauty in Darkness 6 | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.5
(ID: B00002DGQI) Best of 20eme Anniversaire | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.5
(ID: B000GW87UW) 20 Years Old | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.6
(ID: B00M2D7IJ4) Who Will Cut Our Hair When We're Gone? (Re-Mastered) | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B071GMW1TW) Another Green World | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000E6TYI4) Brahms: Piano Concertos, Nos. 1 & 2 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B0987CW4LY) Springtime In New York: The Bootleg Series Vol. 16 1980-1985 | CDs & Vinyl > Rock | Rating: 4.7
(ID: B0000DI4TI) Live in Paris & Toronto | CDs & Vinyl > New Age > Celtic New Age | Rating: 4.7
(ID: B00N42F4D4) Complete Us Country Hits 1944-59 | CDs & Vinyl > Country | Rating: 4.6
(ID: B00000E4PI) Symphony 8 | CDs & Vinyl > Classical > Symphonies | Rating: 4.4
(ID: B000001E8G) Don't Be A Menace To South Central While Drinking Your Juice In The Hood: The Soundtrack | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.7
(ID: B00HUWRK2W) About Last Night | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.5
(ID: B0000025YD) Vox Humana | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.5
(ID: B00T8RIN82) British Music: Sir Charles Groves | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B000E6EJMA) The Double-Cross | CDs & Vinyl > Rock > Progressive | Rating: 4.5
(ID: B00B0LKWZ6) Ever with You | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 3.7
(ID: B01LMS86SQ) Anthology: Very British Synthesizer | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000003EYF) Tchaikovsky: Piano Concerto No. 1, NBC Symphony Orchestra; Mussorgsky: Pictures at an Exhibition | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.4
(ID: B0007LLP2E) Gods & Gangstas | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.6
(ID: B010MPL5WE) Gunfighter Ballads & Trail Songs | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B00000E2QF) Rachmaninov: Symphony No. 1 ~ Ashkenazy | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B008B8AO90) Ddp 4 Life | CDs & Vinyl > Metal > Thrash & Speed Metal | Rating: 4.7
(ID: B00DVH212O) Not Cool | CDs & Vinyl > Pop | Rating: 4.5
(ID: B0052EV5XK) Twilight Blue | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B00B79OYIC) Django Unchained | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.7
(ID: B00004SVEQ) Bob Marley - Greatest Hits | CDs & Vinyl > Reggae > Rocksteady | Rating: 4.1
(ID: B079PT1NBH) Superbest | CDs & Vinyl > Dance & Electronic > House | Rating: 4.6
(ID: B0898DS71X) South X South Dakota Ltd Ed Slip Jacket Track | CDs & Vinyl > Classic Rock > Southern Rock | Rating: 4.5
(ID: B00027FSG2) Charley Pride: 36 All-Time Greatest Hits | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B00HZJH9BC) Teeth Dreams | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.4
(ID: B0000CDL5B) Healing Session | CDs & Vinyl > International Music > Africa | Rating: 4.0
(ID: B00WKZO3QK) Life Goes on | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.4
(ID: B00000E04D) Vaughan Williams: Orchestral Works Fantasia on a Theme by Thomas Tallis; Oboe Concerto; Concerto Grosso; Fantasia on Greensleeves; Five Variants on Dives and Lazarus | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B0000074PB) Live 1973 | CDs & Vinyl > Rock > Progressive | Rating: 4.5
(ID: B07HN88WNM) A Brief Inquiry Into Online Relationships Explicit Lyrics | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B000M08QA4) Live Killers | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B000BKP5JA) Stranded Under Endless Sky | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 5.0
(ID: B00000INNR) Old School Jams: The History Lesson | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.4
(ID: B0009WPM5M) Lightninghead to Coffeepot | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.5
(ID: B000GETZWO) Love Is Taking Over | CDs & Vinyl > Country > Today's Country | Rating: 4.5
(ID: B000005JBB) Remix Hits Collection | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B00006F2OI) First Light | CDs & Vinyl > Rock > Progressive | Rating: 4.2
(ID: B0009GX28C) Live From Mt Fuji | CDs & Vinyl > Comedy & Spoken Word > Comedic Music | Rating: 4.8
(ID: B00004LMMD) Light at the End of the World | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.4
(ID: B000M9MO08) "fake" | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.9
(ID: B0063VFWQM) to the bride LP | CDs & Vinyl > Vinyl Store | Rating: 4.7
(ID: B00475DZU6) Hello [Single-CD] | CDs & Vinyl > Dance & Electronic > House | Rating: 4.6
(ID: B001RIATSM) The Near Demise Of The High Wire Dancer | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.8
(ID: B00063K6BO) Greenpeace: Rainbow Warriors | CDs & Vinyl > Rock > Progressive | Rating: 3.3
(ID: B000G1T3JM) Raion | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.5
(ID: B081KR1ZK6) New Dreams | CDs & Vinyl > Rock | Rating: 4.8
(ID: B000URBVU6) Don't Cha Love It | CDs & Vinyl > Vinyl Store | Rating: 4.9
(ID: B00D2K1Z72) Sky Quartet / Amazing Grace / Viola Sonata | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B00D6ZCTV4) We Need to Go Back--the Unissued Warner Bros. Masters | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.6
(ID: B000000HP8) Rama Sreerama | CDs & Vinyl > International Music > India & Pakistan | Rating: 4.2
(ID: B00192JZE0) It's My Desire Accompaniment/Performance Track | CDs & Vinyl > Christian & Gospel > Accompaniment | Rating: 5.0
(ID: B000069HXV) Edgar Winter - Live on Stage, Featuring Leon Russell [DVD] | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.0
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00004SR3K
|
Zhan-Zhuang Gong Music
| 5
|
AHYWMD4LV277KPHWNIXJR6QHXWQA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Wacky Waving Inflatable Tube Guy (RP Minis) | Books > Humor & Entertainment > Humor | Rating: 4.0
- Baking Illustrated: A Best Recipe Classic | Books > Cookbooks, Food & Wine > Cooking Education & Reference | Rating: 5.0
- Deeply Odd (Odd Thomas) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Amity & Sorrow: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Good Weed Bad Weed: Who's Who, What to Do, and Why Some Deserve a Second Chance (All You Need to Know About the Weeds in Your Yard) | Books > Crafts, Hobbies & Home > Gardening & Landscape Design | Rating: 5.0
- 3D Sudoku | Books > Humor & Entertainment > Puzzles & Games | Rating: 5.0
- Amplified Bible | Books > Christian Books & Bibles > Bible Study & Reference | Rating: 3.0
- No One is Here Except All of Us | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- The Mammoth Book of Codeword Puzzles | Books > Humor & Entertainment > Puzzles & Games | Rating: 5.0
- NLT Life Application Study Bible, Second Edition (Red Letter, Hardcover) | Books > Christian Books & Bibles > Bible Study & Reference | Rating: 1.0
### User's music History:
- Peace in the Valley: The Complete Gospel Recordings | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
- I Believe - The Gospel Masters | CDs & Vinyl > Christian & Gospel | Rating: 5.0
- Cash - Ultimate Gospel Retail Version | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B002N1AE8W) Axe To Fall | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B001PA0ISS) Joshua James | CDs & Vinyl > Folk > Contemporary Folk | Rating: 1.0
(ID: B002BYSFXW) Almost Live | CDs & Vinyl > Country > Bluegrass | Rating: 4.7
(ID: B000005HCQ) Free for All | CDs & Vinyl > Jazz > Bebop | Rating: 4.6
(ID: B09SWZCYBW) Walkin' On A Wire | CDs & Vinyl > Country | Rating: 4.4
(ID: B000FCI1ZO) The Best of The Beach Boys | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.4
(ID: B000067FU5) MMII | CDs & Vinyl > Dance & Electronic > Trance | Rating: 4.3
(ID: B075KY3W73) Jupiter Calling | CDs & Vinyl > Rhino Records | Rating: 4.6
(ID: B000JLQSWE) Vulture Culture | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B0012GN34G) People | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B00009QWL5) Vol. 4-Bossa Nova: Exciting Jazz Samba Rhythms | CDs & Vinyl > International Music > South & Central America | Rating: 4.2
(ID: B08QBS1VST) Bram Stoker's Dracula Soundtrack | CDs & Vinyl > Soundtracks | Rating: 4.7
(ID: B00UYOXZ8G) Aladdin Las Vegas1993 | CDs & Vinyl > Rock | Rating: 4.7
(ID: B00NMXE29M) pom pom | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0772Q42RQ) Nocturnal - Blue Split | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B00GT5SCTG) Murphy's Law | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.5
(ID: B07Q47ZR2D) Alf Leila Wa Leila | CDs & Vinyl > Vinyl Store | Rating: 4.3
(ID: B00IOODR6I) Meteorites | CDs & Vinyl > Pop | Rating: 4.3
(ID: B000003B4N) Window | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.7
(ID: B001R0KC14) Here on This Ridge | CDs & Vinyl > Classical > Symphonies | Rating: 4.6
(ID: B0000012WQ) Verdi: Il Trovatore | CDs & Vinyl > Opera & Classical Vocal > Arias | Rating: 4.4
(ID: B001NH4KPA) Slumdog Millionaire | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.5
(ID: B0009QVKIQ) Live | CDs & Vinyl > Blues | Rating: 4.8
(ID: B0037JK6IW) Sempre Lontano | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B0029RQ8QW) Gentle Whispers | CDs & Vinyl > Pop > Easy Listening | Rating: 5.0
(ID: B0007XBMRK) Wassan Pharaoun | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.8
(ID: B099BVNTBY) Inner Symphonies | CDs & Vinyl > Classical > Symphonies | Rating: 4.7
(ID: B00KUMK5KI) D.A.R.Y.L. | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.8
(ID: B00008RUTU) Philippe Jaroussky - Ferrari Musiche varie | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.8
(ID: B00000DFMN) Who's Afraid Of? The Art of Noise! | CDs & Vinyl > Rock > Progressive | Rating: 4.4
(ID: B0091G7BH4) ICON | CDs & Vinyl > Pop | Rating: 4.4
(ID: B07VYMSSJQ) Nobuo Uematsu: Final Fantasy VII Soundtrack (180g, Pic Disc) Vinyl 2LP | CDs & Vinyl > Soundtracks | Rating: 4.9
(ID: B000BVB08O) Barrio Fino En Directo Explicit Lyrics | CDs & Vinyl > Latin Music > Latin Hip-Hop | Rating: 4.6
(ID: B0000C8AX0) Grandma Got Run Over By A Reindeer | CDs & Vinyl > Today's Deals in Music > Miscellaneous | Rating: 4.7
(ID: B003ZZAY4E) Repeater | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B0073E403O) Maestro | CDs & Vinyl > Pop > Easy Listening | Rating: 4.7
(ID: B00004WWZQ) Animal Magic | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B000007NCE) Naughty | CDs & Vinyl > Today's Deals in Music > R&B | Rating: 4.7
(ID: B000007NZB) Red Light Special / My Secret Enemy | CDs & Vinyl > Pop > Dance Pop | Rating: 4.7
(ID: B000001U3L) Rockin 80's | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 4.4
(ID: B081WQGBPH) Suddenly | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B075QKL8ZS) digital druglord Explicit Lyrics | CDs & Vinyl > Pop | Rating: 4.6
(ID: B07PL9PY7W) Hits & Hymns | CDs & Vinyl > Country | Rating: 4.7
(ID: B006BGNKJU) Bossa N Stones | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.4
(ID: B001U0HB60) Haydn: Die Sinfonien | CDs & Vinyl > Classical > Symphonies | Rating: 4.6
(ID: B005GKILM8) Live from the Summer of Love | CDs & Vinyl > Pop | Rating: 4.3
(ID: B000009G1Z) Best of Sandpipers | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.7
(ID: B000053MM6) Fight for Your Mind Double | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.7
(ID: B0000027FY) Volo Volo | CDs & Vinyl > Rock > Jam Bands | Rating: 4.5
(ID: B00B71ZTU2) FAIRY TAIL ORIGINAL SOUNDTRACK VOL.4 +bonus(2CD) | CDs & Vinyl > Soundtracks | Rating: 5.0
(ID: B07VFQMWQD) Native Soul | CDs & Vinyl > Rock > Hard Rock | Rating: 4.6
(ID: B071XVDCL3) Bags & Trane | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B000001J03) Jazz Trumpets | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.0
(ID: B000062RB9) Blade 2 | CDs & Vinyl > Metal > Alternative Metal | Rating: 4.6
(ID: B000FIMHZ8) Live on Sunset Strip | CDs & Vinyl > Rock > Power Pop | Rating: 4.6
(ID: B005K8UL4C) Black Thrash Attack | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000059LH1) Inside The Music - Classic Crooners Audio | CDs & Vinyl > Pop > Vocal Pop | Rating: 3.3
(ID: B00000DARO) Children of the World: Multicultural Rhythmic Activities | CDs & Vinyl > Children's Music | Rating: 5.0
(ID: B00LZEDGLA) Salvation | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B09QH4YSWN) Spiritual Machines II | CDs & Vinyl > Rock | Rating: 4.2
(ID: B000066BZO) Ice Age | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.5
(ID: B00U05UVV8) FROOT | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B00BYR1UP2) Momentum | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B0071AGXJE) Stoned and Dethroned | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.6
(ID: B00997NITA) A Laurie Berkner Christmas | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.6
(ID: B06XHK8W6M) Transient Lullaby | CDs & Vinyl > Country > Today's Country | Rating: 4.9
(ID: B0000636A9) Live At Newport | CDs & Vinyl > Blues > Regional Blues | Rating: 4.0
(ID: B00000372E) Taking the Rough With the Smooth | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.9
(ID: B00KN6BJWE) For The Recently Found Innocent | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.6
(ID: B075GBPPXB) Sailors' Tales 1970-1972 | CDs & Vinyl > Pop | Rating: 4.7
(ID: B016OWJX46) Country Blues of John Lee Hooker + 8 Bonus Tracks | CDs & Vinyl > Blues | Rating: 5.0
(ID: B00008FNWB) Easy Street/Under the Glass | CDs & Vinyl > Pop > Dance Pop | Rating: 4.2
(ID: B000CCW2LG) Wisdom of Malcolm X | CDs & Vinyl > Comedy & Spoken Word > Spoken Word | Rating: 4.4
(ID: B005LTDPJI) The Classic Albums Collection | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000003MU8) Best Of Art Of Noise | CDs & Vinyl > Rock > Progressive | Rating: 4.5
(ID: B000QGDZ6Y) Treasure | CDs & Vinyl > New Age > Meditation | Rating: 4.6
(ID: B0755CY9QV) SAVAGE | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0073US6LK) Warehouse Blues | CDs & Vinyl > Blues | Rating: 4.6
(ID: B000EBCEJA) Same Thing Different Day Set 1 Explicit Lyrics | CDs & Vinyl > Pop > Dance Pop | Rating: 4.6
(ID: B07PFR1C49) Chasing Lights | CDs & Vinyl > Pop | Rating: 4.6
(ID: B01M72UMRC) In The Passing Light Of Day | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B004FS5JKY) Taylor St. | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 5.0
(ID: B000000OPI) Join Hands | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.6
(ID: B0000011VT) Out of the Frying Pan | CDs & Vinyl > Jazz > Soul-Jazz & Boogaloo | Rating: 4.6
(ID: B0000584Y6) David Russell Plays Baroque Music | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B0075BJC2O) Phil Ochs: Pleasures of the Harbor | CDs & Vinyl > Vinyl Store | Rating: 4.8
(ID: B09NYK1T1J) Lord How Come Me Here | CDs & Vinyl > Classical | Rating: 4.7
(ID: B000056VL6) The Songs I Love So Well: Phil's Vocal Album | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B000MV8D10) Elvis: Ultimate Gospel | CDs & Vinyl > Christian & Gospel > Country & Bluegrass | Rating: 4.8
(ID: B011IOGY2E) Echoes Of Silence Explicit Lyrics | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B07BYWVLYF) Mind Control Live 1994 | CDs & Vinyl > Metal > Thrash & Speed Metal | Rating: 4.2
(ID: B001GXPFSW) Feelin' It | CDs & Vinyl > Jazz | Rating: 4.3
(ID: B0006V6TK8) Push The Button | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B08FTKJ4GF) Love Goes | CDs & Vinyl > Pop > Dance Pop | Rating: 4.7
(ID: B00000I7UH) Xentonality | CDs & Vinyl > Today's Deals deprecated | Rating: 4.2
(ID: B00C8ZTYJ8) The Charles Bell Contemporary Jazz Quartet on Bonus Tracks | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B0009JNK68) Humanscale DE100 20IN CORNER SLEEVE | CDs & Vinyl > Vinyl Store | Rating: 4.3
(ID: B00004RGC9) Goodbye Enemy Airship the Landlord Is Dead | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B00001ZWJA) Animal Groove | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 5.0
(ID: B000006LEV) Rocky Mountain Collection | CDs & Vinyl > Pop > Easy Listening | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B000MV8D10
|
Elvis: Ultimate Gospel
| 5
|
AHUVXJWAX2BZZ4UPA3CFIFSILS7A
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Sanctuary: A Postapocalyptic Novel (The New World Series) | Books > Literature & Fiction > Action & Adventure | Rating: 3.0
- Earth and Space: Photographs from the Archives of NASA | Books > Arts & Photography > Photography & Video | Rating: 5.0
- Edge of Eternity: Book Three of The Century Trilogy | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Robert Ludlum's (TM) The Bourne Ascendancy (Jason Bourne Series, 12) | Books > Literature & Fiction > Action & Adventure | Rating: 5.0
- Winter of the World: Book Two of the Century Trilogy | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
### User's music History:
- Precious Memories | CDs & Vinyl > Country | Rating: 5.0
- Precious Memories Collection | CDs & Vinyl > Country | Rating: 5.0
- Oh What a Savior | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00005NSUB) My Mortal Beloved | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.6
(ID: B0009WHAMU) Miss Alex White and The Red Orchestra | CDs & Vinyl > Pop | Rating: 5.0
(ID: B01BF93GBY) Out Of The Blue | CDs & Vinyl > Pop | Rating: 4.8
(ID: B005IY3B5O) Symphony 8 | CDs & Vinyl > Classical > Symphonies | Rating: 4.7
(ID: B07NX79BST) On a Highway to Hell Live! - Box | CDs & Vinyl > Rock > Hard Rock | Rating: 4.6
(ID: B071FKZQK3) Unify | CDs & Vinyl > Metal > Pop Metal | Rating: 4.0
(ID: B003XXHUEK) Shm Sampler | CDs & Vinyl > Pop | Rating: 4.3
(ID: B07KZ4H9B5) Freya Ridings | CDs & Vinyl > Rock | Rating: 4.7
(ID: B001E4SF94) Blueprints of Jazz 1 | CDs & Vinyl > Jazz > Traditional Jazz & Ragtime | Rating: 5.0
(ID: B0013ABJS8) 95/08 | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B00006IIXU) Jukebox 45's | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 3.9
(ID: B00005Y8F5) Y Su Flauta Cubana | CDs & Vinyl > International Music | Rating: 2.9
(ID: B000002OIQ) Ask Rufus | CDs & Vinyl > R&B > Funk | Rating: 4.7
(ID: B000067FU3) A Series of Sneaks US Bonus Tracks | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B00EAZYQ4C) Hell Bent | CDs & Vinyl > Sony, UMG, RED, ADA, and WEA | Rating: 4.7
(ID: B000008MKQ) Young Black Teenagers | CDs & Vinyl > Today's Deals in Music > Rap & Hip-Hop | Rating: 4.2
(ID: B00TZE3W0C) My Favorite Things | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B000002VPP) The Greatest Hits Collection | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B0000TGAEG) Good Charlotte - The Video Collection [DVD] | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.3
(ID: B000002T6A) Back to Back Hits | CDs & Vinyl > Today's Deals in Music > Rap & Hip-Hop | Rating: 4.4
(ID: B000BS31TI) 30 Jahre Karat | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B08TZMHJB2) Relentless | CDs & Vinyl > AutoRip | Rating: 4.6
(ID: B00016XNE8) Best Of Trance, Volume 4 | CDs & Vinyl > Dance & Electronic > House | Rating: 4.2
(ID: B000089AQP) Complete Session | CDs & Vinyl > Pop | Rating: 4.5
(ID: B003YJCO26) As U Were Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 3.3
(ID: B00708CBMA) From Refuge To Ruin | CDs & Vinyl > Pop | Rating: 5.0
(ID: B001SGEUKG) Standing on the Shoulder of Giants | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B000001VLK) Nutcracker Hlts | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.8
(ID: B00MFZHIV2) Blues Fix | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B000HT35EM) 16 Exitos Originales de la Cubanisima | CDs & Vinyl > Latin Music > Latin Pop | Rating: 5.0
(ID: B089D35RJN) K.R.I.T. Wuz Here explicit_lyrics | CDs & Vinyl > AutoRip | Rating: 4.9
(ID: B000008J2N) Christmas Again | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.2
(ID: B000008F0M) Into Eternity | CDs & Vinyl > Metal > Death Metal | Rating: 4.7
(ID: B008BRC6NS) Dance Again...The Hits | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.5
(ID: B00BMVHXBA) Bring Back the Fight | CDs & Vinyl > Pop | Rating: 4.2
(ID: B000002NTO) Traditional Russian Favorites | CDs & Vinyl > Today's Deals in Music > World Music | Rating: 4.2
(ID: B000EBGEJQ) Arcuragi, Adam | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 5.0
(ID: B008NEVPCC) Sticks & Stones | CDs & Vinyl > Pop | Rating: 4.5
(ID: B07H47T641) Atomic Blonde: Atomic Blonde Soundtrack (Colored Vinyl) Vinyl 2LP | CDs & Vinyl > Soundtracks | Rating: 4.7
(ID: B0018D2376) Aggression | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.5
(ID: B00TJ0G9JI) Confuse And Conquer | CDs & Vinyl > Pop | Rating: 4.7
(ID: B001DRF8AQ) Royalty / La Realeza | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.5
(ID: B000EQ47PO) Thug Love | CDs & Vinyl > Today's Deals in Music > Rap & Hip-Hop | Rating: 4.4
(ID: B01EKY0JM0) Wunderkammer | CDs & Vinyl > Classical > Chamber Music | Rating: 4.5
(ID: B000FWH1J6) Jupiter Falls | CDs & Vinyl > Pop | Rating: 4.5
(ID: B00LPGIFZK) Bigger And Deffer Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.8
(ID: B0009L2WKG) Zoso's Back to Rock 'N' Roll | CDs & Vinyl > Rock > Rock Guitarists | Rating: 1.0
(ID: B000002VCL) The Best Of The Alan Parsons Project | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B0010DJ1EC) Exitos Del Corazon | CDs & Vinyl > Today's Deals in Music > World Music | Rating: 4.7
(ID: B000000EBR) The Greatest Songs of Woody Guthrie | CDs & Vinyl > Blues > Traditional Blues | Rating: 4.6
(ID: B08NWJPHT1) The Impossible Silence | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.7
(ID: B00914EU1G) Fas - Ite, Maledicti, in Ignem Aeternum | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000001IXY) Lakota Piano | CDs & Vinyl > International Music > North America | Rating: 4.5
(ID: B000EBCEP4) Volume 1 | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.8
(ID: B000WC8BMU) Vivaldi - Nisi Dominus & Stabat Mater / Lemieux, Jaroussky, Ensemble Matheus, Spinosi | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.6
(ID: B00000E5MW) Steel Magnolias | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.6
(ID: B00006HM8V) Symphonies 1-3 / Piano Concerto 1-4 / Isle of Dead | CDs & Vinyl > Classical > Symphonies | Rating: 4.6
(ID: B000000M70) Guns ep | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.4
(ID: B0000030NA) Amigo | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.6
(ID: B00BGD94LQ) Pasion | CDs & Vinyl > Today's Deals deprecated | Rating: 4.5
(ID: B000002L1A) Little Love Letters | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.8
(ID: B00MZ3VF68) Black Lotus | CDs & Vinyl > Pop > Euro Pop | Rating: 4.7
(ID: B009TTTM34) Celebrando | CDs & Vinyl > International Music | Rating: 4.5
(ID: B000WW1SUM) 17 | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.9
(ID: B00YHTRHV0) Grieg: Piano Concerto; Saint-Saens: Piano Concerto No.2 | CDs & Vinyl > Classical > Symphonies | Rating: 4.9
(ID: B0000041CZ) The Well-Tempered Clavier, Book 1 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B06Y1Y3VM8) Very Best Of Greatest Hits 2005-2017 | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B001RPAYPI) Vitamin String Quartet To Performs Green Day's American Idiot | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.3
(ID: B00003A9QL) S & M Clean Version | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B08BVWTHCQ) The Sinner Explicit Lyrics | CDs & Vinyl > Metal | Rating: 4.8
(ID: B0009GX2BE) Gothic Acoustic Tribute To Nine Inch Nails | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 3.6
(ID: B00000APR6) Go Deep | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.3
(ID: B000FVBLIY) Transformations Live For The People Explicit Lyrics | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B00KQ89K52) Rise | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.8
(ID: B00GH10BKU) Soutak | CDs & Vinyl > International Music | Rating: 4.8
(ID: B00004YA0V) Vaughan Williams: The Complete Symphonies / Orchestral Works | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.9
(ID: B000003BU1) From Fresh Water | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.9
(ID: B000009K1V) Conquerors of the Ages | CDs & Vinyl > Pop > Easy Listening | Rating: 4.0
(ID: B000001MX5) Uilleann Pipes of Ireland | CDs & Vinyl > International Music > Europe | Rating: 3.5
(ID: B076TNGTD1) Classic Fantasy Collection: 1953-1962 | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B000027U35) On a Misty Morning | CDs & Vinyl > Jazz > Bebop | Rating: 4.3
(ID: B0013LPSBG) Complete Chamber Music | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.7
(ID: B000098ZQ3) Greatest Hits Live | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.3
(ID: B000001PGF) Excusez-Moi | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.6
(ID: B0000DD997) Casually Dressed & Deep Conversation Explicit Lyrics | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B0031RQCZG) With Love from Russell Watson | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.6
(ID: B079F9D91D) Englaborn & Variations Remastered 2017 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B002TQ3OB0) Recorded By Martin Meinschafer | CDs & Vinyl > Blues | Rating: 4.8
(ID: B000000PRX) Best Of: You Talk Too Much | CDs & Vinyl > Jazz > Soul-Jazz & Boogaloo | Rating: 4.0
(ID: B00699QP28) Strange Weekend | CDs & Vinyl > Pop | Rating: 4.4
(ID: B016W64EU2) Playlist: The Very Best Of Toto | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00ENH8FYO) Golden Memories Of Sauter-Finegan ORIGINAL RECORDINGS REMASTERED | CDs & Vinyl > Pop > Easy Listening | Rating: 4.0
(ID: B00002CF12) A Festival of Nine Lessons and Carols | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.6
(ID: B00I4581FY) Sideshow: Solo Recordings 1973-76 | CDs & Vinyl > Pop | Rating: 4.4
(ID: B000004BQC) How The West Was Won: Classic Western Film Scores I Soundtrack Anthology | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.6
(ID: B0007Y09EG) The Mayor Of Macdougal Street: Rarities 1957-69 | CDs & Vinyl > Blues > Traditional Blues | Rating: 4.6
(ID: B000O76EMW) Sukara | CDs & Vinyl > International Music > Middle East | Rating: 5.0
(ID: B0BFFDCRZM) Every Beginning Has A Future: An Anthology 1984-1994 | CDs & Vinyl > Rock | Rating: 4.8
(ID: B083XVF4SY) A Quick Live One | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00B5BX8FM) Ya Ya | CDs & Vinyl > Pop | Rating: 5.0
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B000002VPP
|
The Greatest Hits Collection
| 5
|
AHQCGVFG5X6JQHSHSIDPC245G2KA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Korean Vegan Cookbook: Reflections and Recipes from Omma's Kitchen | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
- Judy Hall The Crystal Bible Volume 1-3 Books Shrink Wrapped Pack Collection set-Godsfield Bibles | Unknown | Rating: 5.0
- BibleProject Coffee Table Book: Illustrated Summaries of Biblical Books | Books > Christian Books & Bibles | Rating: 5.0
- One Thousand Gifts Devotional: Reflections on Finding Everyday Graces | Books > Christian Books & Bibles > Christian Living | Rating: 5.0
- Lyricist's Notebook (RP Minis) | Books > Arts & Photography > Music | Rating: 3.0
- Irish Blessings (RP Minis) | Books > Literature & Fiction > History & Criticism | Rating: 2.0
- Fifty Shades of Grey | Books > Romance | Rating: 4.0
- The School of Essential Ingredients | Books > Literature & Fiction > Women's Fiction | Rating: 5.0
- Cooking Light Fresh Food Fast: Over 280 Incredibly Flavorful 5-Ingredient 15-Minute Recipes | Books > Cookbooks, Food & Wine > Quick & Easy | Rating: 5.0
- The Treasure Tree: Helping Kids Understand Their Personality | Books > Children's Books > Literature & Fiction | Rating: 5.0
### User's music History:
- Beautiful Lumps of Coal | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.0
- Everlife | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
- BarlowGirl | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00HEOJAH4) Despite Guardian Angels | CDs & Vinyl > Pop | Rating: 4.6
(ID: B003F2OOI4) Keola Beamer & Raiatea | CDs & Vinyl > International Music > Pacific Islands | Rating: 4.5
(ID: B00006J3ZZ) Faeries: A Musical Companion To The Art Of Brian Froud | CDs & Vinyl > Today's Deals in Music > New Age | Rating: 3.8
(ID: B013XTXLW8) The History Of Classical Music In 24 Hours | CDs & Vinyl > Classical > Symphonies | Rating: 4.8
(ID: B000002768) Stravinsky: The Rake's Progress | CDs & Vinyl > Opera & Classical Vocal > Operettas | Rating: 4.8
(ID: B000000S2S) For My Friends | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.1
(ID: B000UGG3ZU) Live at the Artery | CDs & Vinyl > Folk > Traditional Folk | Rating: 5.0
(ID: B004QKK3MU) Namaste: Massage / Various | CDs & Vinyl > New Age | Rating: 4.6
(ID: B073QWKGNS) Made In Abyss Original Soundtrack | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.9
(ID: B0002VESMI) Melonie Cannon | CDs & Vinyl > Country > Bluegrass | Rating: 4.5
(ID: B000JU7N88) Original Masters: Eugen Jochum - Beethoven: The 9 Symphonies | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B000EQ5TOW) Slightly Stoopid: Live In San Diego | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.0
(ID: B00TKRRWUA) Never Happy, Ever After | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000003CTT) Pomp And Pizazz | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.9
(ID: B000062Y7I) Almost There | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B0029PGJYA) Mojo Presents: Tribute to the Beatles White Album- Recovered Volume 2 | CDs & Vinyl > Classic Rock | Rating: 4.4
(ID: B00U2QDB2G) CBGB Omfug Masters: Live August 19 2002 the Bowery | CDs & Vinyl > Pop | Rating: 4.3
(ID: B000003H2P) Open Mouth Kiss | CDs & Vinyl > Metal > Thrash & Speed Metal | Rating: 4.6
(ID: B01K4VKKCW) Country Legends, Vol. 1 | CDs & Vinyl > Karaoke | Rating: 3.6
(ID: B000EMSUFG) All American Boy | CDs & Vinyl > Rock > Hard Rock | Rating: 4.2
(ID: B08KHWCBQZ) The Pianoman At Christmas | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.7
(ID: B00000DQU3) Sings for Two in Love More | CDs & Vinyl > Pop > Oldies | Rating: 4.4
(ID: B00KRGMNHK) Dave & Sugar | CDs & Vinyl > Vinyl Store | Rating: 4.9
(ID: B000T2PRIO) Songs Form the Glasshouse | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.4
(ID: B0034LGEB6) The Essential Neil Diamond 3.0 | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.5
(ID: B00J3V929W) Behold the Sea Itself | CDs & Vinyl > Pop | Rating: 5.0
(ID: B000HA4WKC) Special Wishes | CDs & Vinyl > Rock > Progressive | Rating: 5.0
(ID: B00003CLV0) Club 2000 | CDs & Vinyl > Pop > Dance Pop | Rating: 5.0
(ID: B00000G2NK) IGUAL COMO AYER | CDs & Vinyl > Today's Deals in Music > World Music | Rating: 5.0
(ID: B0000072NT) Boxed | CDs & Vinyl > Rock > Progressive | Rating: 4.4
(ID: B001URRHOO) The Blessing | CDs & Vinyl > Blues | Rating: 3.4
(ID: B005C5A6C0) Unto the Locust | CDs & Vinyl > Metal > Pop Metal | Rating: 4.6
(ID: B000A6T26M) Jasmine Trias | CDs & Vinyl > Pop > Teen Pop | Rating: 3.6
(ID: B000000LQ5) Great Classical Marches | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B06XDDPRFH) LANY | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B000CQO15C) Rockin' with the Knickerbockers | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.5
(ID: B08NRXFRPT) He Ain't Heavy / What Comes Around | CDs & Vinyl > Rock | Rating: 3.6
(ID: B00006JSIU) Up the Bracket | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B00337DRH0) Freefall | CDs & Vinyl > Jazz | Rating: 5.0
(ID: B0794JYPR7) Songs of Heaven and Earth | CDs & Vinyl > AutoRip | Rating: 4.9
(ID: B00004WFMD) Best of George Shearing | CDs & Vinyl > International Music > Europe | Rating: 4.3
(ID: B01GW03ME2) Dvorak: Cello Concerto | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.3
(ID: B003PIUIC4) Come to Grief | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B0000C3HHW) Phil's Spectre: A Wall Of Soundalikes | CDs & Vinyl > Pop > Oldies | Rating: 4.3
(ID: B01LTHP1GU) Down in the Arkansas | CDs & Vinyl > Country > Today's Country | Rating: 4.0
(ID: B0000CF31G) Vladimir Horowitz - In the Hands of the Master - The Definitive Recordings | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B00004RETE) Todd Rundgren: Ever Popular Tortured Artist Effect [DVD] | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 3.9
(ID: B000CA6L92) Pigthology | CDs & Vinyl > Rock > Progressive | Rating: 4.0
(ID: B003V13W78) Senior | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.5
(ID: B000F7CDLM) Bad Girls | CDs & Vinyl > International Music > Europe | Rating: 5.0
(ID: B00003A9EO) Bloodlust & Perversion | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B0007MW34W) Wanderlust | CDs & Vinyl > New Age > Celtic New Age | Rating: 4.8
(ID: B000000UO7) Rossini - Semiramide / Sutherland · Sinclair · Bonynge | CDs & Vinyl > Opera & Classical Vocal > Operettas | Rating: 3.0
(ID: B000000HKT) I Am L.V. | CDs & Vinyl > R&B > Soul | Rating: 4.5
(ID: B01N25IQYB) Remixes & Rarities | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00061QJ4Y) Shake the Sheets | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.5
(ID: B000065THP) Tafelmusik: A Baroque Feast | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B00OPMI0EM) No Cities to Love | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B000005H1M) The Best of Nellie Lutcher | CDs & Vinyl > Blues > Jump Blues | Rating: 4.9
(ID: B00004TQRR) Metropolis Blue | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.5
(ID: B01I3KM0GA) Chi Might | CDs & Vinyl > AutoRip | Rating: 4.6
(ID: B0020G5LL0) Dinosaurs Run in Circles | CDs & Vinyl > Blues > Regional Blues | Rating: 4.3
(ID: B00004S3B5) Verdi: Rigoletto | CDs & Vinyl > Classical | Rating: 4.5
(ID: B004IYI0UQ) Still Frame Replay | CDs & Vinyl > Blues > Electric Blues | Rating: 4.5
(ID: B07C5FVD72) Dance To The Bands | CDs & Vinyl > Jazz | Rating: 4.0
(ID: B000HCR2L6) Always and Forever | CDs & Vinyl > Jazz | Rating: 5.0
(ID: B00005YB2K) Joao Gilberto Prado Pereira de Oliveira | CDs & Vinyl > International Music > South & Central America | Rating: 4.7
(ID: B004K7M6V0) Mi Musica | CDs & Vinyl > Reggae | Rating: 3.9
(ID: B000F5GKO0) The Lady and Mr. Johnson | CDs & Vinyl > Blues > Regional Blues | Rating: 4.7
(ID: B000M23DNC) Ring Of Fire: The Best Of Johnny Cash | CDs & Vinyl > Rock > Country Rock | Rating: 4.5
(ID: B0002L57Y6) Bellybutton | CDs & Vinyl > Children's Music | Rating: 5.0
(ID: B00000JAXQ) Precious | CDs & Vinyl > Imports > Rock | Rating: 4.4
(ID: B000009ZOY) Seasons of Love/Mad at the Wor | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.5
(ID: B00005MJYE) Duces N Trays: Old Fashioned Way Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.5
(ID: B0080R7P4E) Setlist: The Very Best Of Elvis Presley LIVE 1950's | CDs & Vinyl > Pop > Oldies | Rating: 4.2
(ID: B00004NH9W) So Like Joy | CDs & Vinyl > Rock > Blues Rock | Rating: 4.7
(ID: B00000E3EH) Symphony 5 | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B006MGC3VK) Fire Make Thunder | CDs & Vinyl > Rock > Progressive | Rating: 4.5
(ID: B00004T6LY) Party Hulas | CDs & Vinyl > International Music > Pacific Islands | Rating: 4.2
(ID: B000001E0V) There It Is | CDs & Vinyl > R&B > Classic R&B | Rating: 4.4
(ID: B000000XY7) Sugarhill | CDs & Vinyl > Blues > Regional Blues | Rating: 4.8
(ID: B000008L22) I'm Just a Man | CDs & Vinyl > R&B > Soul | Rating: 5.0
(ID: B000007P6J) Gold Dust: Live At The Royalty Theater | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B0014IH1OA) Sorry Ma, Forgot To Take Out The Trash | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B000000C80) Tom Hazelton - Ragtime's Greatest Hits | CDs & Vinyl > Country > Bluegrass | Rating: 3.6
(ID: B00E6GI6D2) Just Like Downtown | CDs & Vinyl > Jazz | Rating: 4.0
(ID: B000095J6Y) So Much for the Afterglow | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B01MUEIJRT) Notes Over Poetry | CDs & Vinyl > Jazz | Rating: 4.1
(ID: B00005QK7I) Light Made Lighter | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.6
(ID: B000056T6C) Useful Music | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.5
(ID: B009Z3PW6K) The Acoustic Sessions: Volume One | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B008645YO4) The Ol' Razzle Dazzle | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B00HP4WTVC) ICON Explicit Lyrics | CDs & Vinyl > Pop | Rating: 4.5
(ID: B0000075I1) Party Megamix, Vol. 2 | CDs & Vinyl > Pop > Dance Pop | Rating: 3.9
(ID: B00COU083I) Songs of Olden Times | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.4
(ID: B0007QF8V8) Gotta Keep Movin' | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.6
(ID: B000002PP4) Peace in L.A. | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.2
(ID: B000PL1C1U) Tarte | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.4
(ID: B000KB48BG) Barenaked Ladies Are Me | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.5
(ID: B003616M20) Le Pop | CDs & Vinyl > Pop | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B000062Y7I
|
Almost There
| 5
|
AFPYL2E67YVAATVBPK73KVFHINAA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Secrets of the JavaScript Ninja | Books > Computers & Technology > Networking & Cloud Computing | Rating: 5.0
- Every Grain of Rice: Simple Chinese Home Cooking | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
- DogFish | Books > Children's Books > Animals | Rating: 3.0
- Where Is Home, Little Pip? | Books > Children's Books > Growing Up & Facts of Life | Rating: 4.0
- The Hunger Games | Books > Teen & Young Adult > Literature & Fiction | Rating: 5.0
- Clear and Present Danger (A Jack Ryan Novel) | Books > Literature & Fiction > Action & Adventure | Rating: 5.0
- Effective Perl Programming: Writing Better Programs With Perl | Books > Computers & Technology > Programming | Rating: 5.0
- Centennial | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- I Will Fear No Evil | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Neverwhere | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
### User's music History:
- Songs from the Street: 35 Years of Music | CDs & Vinyl > Children's Music > Educational | Rating: 2.0
- Signs of Chaos: The Best of Testament | CDs & Vinyl > Metal > Thrash & Speed Metal | Rating: 5.0
- Mesmerized | CDs & Vinyl > International Music > Europe | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B000001QHD) Power Trip | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 3.5
(ID: B08JWXYQ4D) After Hours - Exclusive Limited Edition Gold With Red Splatter Colored Vinyl LP | CDs & Vinyl > Vinyl Store | Rating: 4.7
(ID: B00YPFPYSY) Suomi Finland Perkele | CDs & Vinyl > Pop | Rating: 4.5
(ID: B008PDROG2) Introspection / the New Face of Bonfa | CDs & Vinyl > International Music > South & Central America | Rating: 4.2
(ID: B0000071S0) Causing A Commotion / Jimmy Jimmy | CDs & Vinyl > Dance & Electronic > House | Rating: 4.1
(ID: B077Y6QZWX) Roxy Music | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000001SJD) Shane: A Tribute to Victor Young | CDs & Vinyl > Soundtracks | Rating: 4.8
(ID: B003BQO196) Demonoir | CDs & Vinyl > Metal | Rating: 4.6
(ID: B00BP1YY8C) Bleu Horizons | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 5.0
(ID: B00029X07O) Grampa's Silly Scaries [DVD] | CDs & Vinyl > Holiday & Wedding > Halloween | Rating: 4.8
(ID: B0006FGX4G) The Collection | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.5
(ID: B000PDZH5U) Best of | CDs & Vinyl > Pop > Oldies | Rating: 4.5
(ID: B0B8DQCBGS) Halloweentown | CDs & Vinyl > Metal | Rating: 4.2
(ID: B013EGFI3A) F X | CDs & Vinyl > Pop | Rating: 4.4
(ID: B000PBDJX4) Caroling, Caroling the Alfred Burt Christmas Collection | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.2
(ID: B000641ZDQ) Team Sleep | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B0030OJPA4) Ya-Ka-May | CDs & Vinyl > R&B > Funk | Rating: 4.3
(ID: B00000IIZ3) Boulez: Répons / Dialogue de l'Ombre Double | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B001BP2RR2) Stephen Tharp Plays the Anderson Organ, Brick Presbyterian Church in the City of New York, Casavant Freres Op. 3837 | CDs & Vinyl > Classical | Rating: 5.0
(ID: B082PQKBZF) End Of The Game: 50th Anniversary Remastered & Expanded Edition | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00006JYI7) Best of Bowie | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B000001Y1D) Melinda: Everything Was Beautiful & Nothing Hurt | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.9
(ID: B000002L39) Parade of Losers | CDs & Vinyl > Metal | Rating: 5.0
(ID: B097SK49N2) Gloire Éternelle | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B000056V2X) Legends Collection | CDs & Vinyl > Today's Deals in Music > Classic Rock | Rating: 3.2
(ID: B000035QAU) Music For Wind Band #1: "london Calling" | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B00GGHOVDS) Live in San Francisco | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.8
(ID: B000000902) Mercury & Smash Recordings Live & Studio Recording | CDs & Vinyl > Pop > Oldies | Rating: 4.0
(ID: B00153ZQ96) Louis L'Amour - Westerns | CDs & Vinyl > Country > Today's Country | Rating: 4.4
(ID: B000NDDUNS) Rumplestiltskin | CDs & Vinyl > Rock > Progressive | Rating: 4.4
(ID: B00R3SHNMK) Amazing Grace - Piano Hymn Medleys | CDs & Vinyl > CD Rarities | Rating: 5.0
(ID: B01FZ8E2K0) Mis Americas | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.6
(ID: B000002L2Q) If I Could Make A Living | CDs & Vinyl > Country > Today's Country | Rating: 4.9
(ID: B0000003MC) Best Blues and Originals | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.6
(ID: B0076IH1HE) Bruckner: Symphony No. 7 | CDs & Vinyl > Classical > Chamber Music | Rating: 4.7
(ID: B00000DMZI) Wander This World | CDs & Vinyl > Blues > Regional Blues | Rating: 4.7
(ID: B07GJFQ2FG) Live: In Concert With The Edmonton Symphony Orchestra | CDs & Vinyl > Rock | Rating: 4.7
(ID: B000005H3G) Celebrating Sinatra | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 3.7
(ID: B0002IQM34) Live at Billy Bob's Texas | CDs & Vinyl > Country > Today's Country | Rating: 4.5
(ID: B00003WGO1) Isaac Stern Plays Vivaldi the Four Seasons, Four Concerti | CDs & Vinyl > Classical > Forms & Genres | Rating: 1.7
(ID: B000F3A99E) Superbi | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B00450I6LG) Skin on Skin | CDs & Vinyl > Vinyl Store | Rating: 4.7
(ID: B00EPD3BSG) Melophobia | CDs & Vinyl > Rock | Rating: 4.8
(ID: B006HH5YB0) Dedication | CDs & Vinyl > Pop | Rating: 4.4
(ID: B008PTRDLM) Come on Lets Go: The Pye International Story, 1958-1961 | CDs & Vinyl > Rock > Blues Rock | Rating: 4.4
(ID: B000000ATF) Encore! Detroit Symphony Orchestra | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.0
(ID: B00UI23ZX4) Disciples of the Sun | CDs & Vinyl > Metal > Pop Metal | Rating: 4.6
(ID: B000000OQI) Les Miserables 1987 Original Broadway Cast | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B000001E88) I Am An Elastic Firecracker | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B000260QMY) Sacred Choral Music | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.7
(ID: B074BL9PB4) Waiting For The Train | CDs & Vinyl > Blues | Rating: 4.1
(ID: B01MFE6UTQ) All This For A King: The Essential Collection by David Band Crowder (2013-10-21) | CDs & Vinyl > AutoRip | Rating: 4.6
(ID: B00000E9LP) Passion Play | CDs & Vinyl > Pop > Dance Pop | Rating: 4.8
(ID: B003OFVIXG) Zaz | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.7
(ID: B002HJ4DQE) Celebration | CDs & Vinyl > Metal | Rating: 4.5
(ID: B00J0YAAAC) Music from the Films of Woody Allen | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.6
(ID: B00005T7SR) Muchas Flores | CDs & Vinyl > International Music > Europe | Rating: 4.9
(ID: B00004RDYC) Forgot About Dre | CDs & Vinyl > R&B > Funk | Rating: 4.7
(ID: B000002OH3) Into The Great Wide Open | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.8
(ID: B01C8QCYUC) Love Album | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.7
(ID: B08P1JCYVS) Days Of Redemption | CDs & Vinyl > Rock > Hard Rock | Rating: 4.6
(ID: B000FUF73A) Putumayo Presents: Blues Around The World | CDs & Vinyl > Putumayo World Music Store > International | Rating: 4.7
(ID: B00EB09TBQ) Bach: Englische Suiten 1-3 | CDs & Vinyl > Classical > Forms & Genres | Rating: 3.8
(ID: B07ZLKH1DF) Meatloaf & Friends - Their Ultimate Collection | CDs & Vinyl > Rock | Rating: 4.7
(ID: B019IYKKZS) Earthly Days | CDs & Vinyl > Pop > Easy Listening | Rating: 4.6
(ID: B00000J13K) Comb in Blue Water | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 5.0
(ID: B0006SSP1W) Summer's End | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B01786RQE6) Twenty | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00V3KSINC) Get Up | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.0
(ID: B00005048M) Forever | CDs & Vinyl > Pop | Rating: 4.6
(ID: B089M1H3DX) Oceans of Slumber | CDs & Vinyl > Rock > Hard Rock | Rating: 4.6
(ID: B00000JDBH) Dreams | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.3
(ID: B003JJ4PUA) Fearless Love 2 Bonus Tracks | CDs & Vinyl > Rock | Rating: 4.7
(ID: B000068QY8) Men in Black II MIIB Music from the Motion Picture | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.7
(ID: B00005NKI5) Too Bad You're Beautiful | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B07W47GCMG) Here We Rest | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000002AN2) The Lion In Winter 1968 Film | CDs & Vinyl > Today's Deals in Music > Soundtracks | Rating: 4.5
(ID: B07HGH9SW5) What Is Love | CDs & Vinyl > Classic Rock | Rating: 4.7
(ID: B00BI8SEWE) Orgelbuchlein & Chorals | CDs & Vinyl > Classical | Rating: 5.0
(ID: B001CIS70E) Merry Christmas | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B01AIAT32M) Very Best Of Arias Songs Anthems Spirituals | CDs & Vinyl > Pop > Easy Listening | Rating: 4.5
(ID: B0000AINRG) Cool Breeze | CDs & Vinyl > International Music > Pacific Islands | Rating: 4.9
(ID: B01ITFWVK4) He ! in Concert | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000CAJYTG) Come | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 2.7
(ID: B00005HXZI) Digimortal | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.5
(ID: B0000506HD) All Favourites | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 3.5
(ID: B00ALYXT44) Leaving Nothin Behind | CDs & Vinyl > Country | Rating: 4.7
(ID: B00000475P) Compact Jazz | CDs & Vinyl > Jazz > Bebop | Rating: 3.8
(ID: B004JP8NZQ) Requiem | CDs & Vinyl > Classical | Rating: 4.9
(ID: B000GR8L5I) Colors of Your Love | CDs & Vinyl > Pop | Rating: 5.0
(ID: B000AAIXS6) The Collection | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.6
(ID: B004PKO5DO) Into the Murky Water | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00GZ9PIV6) A Christmas Together Picture | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.8
(ID: B0009WWO7G) Glory | CDs & Vinyl > Christian & Gospel > Praise & Worship | Rating: 4.6
(ID: B00005EBNU) Come Heal This Land | CDs & Vinyl > Christian & Gospel | Rating: 4.7
(ID: B000FILVQ4) Bang! | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.5
(ID: B00FWXAL22) Hobbit: The Desolation of Smaug | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000001E6F) Still Climbing | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.6
(ID: B07FDKWTXV) Swimming explicit_lyrics | CDs & Vinyl > Rap & Hip-Hop | Rating: 4.8
(ID: B014HDTUPG) My Stupid Heart | CDs & Vinyl > Rock > Folk Rock | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0030OJPA4
|
Ya-Ka-May
| 2
|
AG4FV4JNPUPIPZRFJUGFEQLIFXYA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Anxious People: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Searcher: A Novel | Books > Mystery, Thriller & Suspense > Mystery | Rating: 4.0
- World of Eric Carle, Hear Bear Roar 30-Button Animal Sound Book - Great for First Words - PI Kids | Books > Children's Books > Literature & Fiction | Rating: 5.0
- Write Your Own Book | Books > Children's Books > Education & Reference | Rating: 4.0
- The Beneficiary: Fortune, Misfortune, and the Story of My Father | Books > History > Americas | Rating: 1.0
- The Women in the Castle: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Before I Go (Maria Kallio Book 7) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Before the Fall | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Proof Positive: A Joe Gunther Novel (Joe Gunther Mysteries Book 25) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Stone Wife (Peter Diamond Book 14) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 2.0
### User's music History:
- 20 Feet from Stardom - Music From The Motion Picture | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.0
- Let Them Talk | CDs & Vinyl > Rock > Blues Rock | Rating: 3.0
- Amazing Grace: The Complete Recordings | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0000007ES) Schmelzer: Violin Sonatas | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B0B4KFSNS2) Animals (2018 Remix) | CDs & Vinyl > Rock | Rating: 4.7
(ID: B000000O6J) In the Line of Duty | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 5.0
(ID: B0010DCRDO) iWorship MPEG Video Library K-N | CDs & Vinyl > CD & Vinyl Outlet | Rating: 4.2
(ID: B01HVBPVYU) Queen Of Katwe soundtrack | CDs & Vinyl > Disney Records | Rating: 4.5
(ID: B000006K9T) Pervert | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 3.9
(ID: B00005Y4OW) Big Bad Love: Music From the Motion Picture Soundtrack | CDs & Vinyl > Blues > Traditional Blues | Rating: 4.4
(ID: B0002Z9YIM) James Last: Live in London 1978 | CDs & Vinyl > Pop > Easy Listening | Rating: 4.5
(ID: B00000016K) Wheels Of Fire | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B000004ATB) Shape | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.4
(ID: B00005USEA) Golden Greats | CDs & Vinyl > Jazz > Swing Jazz | Rating: 3.9
(ID: B000I9RGHI) Sound Of A Drum | CDs & Vinyl > Jazz | Rating: 5.0
(ID: B082BVCQQ3) ALL ABOUT LUV | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00004TGXX) The Best of Jackie Gleason | CDs & Vinyl > Pop > Easy Listening | Rating: 4.8
(ID: B001EVITNE) Seeing Things | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.5
(ID: B000000X6C) Sacred Site | CDs & Vinyl > Rock > Progressive | Rating: 4.3
(ID: B000UGG5FS) Reunion Tour | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B0000047B7) Rahsaan: Complete Mercury Recordings | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 5.0
(ID: B00004S8ZT) Journey Home | CDs & Vinyl > Pop > Easy Listening | Rating: 5.0
(ID: B000025UNB) Songs of Praise | CDs & Vinyl > Reggae > Dub | Rating: 4.9
(ID: B000U1ZJFU) Cancun Lounge: Chillout in Paradise | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.6
(ID: B075SXKZ6V) TOTP 1985 / Various | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0002VEOPY) Los Mvp | CDs & Vinyl > Latin Music > Reggaeton | Rating: 5.0
(ID: B000075A2H) Listen to This!! | CDs & Vinyl > Classical > Chamber Music | Rating: 4.2
(ID: B00Y2QARJ2) White Reaper Does It Again | CDs & Vinyl > Rock | Rating: 4.7
(ID: B0000589SZ) Paganini Caprices OP. 1 for Unaccompanied Violin | CDs & Vinyl > Classical > Chamber Music | Rating: 4.5
(ID: B06ZYNW4LZ) Bishop Briggs | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B00006G9RQ) Daydreamer | CDs & Vinyl > New Age | Rating: 5.0
(ID: B000007T45) Diary Of A Madman/Bark At The Moon/The Ultimate Sin | CDs & Vinyl > International Music > Europe | Rating: 4.1
(ID: B000003N4G) What A Wonderful World | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B00PV3BIYI) Wunderkammer | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000002TDB) Sit Down and Talk to Me | CDs & Vinyl > Today's Deals in Music > Broadway & Vocalists | Rating: 4.0
(ID: B079ZV7CBT) Heroes | CDs & Vinyl > Pop | Rating: 4.7
(ID: B008MXHG2M) The Fate of the World Depends on This Kiss | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.4
(ID: B009PHRIKE) Jean-Luc Ponty - Original Album Series | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B00030B9CA) Bomtempo: Symphonies 1 & 2 | CDs & Vinyl > Classical > Symphonies | Rating: 4.5
(ID: B000J3CSRQ) The Best Of The Glen Campbell Music Show | CDs & Vinyl > Country > Classic Country | Rating: 4.4
(ID: B000EQLAY0) The Unforgettable NAT King Cole: Collector's Edition | CDs & Vinyl > Broadway & Vocalists > Classic Vocalists | Rating: 4.8
(ID: B00000DCTB) Real: Tom T Hall Project | CDs & Vinyl > Country > Americana | Rating: 4.3
(ID: B08PJG9VHV) NCT - The 2nd Album RESONANCE Pt. 2 Departure Ver. | CDs & Vinyl > Pop > Korean Pop | Rating: 4.7
(ID: B01LVWH59L) Let All The Children Boogie: A Tribute To David Bowie | CDs & Vinyl > Pop > Tributes | Rating: 4.8
(ID: B00004YLPD) Danza Mora | CDs & Vinyl > Dance & Electronic > World Dance | Rating: 4.8
(ID: B008VRCAVQ) Heresy And Creed | CDs & Vinyl > Rock > Hard Rock | Rating: 4.5
(ID: 0736033386) Beth Shaw's Yogafit Workout NTSC Video | CDs & Vinyl > Special Interest > Instructional | Rating: 4.6
(ID: B000W7M1DK) Mass in B minor | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.8
(ID: B00ZVJ95B0) Live From London | CDs & Vinyl > Pop | Rating: 4.8
(ID: B003Y7U8US) The Two Faces Of Janus | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B007NG7PF2) Infant Eyes | CDs & Vinyl > Jazz > Soul-Jazz & Boogaloo | Rating: 4.6
(ID: B000001AD4) Third Album | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 5.0
(ID: B00004TWBI) Pacheco Y Su Charanga | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 5.0
(ID: B0002F1G6U) Lead Me On | CDs & Vinyl > Dance & Electronic > Disco | Rating: 3.5
(ID: B000000FCB) Expand the Hive | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 5.0
(ID: B0000AGWJH) Reconstruction Site | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B00004TWNZ) Perform.00 | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.3
(ID: B002799HWE) Girl Watcher / Deal Me In - 7" 45 RPM SINGLE | CDs & Vinyl > R&B | Rating: 4.8
(ID: B000025QZY) Into The Unknown Explicit Lyrics | CDs & Vinyl > Metal > Thrash & Speed Metal | Rating: 4.7
(ID: B00005NG3R) Songs 4 Worship: Give You My Heart | CDs & Vinyl > Today's Deals in Music > Christian & Gospel | Rating: 4.7
(ID: B00E7TPVAY) Jim Riggs: First Time Out - Classic American popular songs: The premier recording of the Macy's Greek Hall Wurlitzer | CDs & Vinyl > Pop | Rating: 4.3
(ID: B00QHDQFAI) BUDDY HOLLY & THE CRICKETS I'M LOOKIN FOR SOMEONE TO LOVE / THAT'LL BE THE DAY 45 rpm single | CDs & Vinyl > Vinyl Store | Rating: 5.0
(ID: B00004WF91) Runaway | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B0000V498S) Singles | CDs & Vinyl > Dance & Electronic > House | Rating: 4.5
(ID: B07DQ963QS) 21st Century Liability Explicit Lyrics | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B000VS6P5U) In Search of Sunrise 6: Ibiza | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.5
(ID: B0102AKXTA) Golden Shower of Hits | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00006BTBI) Storms of Life | CDs & Vinyl > Blues > Electric Blues | Rating: 4.3
(ID: B0007OY3UW) Best of Club Hits 3 | CDs & Vinyl > Dance & Electronic > House | Rating: 4.9
(ID: B00004W13N) The Best of Engelbert Humperdinck: Live | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.6
(ID: B00005A1MV) Films for Radio | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.6
(ID: B000EQ45X8) Silver & Fire | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 5.0
(ID: B001NFOMWI) No More Bread & Butter | CDs & Vinyl > International Music > Europe | Rating: 4.2
(ID: B00000E3VU) Verdi: I Due Foscari | CDs & Vinyl > Classical | Rating: 4.7
(ID: B0000261L4) Solo | CDs & Vinyl > International Music > South & Central America | Rating: 4.7
(ID: B000OONPIQ) The Complete BBC Sessions | CDs & Vinyl > International Music > Europe | Rating: 4.4
(ID: B00TOYDZUA) I Am Alive In Everything I Touch | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00009N1ZV) Portrait of a Legend 1951-1964 | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B000TV4Q3C) Mel Tillis: Live | CDs & Vinyl > Country > Classic Country | Rating: 4.4
(ID: B001CRB9DM) Rio | CDs & Vinyl > Jazz > Brazilian Jazz | Rating: 4.6
(ID: B00940KVY2) Dinosaur Songs | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000068MAS) Gwar: Skulhedface | CDs & Vinyl > Comedy & Spoken Word > Comedic Music | Rating: 4.7
(ID: B000003BAU) Let's Get Acquainted with | CDs & Vinyl > Jazz > Bebop | Rating: 4.5
(ID: B003G0E3OU) Swingin' With Sinatra | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B00005T5V0) Life So Far | CDs & Vinyl > Rock > Folk Rock | Rating: 4.8
(ID: B0000014KI) Atlantis | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.5
(ID: B0002VERF6) The Berkeley Concert Explicit Lyrics | CDs & Vinyl > Comedy & Spoken Word > Spoken Word | Rating: 4.2
(ID: B00LLU2AMO) Symphonia | CDs & Vinyl > Classical > Symphonies | Rating: 4.8
(ID: B01MRDM2KP) Worth The Pain | CDs & Vinyl > Rock > Hard Rock | Rating: 4.7
(ID: B000005KX6) Child of The Father | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
(ID: B00007EB9R) Swan Lake | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.7
(ID: B000002GVT) Eagles - Their Greatest Hits 1971-1975 | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.8
(ID: B0000259T3) Move On Up: Singles Anthology | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.1
(ID: B000000OZF) Back to Mystery City | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.3
(ID: B000008FMD) Dear Friends | CDs & Vinyl > Comedy & Spoken Word > Spoken Word | Rating: 4.7
(ID: B000026DZR) Joplin In Concert | CDs & Vinyl > Rock > Blues Rock | Rating: 4.6
(ID: B00004TFDO) Shearing Spell: Velvet Carpet | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.6
(ID: B00JJNLVO8) M.I. | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B00NER1OPG) And So It Begins | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B00VNAA2MC) Culture on the Front Line | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00005TZAV) Roch Voisine Version | CDs & Vinyl > Pop > Euro Pop | Rating: 5.0
(ID: B00063341I) The Very Best Of The 13th Floor Elevators | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.3
(ID: B00004TB93) Natural Selection | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 5.0
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00009N1ZV
|
Portrait of a Legend 1951-1964
| 5
|
AHLBEX626VE3XWFMH2MHPHXZVHOQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Nine Elms: A Kate Marshall Thriller | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Secret Witness (Shepard & Gray Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Find Me (Inland Empire Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- DAREDEVIL BY BRIAN MICHAEL BENDIS OMNIBUS VOL. 1 [NEW PRINTING] | Books > Comics & Graphic Novels > Graphic Novels | Rating: 5.0
- A Killer's Wife (Desert Plains Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
### User's music History:
- Bigger | CDs & Vinyl > Country > Classic Country | Rating: 5.0
- Reputation | CDs & Vinyl > Pop > Vocal Pop | Rating: 5.0
- I'm A Fire | CDs & Vinyl > Country > Today's Country | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B008CQCCSM) Kingdom Hearts 10th Anniversary Fan Selection: Melodies & Memories Original Soundtrack | CDs & Vinyl > Soundtracks | Rating: 4.9
(ID: B0000029ZC) The Life 1997 Original Broadway Cast | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.9
(ID: B000002OTX) Stardust: The Classic Decca Hits & Standards Collection | CDs & Vinyl > Pop > Oldies | Rating: 4.9
(ID: B07TDNDVZ4) Western Stars - Exclusive Limited Edition Clear And Blue Smoke 2xLP Vinyl [Condition-VG+NM] | CDs & Vinyl > Bruce Springsteen | Rating: 4.6
(ID: B0000033S7) Billboard Top Movie Hits: 1950-1954 Soundtrack Anthology | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 5.0
(ID: B00L47E75W) Daughtry | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00865P3BC) Dramma | CDs & Vinyl > Classical | Rating: 4.5
(ID: B084DGNQ3N) Human. :II: Nature. | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B000244FE6) Devil With a Blue Dress on | CDs & Vinyl > R&B > Soul | Rating: 4.6
(ID: B004J80CW0) Cotonou Club | CDs & Vinyl > International Music > Africa | Rating: 4.3
(ID: B00EVSACX2) The Band | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00000085A) Whenever A Teenager Cries | CDs & Vinyl > Pop > Oldies | Rating: 4.2
(ID: B001543LEW) The Return Of The Body Snatchers: This 50 Cent, Vol. 1 | CDs & Vinyl > Rap & Hip-Hop > East Coast | Rating: 4.3
(ID: B0157ELG2E) Angels & Ghosts | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B000005RRX) Snowbound / Lonely Hours | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B000094DUN) Slim Shady Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.7
(ID: B0009JOPB2) Passion | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B0000002OK) Sleepless Nights | CDs & Vinyl > Country > Americana | Rating: 4.2
(ID: B000002ZPW) Vaughan Williams: The Pilgrim's Progress: A Bunyan Sequence | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B0000665C5) Windy Mountain | CDs & Vinyl > Country > Bluegrass | Rating: 5.0
(ID: B00023P41A) Falling Up | CDs & Vinyl > Pop | Rating: 3.8
(ID: B000AQVE4K) Remagine | CDs & Vinyl > International Music > Europe | Rating: 4.4
(ID: B0000U38TU) Those Were the Days | CDs & Vinyl > Pop > Easy Listening | Rating: 5.0
(ID: B000TJ6U38) Corbin Hanner | CDs & Vinyl > Country | Rating: 4.1
(ID: B014JRC9X0) The Goonies (Original Motion Picture Soundtrack) | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.7
(ID: B000000MNA) Rebel Voices: Industrial Workers Of World / Var | CDs & Vinyl > Comedy & Spoken Word > Poetry | Rating: 4.7
(ID: B07FVFQDZ1) Idol | CDs & Vinyl > Rock > Hard Rock | Rating: 4.8
(ID: B000N3STBQ) Black Celebration | CDs & Vinyl > Pop > Dance Pop | Rating: 4.8
(ID: B0000AGWNF) Best of | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.4
(ID: B00009ZYBB) Rattlesnake Tidal Wave | CDs & Vinyl > International Music > North America | Rating: 4.4
(ID: B000005YMC) Basses Loaded | CDs & Vinyl > Jazz | Rating: 3.7
(ID: B00000G6LG) 70's Funk & Soul Classics / Various | CDs & Vinyl > R&B > Funk | Rating: 4.2
(ID: B00KH9FMZM) Please Please Please: Best of James Brown | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.4
(ID: B00S9FEEEQ) Old Boots New Dirt: Deluxe | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B00NG4B5L0) Earache Peel Sessions | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00F0MX95G) Boston | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0BFRRJCG7) Midnights[Jade Green Edition LP] Explicit Lyrics | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00B1CGCGW) Freestyle Classic Mega Hits Volume 5 | CDs & Vinyl > Dance & Electronic > Freestyle | Rating: 3.9
(ID: B004USRKD8) Joy in the Journey | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B00YQIFKN4) Stephen Kovacevich - Complete Philips Recordings | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B00000I38P) Best of Tavares Revisited | CDs & Vinyl > Dance & Electronic > Disco | Rating: 3.9
(ID: B0002ICFOY) Official Space Tape | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.0
(ID: B0045U3AK8) Luxury of Life | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.8
(ID: B000050H9H) What Wondrous Love | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B00YH4XUFC) The Concert in Central Park | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000MV90K8) Blowin' Your Mind! | CDs & Vinyl > R&B > Soul | Rating: 4.7
(ID: B000008CO0) Alphabet City | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.6
(ID: B002CLBJX2) Let's Build Something to Break | CDs & Vinyl > R&B > Motown | Rating: 4.9
(ID: B00004X0O5) Set It Off Explicit Lyrics | CDs & Vinyl > Metal > Alternative Metal | Rating: 4.4
(ID: B00007BH4Z) Mic Club: The Curriculum | CDs & Vinyl > Rap & Hip-Hop > East Coast | Rating: 4.7
(ID: B074PHTHCH) Truth Is A Wolf | CDs & Vinyl > Today's Deals deprecated | Rating: 4.5
(ID: B000RHJVSS) Long Distance Voyager | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B00000JFRZ) Summer Jazz | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 3.9
(ID: B00X6MO9GA) Requiem | CDs & Vinyl > Classical | Rating: 4.6
(ID: B000NI317I) Black Oak Arkansas | CDs & Vinyl > Classic Rock > Southern Rock | Rating: 4.7
(ID: B08PRSMD6N) Adventures of the Wildflower | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 5.0
(ID: B00000IFVA) Fosse 1999 Original Broadway Cast | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.7
(ID: B00004LMRM) Mr Lucky - Soundtrack. | CDs & Vinyl > Pop > Easy Listening | Rating: 4.8
(ID: B0000036MP) Rex Allen | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.6
(ID: B01CR9NV52) Recto Verso | CDs & Vinyl > Pop | Rating: 4.9
(ID: B001IZ5O4I) Retrospective: The Best Of Buffalo Springfield | CDs & Vinyl > Rock > Country Rock | Rating: 4.7
(ID: B0014XCMV2) Beyond | CDs & Vinyl > Pop > Easy Listening | Rating: 4.8
(ID: B0163LPZMM) Roger Waters The Wall | CDs & Vinyl > Classic Rock | Rating: 4.7
(ID: B003JFPLCA) Journeyman | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B09R3JRCCG) Ego Trip | CDs & Vinyl > Rock > Hard Rock | Rating: 4.7
(ID: B000OQF5K0) Music of Namaste | CDs & Vinyl > New Age > Meditation | Rating: 4.1
(ID: B0068KMAHM) Songbird | CDs & Vinyl > Rock > Folk Rock | Rating: 4.6
(ID: B002RL8ROG) Nature Sounds | CDs & Vinyl > New Age | Rating: 4.6
(ID: B00D5XKSJC) Soulful City | CDs & Vinyl > Blues | Rating: 5.0
(ID: B00KAP2W8I) Walk with Me explicit_lyrics | CDs & Vinyl > Rap & Hip-Hop > Experimental Rap | Rating: 3.9
(ID: B002D6EX6Q) One World/One God | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B00009YFP7) Indigenous | CDs & Vinyl > Blues > Regional Blues | Rating: 4.4
(ID: B000002PHY) Survive | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.8
(ID: B0018M6IVE) Pictures From an Exhibition | CDs & Vinyl > Classical > Forms & Genres | Rating: 3.2
(ID: B007WFR0SQ) Tr3s Presents Juanes MTV Unplugged | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.7
(ID: B01M8Q03WM) Migration | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.8
(ID: B07FVFKL9S) Pre Strike Sweep | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B0000035FS) FULL CUSTOM GOSPEL SOUNDS OF R | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.8
(ID: B09V3WCJMB) Zhigeist | CDs & Vinyl > AutoRip | Rating: 4.3
(ID: B000F3ALAG) Trials of Van Occupanther | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B000001TVB) Free Your Mind | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.6
(ID: B000002C3C) Big Willie Style | CDs & Vinyl > R&B > Soul | Rating: 4.7
(ID: B000005HE3) Common Ground | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.5
(ID: B000001FM5) Laid Back | CDs & Vinyl > Today's Deals in Music > Classic Rock | Rating: 4.8
(ID: B07SH9TK35) Lucky Guy | CDs & Vinyl > Alligator Records | Rating: 4.4
(ID: B00007E72Z) Small Worlds: The Crowell Collection 1978 | CDs & Vinyl > Country > Bluegrass | Rating: 4.5
(ID: B0000014YU) Drat! The Cat! A Musical Comedy 1997 Studio Cast | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.1
(ID: B000007U9I) Contradictions Collapse Classic Series | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B004WAQFX0) Back 2 Back Hits: Jesus Freak / Supernatural | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.2
(ID: B0008FMHLC) Bedshaped Pt 1 | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 5.0
(ID: B003HG5WKC) Extended Versions | CDs & Vinyl > Metal | Rating: 3.9
(ID: B000CAEXRO) Half Moon Bay | CDs & Vinyl > Folk > British & Celtic Folk | Rating: 5.0
(ID: B001MIFUBS) III | CDs & Vinyl > Pop | Rating: 5.0
(ID: B00000AFR0) Through the Fall | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B0B29F3YGM) Spellbound - Blue | CDs & Vinyl > Folk | Rating: 4.8
(ID: B0000010R6) Pickin on Christmas | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.5
(ID: B000002KF6) Graham Central Station | CDs & Vinyl > Today's Deals in Music > R&B | Rating: 4.6
(ID: B004D2GMX0) Jerry Clower - ICON | CDs & Vinyl > Comedy & Spoken Word | Rating: 4.8
(ID: B0072KJC5A) All Star Early 60's Vol. 1 | CDs & Vinyl > Karaoke | Rating: 2.0
(ID: B07N9LLTFR) Nothing Happens | CDs & Vinyl > Classic Rock | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0BFRRJCG7
|
Midnights[Jade Green Edition LP] Explicit Lyrics
| 5
|
AHE7I6D5DDYFICWGE633LICJYXKA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- An Island Christmas: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- A Nantucket Christmas: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Complete Fiction of H. P. Lovecraft (Volume 2) (Chartwell Classics, 2) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The True Tails of Baker and Taylor: The Library Cats Who Left Their Pawprints on a Small Town . . . and the World | Books > Literature & Fiction > History & Criticism | Rating: 5.0
- Lords of the North | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Pale Horseman (The Saxon Chronicles Series #2) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Warriors of the Storm: A Novel (Saxon Tales, 9) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Crochet Stitch Bible: The Essential Illustrated Reference Over 200 Traditional and Contemporary Stitches (Volume 6) (Artist/Craft Bible Series, 6) | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 5.0
- Seams Unlikely: The Inspiring True Life Story of Nancy Zieman | Unknown | Rating: 5.0
- Genius Foods: Become Smarter, Happier, and More Productive While Protecting Your Brain for Life (Genius Living, 1) | Books > Medical Books > Medicine | Rating: 4.0
### User's music History:
- A Thousand Years Accompaniment/Performance Track Daywind Soundtracks | CDs & Vinyl > Christian & Gospel > Accompaniment | Rating: 5.0
- Unforgettable Love Songs | CDs & Vinyl > Pop > Easy Listening | Rating: 1.0
- Josh Groban Noel Deluxe | CDs & Vinyl > Pop | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0000046V7) Caravan | CDs & Vinyl > Jazz | Rating: 4.3
(ID: B004RD05KG) Será Una Noche | CDs & Vinyl > International Music | Rating: 4.3
(ID: B005K2SJGA) Hurtin's All Over: RCA Country Hits 1964 - 1972 | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B000HXDMLO) Montecristo | CDs & Vinyl > International Music > South & Central America | Rating: 5.0
(ID: B0057RKQR8) Listen To My Song: The Music City Sessions | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000B9RVQG) Intuition | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 5.0
(ID: B000075BFW) I've Got Love | CDs & Vinyl > Jazz | Rating: 5.0
(ID: B00005TSNV) Wiggly Wiggly World | CDs & Vinyl > Today's Deals in Music > Children's Music | Rating: 4.9
(ID: B00133FOJU) Gloatin' and Showboatin': Live On St. Patrick's Day | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.6
(ID: B00QR7ZPH8) Moving Pictures | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00001OH9X) El Amor De Mi Tierra | CDs & Vinyl > International Music > South & Central America | Rating: 4.6
(ID: B002YQSYV0) Roustabout | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.8
(ID: B000005EAP) Biber: Requiem A 15 A-Dur Vesperae A 32 | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 3.5
(ID: B002H3ETI2) Crazy Rhythms | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B0002OOUVE) Count Basie Story | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.9
(ID: B01CDHYHS8) Tell Love Hello | CDs & Vinyl > CD Rarities | Rating: 4.4
(ID: B000038IBO) Power of the Powerless | CDs & Vinyl > International Music > Far East & Asia | Rating: 3.6
(ID: B00004UEJ2) Billboard Top Hits 1995 | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 4.8
(ID: B000069026) Tibetan Incantations | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.6
(ID: B01DP426UE) Hans Zimmer - The Classics | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B000AMJDZ6) Billboard Top 10 90's Vol. 2 | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.4
(ID: B00001ZU9U) Their Most Explosive Hits | CDs & Vinyl > Indie & Alternative > Ska | Rating: 4.0
(ID: B001LOR3HW) Radio Show | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.7
(ID: B08HRZHHYM) Live at Canterbury House – 1967 | CDs & Vinyl > Rhino Records | Rating: 4.8
(ID: B0000DEQE0) Please Welcome...Emile Pandolfi | CDs & Vinyl > Pop > Easy Listening | Rating: 4.8
(ID: B0001EFVJK) Con Banda: Coleccion De Oro | CDs & Vinyl > Latin Music > Banda | Rating: 3.4
(ID: B00004NHDD) The American | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00O5LQDZ6) I'm Changing | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.4
(ID: B000005REW) Elf Albums eng | CDs & Vinyl > Imports > Hard Rock & Metal | Rating: 4.4
(ID: B000002L1X) Funky Headhunter | CDs & Vinyl > R&B > Soul | Rating: 4.5
(ID: B00004Y6TO) Marry You | CDs & Vinyl > R&B > Funk | Rating: 4.8
(ID: B0001JXPA2) The Thing About Men 2003 Original Off-Broadway Cast | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 3.5
(ID: B000002HNT) Stories Told & Untold | CDs & Vinyl > Today's Deals in Music > Classic Rock | Rating: 4.5
(ID: B0032W7CZO) Plastic Beach | CDs & Vinyl > Rock | Rating: 4.5
(ID: B074WK49NY) Love Rides A Dark Horse | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000009RGY) Norman Rockwell Christmas Homecoming, 1997 | CDs & Vinyl > Today's Deals in Music > Miscellaneous | Rating: 4.8
(ID: B00444OGEE) Red River Rock: Anthology | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00092ZLI0) Champagne Favorites | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.0
(ID: B00005QZ9Y) Ten New Songs | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.7
(ID: B01INF8SHA) Unlimited | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.7
(ID: B0000009QG) Relentless | CDs & Vinyl > Comedy & Spoken Word > Stand-Up Comedy | Rating: 4.9
(ID: B001PCNZL8) Touch of Class | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.8
(ID: B08XLGFQJJ) One On One | CDs & Vinyl > Pop | Rating: 4.6
(ID: B001M08XGA) ONE NIGHT WITH THE KING | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 5.0
(ID: B000MI0E2Y) In Search of the Lost Chord | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B000024B1G) Bang!: The Greatest Hits of Frankie Goes to Hollywood | CDs & Vinyl > Pop > Dance Pop | Rating: 4.6
(ID: B0126DJ14O) Goosebumps Soundtrack | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.7
(ID: B00CI5MZ12) Success | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000TR9XES) Like a Brother | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.4
(ID: B07F9G56J1) S.F Sorrow | CDs & Vinyl > Rock | Rating: 4.9
(ID: B000008KSF) Fist Sized Chunks | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B000EDWM2M) Complete Symphonies | CDs & Vinyl > Classical > Symphonies | Rating: 4.0
(ID: B00006SM86) Thug World Order Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.6
(ID: B0000CABL4) Want That Life | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 4.4
(ID: B07DY2C3CK) Trick Of The Tail | CDs & Vinyl > Rock | Rating: 4.7
(ID: B00008G8H4) Billy Cobham: Glass Menagerie [DVD] | CDs & Vinyl > Jazz > Bebop | Rating: 4.6
(ID: B00005IAWP) Fenix Remastered | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.6
(ID: B0042AEOFG) Bedrock 12 Compiled By John Digweed | CDs & Vinyl > Pop > Dance Pop | Rating: 4.6
(ID: B000031WNY) Juste Avant | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B07G1YHMSC) Natural Rebel | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B0000006S0) L.A. Four Scores | CDs & Vinyl > International Music > South & Central America | Rating: 4.9
(ID: B00EX5ZE40) Twilight Serenade | CDs & Vinyl > New Age > Meditation | Rating: 4.2
(ID: B07X148VBP) Say Amen, Somebody Soundtrack | CDs & Vinyl > Soundtracks | Rating: 4.4
(ID: B00000062C) Heart of the Forest: The Music of the Baka Forest People of Southeast Cameroon | CDs & Vinyl > International Music > Africa | Rating: 4.0
(ID: B01DYYP2R4) Love You to Death | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00008BNUN) The Music Never Ends - The Lyrics of Alan & Marilyn Bergman | CDs & Vinyl > Pop > Oldies | Rating: 4.5
(ID: B000001VEK) Very Best Of: Acoustic Blue | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.7
(ID: B000PDZJ12) Diamonds In The Dark | CDs & Vinyl > Country > Americana | Rating: 4.3
(ID: B00001O2Y1) My Love Is Your Love | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.0
(ID: B0001J1ZKO) Numbers & Mumbles | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 5.0
(ID: B000MGAXWC) Big Judy: How Far This Music Goes 1962-2004 | CDs & Vinyl > Rhino Records | Rating: 4.5
(ID: B000088NT6) At The End (8 Mixes) | CDs & Vinyl > Dance & Electronic > House | Rating: 4.2
(ID: B0187RXG2Q) Centerfold | CDs & Vinyl > Pop > Adult Alternative | Rating: 5.0
(ID: B000001HD3) Russian Piano School, Vol. 15: Tatiana Nikolayeva | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.7
(ID: B000092T64) Albert Collins - The Iceman at Mount Fuji [DVD] | CDs & Vinyl > Blues > Regional Blues | Rating: 4.2
(ID: B001CRGSQ0) Okuribito Departures | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.7
(ID: B000IONLHC) Ring The Alarm | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.2
(ID: B00CFFT7U2) Six Degrees of Inner Turbulence | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B000006N5D) Victory Explicit Lyrics | CDs & Vinyl > Pop > Dance Pop | Rating: 4.4
(ID: B0012GMX5Q) Sextant | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.5
(ID: B005KDJCDI) Tragic Songs Of Life | CDs & Vinyl > Country > Bluegrass | Rating: 4.5
(ID: B000J3EG30) Whatever I Say Is Royal Ocean | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.5
(ID: B00005LNXD) Last Night We Were the Delicious Wolves | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.0
(ID: B000ERU8GA) Stax Profiles | CDs & Vinyl > R&B > Soul | Rating: 4.5
(ID: B00000JT5Y) Majesty & Wonder: An Instrumental Christmas | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.7
(ID: B000WCBRBC) Play It Til Tomorrow | CDs & Vinyl > Blues > Electric Blues | Rating: 4.2
(ID: B00004WHAZ) Best of: Psychopomps | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.3
(ID: B07DSJFQM5) Brahms: The Symphonies, Ein Deutsches Requiem | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B000005LFI) 15 Exitos De Oro | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.7
(ID: B00FG1EWJS) Love Hysteria: Expanded Edition | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000A6OAQY) Karma to Burn | CDs & Vinyl > International Music > Europe | Rating: 4.4
(ID: B000005G0G) South Pacific Drums | CDs & Vinyl > International Music > Pacific Islands | Rating: 4.8
(ID: B084Z47DY2) On The Widow's Walk Grey Marble | CDs & Vinyl > Rock | Rating: 4.7
(ID: B00FK53VY2) Illumination | CDs & Vinyl > New Age > Meditation | Rating: 4.6
(ID: B091WCGFMJ) The Reprise Albums 1968-1971 | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00004YYWI) Orchid | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B000OCZ7S4) Pasodoble | CDs & Vinyl > International Music | Rating: 4.7
(ID: B00004S98X) Speculatin' | CDs & Vinyl > Blues > Regional Blues | Rating: 4.3
(ID: B000002W88) Chess 1986 London Concept Cast - 1985 RCA/BMG Release | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.7
(ID: B06Y4B8MQQ) The Company I Keep | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 5.0
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B01DP426UE
|
Hans Zimmer - The Classics
| 5
|
AEUXCNOY2NCZ7ISOHANG4PIEO6PQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Trouble in Mudbug (Ghost-in-Law Mystery/Romance Book 1) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 4.0
- Big Cherry Holler | Books > Literature & Fiction > United States | Rating: 5.0
- Milk Glass Moon: A Big Stone Gap Novel (Big Stone Gap Novels) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Christian Theology: An Introduction | Books > New, Used & Rental Textbooks > Humanities | Rating: 5.0
- The Christian Theology Reader | Books > New, Used & Rental Textbooks > Humanities | Rating: 5.0
- Truman | Books > Biographies & Memoirs > Historical | Rating: 5.0
- The Homesman: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Fix-it and Forget-it 5-Ingredient Favorites: Comforting Slow Cooker Recipes | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
### User's music History:
- All Time Greatest Hits | CDs & Vinyl > Jazz > Swing Jazz | Rating: 5.0
- Songs From The Heart | CDs & Vinyl > Pop > Vocal Pop | Rating: 5.0
- Romantic Piano & Orchestra (World's Most Beautiful Melodies From Reader's Digest) | CDs & Vinyl > Pop > Easy Listening | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00004LMKW) Eco de Sombras Echo of Shadows | CDs & Vinyl > International Music > South & Central America | Rating: 4.5
(ID: B000001SH6) A Chance Operation : The John Cage Tribute | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.7
(ID: B000006Q16) Unknown | | Rating: 0.0
(ID: B000F9RM9I) Sophisticated Approach | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.6
(ID: B08Z9MB58G) Belinda Black | CDs & Vinyl > Pop | Rating: 4.8
(ID: B001JRY1OY) Fabriclive 44 : | CDs & Vinyl > International Music > Europe | Rating: 4.2
(ID: B06X9B56YH) 50 Years of Blonde on Blonde | CDs & Vinyl > Country > Today's Country | Rating: 4.5
(ID: B001RH5FM8) Soul Provider: The Be | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00H8C3D0W) The Music Of Nashville Season 2, Volume 1 | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B082BWZJ9N) The Music of Wayne Shorter | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B000BWI9TQ) Walking With A Ghost + 4 Live Tracks | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.4
(ID: B000024ZSR) Five Bridges | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B000001JV8) Prince of Darkness | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.4
(ID: B0012RCMLU) In Concert | CDs & Vinyl > Pop | Rating: 4.2
(ID: B00F9B2LBQ) Trouble Walkin | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B00BGIQ5AE) The Adventures Of Captain Sky | CDs & Vinyl > Vinyl Store | Rating: 4.7
(ID: B00FK3WC2Q) You Should Dream | CDs & Vinyl > Country | Rating: 4.7
(ID: B009WQ7PFG) Gold Collection | CDs & Vinyl > Reggae | Rating: 4.1
(ID: B0016OM3V8) Journey of Souls | CDs & Vinyl > Metal > Pop Metal | Rating: 4.5
(ID: B00005CEEU) Complete Collection | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.8
(ID: B000JCF004) Carols for a Victorian Christmas | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B000002IST) We Can't Dance | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B07BSXX4JH) Saved | CDs & Vinyl > Rock | Rating: 4.7
(ID: B0000276CQ) Nucius: Sacred Motets - Missa Vestiva I Colli | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.5
(ID: B000051ZPV) Beethoven: Complete String Quartets - Végh Quartet | CDs & Vinyl > Classical > Chamber Music | Rating: 4.1
(ID: B000065QAE) Le Chansons De Ma | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.6
(ID: B007PVHBAY) There's No Leaving Now | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B00BZ5RZZ2) Western Themes: Famous Music from Classic Westerns | CDs & Vinyl > Country | Rating: 4.4
(ID: B0000648GP) Medals | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B000006NHW) Somewhere in Time | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.9
(ID: B0000A0I90) Heartcore | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.1
(ID: B07W5CD5YW) Vinyl Cafe 25 Years, Volume II: Postcards from Canada | CDs & Vinyl > Rock > Singer-Songwriters | Rating: 4.8
(ID: B00000JD8B) Burning | CDs & Vinyl > Rock > Hard Rock | Rating: 4.6
(ID: B0012GMW84) Collector's Item from The San Francisco Scene | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.6
(ID: B016W64C18) Playlist: The Very Best Of Michael Bolton | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.6
(ID: B0017XFBMG) Just Look Them Straight in the Eye & Say Poguemaho | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B00JFD25SS) ABC's & 123's Music | CDs & Vinyl > Children's Music > Educational | Rating: 4.5
(ID: B00JXIUFD2) The Original American Idol - Complete Singles As & Bs & Bonus Albums 1958-1962 ORIGINAL RECORDINGS REMASTERED SET | CDs & Vinyl > Pop | Rating: 4.5
(ID: B00I6527AW) American Iv: The Man Comes Around | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.8
(ID: B00000JH82) Here There & Everywhere: Songs of the Beatles | CDs & Vinyl > New Age > Meditation | Rating: 4.1
(ID: B000000P70) Lapd | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.4
(ID: B0BL2S3FSL) The Complete Albums Collection | CDs & Vinyl > Vinyl Store | Rating: 4.8
(ID: B000MCICNS) Super Hits | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B0000589T1) Bach: Sonatas for Unaccompanied Violin | CDs & Vinyl > Classical > Chamber Music | Rating: 5.0
(ID: B000005CF3) Jesus Wept | CDs & Vinyl > R&B > Soul | Rating: 4.1
(ID: B0001KOR7G) Daydreaming | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B007N8SRAW) Christian Hymns – Worship Music On Guitar | CDs & Vinyl > CD Rarities | Rating: 4.3
(ID: B00UZ2RZF6) Faith Hope Love | CDs & Vinyl > Today's Deals deprecated | Rating: 4.7
(ID: B00000AEO3) Eggshells | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.7
(ID: B0000CNTIA) HOLLAND, JOOLS - LATER...LEGENDS [DVD] | CDs & Vinyl > Jazz > Traditional Jazz & Ragtime | Rating: 4.4
(ID: B0000020U2) We've Come for Your Daughter | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B0012NOKHS) Velvet Gloves & Spit | CDs & Vinyl > Pop > Easy Listening | Rating: 4.7
(ID: B00BQSRAXK) Sings Golden Hits of the Boys | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.9
(ID: B073ZTH51R) Spirits In The Hills | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B0002V4UZI) Best of Old School Black Metal | CDs & Vinyl > Metal > Death Metal | Rating: 4.5
(ID: B001ENPFIO) Daywind Style: Southern Gospel Hits, Vol. 2 | CDs & Vinyl > Karaoke | Rating: 4.6
(ID: B005FLX1GY) A Skaggs Family Christmas Vol. 2 | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.8
(ID: B00JKJ13WG) Meliss a Aldana and Crash Trio | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B000006XR8) France, I Wish You Love | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.5
(ID: B000005DDH) Soundtrack | CDs & Vinyl > Rock > Folk Rock | Rating: 4.6
(ID: B005OSZXQ4) Peter Gabriel 3 Remastered | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B0081YSSIS) Love Is a Long Road | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B000002J2S) Pieces Of You | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.5
(ID: B000003D2K) Absolute Heaven: Essential Choral Masterpieces | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.5
(ID: B00NBXFBOI) Maps Of Non-Existent Places | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000003GMP) Idea of Justice | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.5
(ID: B00000I5DD) For Love of Erin | CDs & Vinyl > International Music > Europe | Rating: 5.0
(ID: B002656VLO) At Last | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.6
(ID: B01M9EGR3R) Intellectual Property | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.8
(ID: B00006L3OY) The Ultimate Classical Christmas Album Of All Time | CDs & Vinyl > Today's Deals in Music > Miscellaneous | Rating: 4.4
(ID: B00000411B) Mozart: Ascanio in Alba Philips Complete Mozart Edition, Vol. 30 | CDs & Vinyl > Opera & Classical Vocal > Operettas | Rating: 4.4
(ID: B000050HYP) Generation Trance 2000: Episode 3 | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 3.9
(ID: B001JQHT76) Intuition Clean Version | CDs & Vinyl > R&B > Contemporary R&B | Rating: 4.7
(ID: B003X0XW36) Noel | CDs & Vinyl > Holiday & Wedding | Rating: 4.7
(ID: B0000040YU) Mozart: Requiem | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.6
(ID: B0001DMY0A) 20th Century Masters - The Best of Kiss: The DVD Collection | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.2
(ID: B000009D18) Blue Planet | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.5
(ID: B09F5ZWCN2) Music for Psychedelic Therapy | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.5
(ID: B079NBPH7X) Epitaph | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000003CVS) Mozart: Symphonies No.32/35/39 | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.6
(ID: B007IVD93Y) Loveblood | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00MNPBE3C) Moods of Marvin Gaye | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0000024L0) N Gatz We Truss Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.7
(ID: B01BKBAWC8) Live and Unplugged | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.5
(ID: B00000E9GT) Philip Bailey | CDs & Vinyl > R&B > Soul | Rating: 4.4
(ID: B00005MJVX) The Butterfly Collection | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 5.0
(ID: B09F18WTGM) The World of Hans Zimmer - A Symphonic Celebration Extended Version | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.7
(ID: B00005AALF) Sigui | CDs & Vinyl > International Music > Africa | Rating: 4.8
(ID: B07BQRRFVS) Concerti Per Archi III & Concerti Per Viola D'Amore | CDs & Vinyl > Classical > Chamber Music | Rating: 4.8
(ID: B0000E32XV) End of Imagining | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 4.4
(ID: B0058UPCXM) Sierra Nights | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 5.0
(ID: B00I0IL3AK) Renatus | CDs & Vinyl > Pop | Rating: 4.3
(ID: B07762228J) Whatever Is True | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
(ID: B003VX4BM6) The Human Animal | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.6
(ID: B001P4RUVW) The Matrix | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 5.0
(ID: B0851M2CF9) Best of the Blessed | CDs & Vinyl > Metal | Rating: 4.8
(ID: B004IOP4HS) Melba | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.7
(ID: B09RPHV5PH) Fierce Bliss | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B0000DERAM) If I Were King/I Remember The Bing | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 5.0
(ID: B00000DQOX) Over the Rainbow: Capitol Sings Harold Arlen | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.9
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00FK3WC2Q
|
You Should Dream
| 5
|
AFHZ4BMEX3LF5AJ3C3ECOFIXDQ5Q
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Drive: The Surprising Truth About What Motivates Us | Books > Business & Money > Business Culture | Rating: 1.0
- Recording Unhinged: Creative and Unconventional Music Recording Techniques (Music Pro Guides) | Books > Engineering & Transportation > Engineering | Rating: 5.0
- Hillbilly Elegy: A Memoir of a Family and Culture in Crisis | Books > History > Americas | Rating: 1.0
- Grit: The Power of Passion and Perseverance | Books > Health, Fitness & Dieting > Psychology & Counseling | Rating: 1.0
- Mindset: The New Psychology of Success | Books > Business & Money > Personal Finance | Rating: 1.0
- MetaMaus: A Look Inside a Modern Classic, Maus | Books > Literature & Fiction > History & Criticism | Rating: 5.0
- Break, Blow, Burn: Camille Paglia Reads Forty-three of the World's Best Poems | Books > Literature & Fiction > History & Criticism | Rating: 5.0
- Things Fall Apart | Books > Politics & Social Sciences > Politics & Government | Rating: 1.0
- Go Down, Moses | Books > Literature & Fiction > United States | Rating: 5.0
- Winterdance: The Fine Madness of Running the Iditarod | Books > Crafts, Hobbies & Home > Pets & Animal Care | Rating: 5.0
### User's music History:
- 30 Days of Night | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 5.0
- Boil That Dust Speck | CDs & Vinyl > Rock > Progressive | Rating: 1.0
- Juno: Music From the Motion Picture | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B000R57W5E) Day And Night | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B002MT3BX0) Memoirs of a Broken Man | CDs & Vinyl > Metal > Pop Metal | Rating: 4.3
(ID: B0046CBISG) Lucky Guess | CDs & Vinyl > Dance & Electronic | Rating: 4.5
(ID: B000U5U78A) Triumph | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.8
(ID: B000002PDC) Greatest Hits | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.8
(ID: B08TZ3HWNK) Coral Island | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B000003GES) Portraits | CDs & Vinyl > Jazz > Bebop | Rating: 4.4
(ID: B00000JXDV) Hello Love | CDs & Vinyl > Pop > Oldies | Rating: 4.9
(ID: B002HU2BVC) The Velvet Lounge (3 CD Boxed Set) | CDs & Vinyl > Jazz > Cool Jazz | Rating: 4.0
(ID: B0000EWO3M) Says Howdy | CDs & Vinyl > Country > Today's Country | Rating: 3.3
(ID: B000V7J6DY) Still | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.7
(ID: B00006I09A) Swimfan | CDs & Vinyl > Metal > Alternative Metal | Rating: 4.4
(ID: B014VLVTW6) Alfred Brendel - Complete Recordings 1 | CDs & Vinyl > Classical > Symphonies | Rating: 4.8
(ID: B0034782VU) Summertown Road | CDs & Vinyl > Country > Bluegrass | Rating: 4.2
(ID: B000001VSS) Meditation: Massenet & Grieg 2 | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.8
(ID: B00000E2K8) Dvorak: Symphony No. 9 "From the New World " | CDs & Vinyl > Classical > Symphonies | Rating: 4.0
(ID: B0002IQGQ2) Code 46 | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.4
(ID: B00021994K) Charlie Mars | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.0
(ID: B0714CTY2P) 1967 - Sunshine Tomorrow | CDs & Vinyl > Pop | Rating: 4.6
(ID: B001RUAQUG) Quiet Streams: Music to Restore the Soul | CDs & Vinyl > Christian & Gospel | Rating: 3.0
(ID: B00NZ1E3RW) Amo | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.7
(ID: B013LTUKEW) Live At Stubb's, Vol. III | CDs & Vinyl > Reggae | Rating: 4.3
(ID: B084XTMZVS) After Hours Explicit Lyrics | CDs & Vinyl > R&B > Soul | Rating: 4.7
(ID: B000J40FXY) Roses Are Red, Violets Are Blue | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B0006806G4) Motor Cycle | CDs & Vinyl > Christian & Gospel | Rating: 4.2
(ID: B00004RI00) Blackhawk - Greatest Hits | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.8
(ID: B00000I9V1) Valley of Death | CDs & Vinyl > R&B > Soul | Rating: 5.0
(ID: B000003Z5Q) Singer | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B000003ZB7) Blueprint of the World | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B001SGEUFG) Sleep Tv | CDs & Vinyl > New Age > Meditation | Rating: 3.9
(ID: B000000XKX) Oscar Peterson Live | CDs & Vinyl > Jazz > Bebop | Rating: 4.4
(ID: B000001DQG) Elton John: Caribou | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B000BW80L8) Undercover | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.7
(ID: B000FBFTM8) Pete Conde Este Negro Si Es Sabroso | CDs & Vinyl > Latin Music > Salsa | Rating: 4.6
(ID: B000001KLU) Songs & Sounds of World War II | CDs & Vinyl > Today's Deals in Music > Miscellaneous | Rating: 5.0
(ID: B000JCF004) Carols for a Victorian Christmas | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B004E2XAH0) Blunt Force Trauma | CDs & Vinyl > Metal > Pop Metal | Rating: 4.6
(ID: B000005RT4) Follow the Blind | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B0042837GU) All Is Fair | CDs & Vinyl > Pop | Rating: 4.9
(ID: B0001E8D90) A Tribute To Reggae's Keyboard King Jackie Mittoo | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.5
(ID: B0857DV84P) Finger Painting | CDs & Vinyl > Sony, UMG, RED, ADA, and WEA | Rating: 4.7
(ID: B00KFN7MSK) Depeche Mode: Violator (180g) Vinyl LP | CDs & Vinyl > Vinyl Store | Rating: 4.8
(ID: B078952JQQ) Sluff | CDs & Vinyl > Pop | Rating: 4.7
(ID: B088JKWKKS) 4-Track Demos | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B000008OY1) Code of Ethics | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B00HGFIK2M) Utah | CDs & Vinyl > Folk | Rating: 4.8
(ID: B0000058RR) Whaling & Sailing Songs | CDs & Vinyl > Country > Classic Country | Rating: 4.3
(ID: B000LRY9RM) Most Wanted The Best Of & More | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.8
(ID: B00MHGTVUU) Encanto del Mar - Mediterranean Songs | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.3
(ID: B07Z76LJPH) Sir John Barbirolli- The Complete RCA & Columbia Album Collection | CDs & Vinyl > Classical | Rating: 4.7
(ID: B0180LTFT2) To Love The Bee Gees: A Tribute to the Brothers Gibb | CDs & Vinyl > Pop > Tributes | Rating: 3.5
(ID: B001HY3AO6) Ring Dem Bells | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.1
(ID: B000EBFX0W) Civilian | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.4
(ID: B016W64LDW) Live In Houston 1981: The Escape Tour | CDs & Vinyl > Rock | Rating: 4.7
(ID: B004RCMI9S) Vintage México No. 146 - EP: Magia Mexicana | CDs & Vinyl > International Music | Rating: 4.5
(ID: B000VDDCHY) Another Animal | CDs & Vinyl > Pop | Rating: 4.5
(ID: B0001NBLAO) Wheatfield SoulArti | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.6
(ID: B0000036MP) Rex Allen | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.6
(ID: B005ZHBB4M) The Master of the Bandoneon | CDs & Vinyl > International Music | Rating: 4.3
(ID: B000001F60) Seventh Sojourn | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B00011FXTG) Country Roads | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.5
(ID: B002E95FUU) I Gotta Feeling | CDs & Vinyl > Dance & Electronic > House | Rating: 4.6
(ID: B00HZMRWQG) Eternal | CDs & Vinyl > Country > Today's Country | Rating: 4.4
(ID: B00004Z3U7) Serenity Is the Devil | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.5
(ID: B00005UNWX) Iris: Music from the Motion Picture | CDs & Vinyl > Today's Deals in Music > Soundtracks | Rating: 4.6
(ID: B097STCQWY) October Rust | CDs & Vinyl > Rhino Records | Rating: 4.8
(ID: B004O9Q642) Sucker Punch Pictur E Soundtrack | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00AC9IDHQ) Kids Songs 2 | CDs & Vinyl > Children's Music | Rating: 4.8
(ID: B00CJ7XYIC) Aerosmith | CDs & Vinyl > Rock > Blues Rock | Rating: 4.8
(ID: B00000ATVT) Mit 17 Fangt Das Leben Erst an | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B071HV6MCW) Birdhoused | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B000006CSA) King Biscuit Flower Hour Presents B. B. King Live! | CDs & Vinyl > Blues > Regional Blues | Rating: 4.4
(ID: B0000028NT) Mozart: The Complete Piano Sonatas; Fantasias, K397 & K475 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B07B5Y6PSM) Volver | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.5
(ID: B00004YL7O) Love Songs | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.4
(ID: B00BVF113S) What It Is to Burn | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.6
(ID: B000000IYR) Silver Sail | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.5
(ID: B00028U69A) Show And Tell Explicit Lyrics | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.4
(ID: B000B2WKBO) Got U | CDs & Vinyl > Comedy & Spoken Word > Stand-Up Comedy | Rating: 1.0
(ID: B01KKX0BK0) Now | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000005CEU) 6 Feet Deep Explicit Lyrics | CDs & Vinyl > R&B > Soul | Rating: 4.6
(ID: B0007VF2A0) Lyrical Octane | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.4
(ID: B0000CABLA) Live at Ground Zero | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.7
(ID: B0B71QT2NJ) Eric Schorr: New York Pretending to be Paris | CDs & Vinyl > Classical > Chamber Music | Rating: 4.2
(ID: B00CP4RZCU) UNBLACKENED | CDs & Vinyl > March is Metal Month | Rating: 4.5
(ID: B07Z74DGX1) Foreign Intrigue | CDs & Vinyl > Blue Note Records | Rating: 4.6
(ID: B00008ENTR) Every Breath You Take: The Singles | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.7
(ID: B07JHJTQ3M) Wear Your Love Like Heaven | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00002DDQD) Infinity Plus Infinity | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 4.8
(ID: B005O607VW) Mi Amigo El Principe | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.7
(ID: B000002MYC) Clouds Taste Metallic | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B00004TXSL) Musical Soup: Mozart For Toddlers | CDs & Vinyl > Children's Music | Rating: 5.0
(ID: B00006IWCV) 1951 | CDs & Vinyl > Broadway & Vocalists > Classic Vocalists | Rating: 5.0
(ID: B000GFRJ8K) White City | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B000078JL9) A Gallery | CDs & Vinyl > International Music > Pacific Islands | Rating: 4.5
(ID: B00005MKCC) Tell Me Why / Songs for Lonely Nights | CDs & Vinyl > Pop > Oldies | Rating: 4.3
(ID: B0000542OU) The Devil Made Us Do It: 35 Years | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B07KLFLZ6M) Embrace of the Godless Aeon | CDs & Vinyl > Metal > Black Metal | Rating: 4.7
(ID: B000005LTL) Forjando Patria | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.8
(ID: B07Z1LTRS3) Otras Canciones Incl. | CDs & Vinyl > Rock | Rating: 4.2
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0714CTY2P
|
1967 - Sunshine Tomorrow
| 5
|
AHII5DKZYHM6VIKDO6QKMIR7ZTFA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Presumed Dead (The Harry Starke Novels) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Before the Fall | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- The Spies of Shilling Lane: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Liar Liar: Harry Starke: The Early Years (Harry Starke Genesis) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Caroline: Case Sixteen: A Lt. Kate Gazzara Novel (The Lt. Kate Gazzara Murder Files) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 5.0
- Indigo: Case Fifteen: A Lt. Kate Gazzara Novel (The Lt. Kate Gazzara Murder Files) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 5.0
- Homebody: A Guide to Creating Spaces You Never Want to Leave | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 5.0
- The Wedding Dress Sewing Circle: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- In the Dark (A Holt Foundation Story Book 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Her Final Truth: A thrilling whodunnit murder mystery (Meg Dawson murder mysteries Book 3) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
### User's music History:
- The Cutting Edge 1965-1966: The Bootleg Series, Vol.12 | CDs & Vinyl > Classic Rock | Rating: 5.0
- X-Posed | CDs & Vinyl > Comedy & Spoken Word | Rating: 1.0
- Illuminations | CDs & Vinyl > Pop > Adult Contemporary | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B003SG815Y) Mis Favoritas | CDs & Vinyl > Latin Music > Salsa | Rating: 4.3
(ID: B00VW9H6LO) Mississippi To Sahara | CDs & Vinyl > International Music | Rating: 4.7
(ID: B01LXC8X05) The 1966 Live Recordings | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000U1XISA) Birthday | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.5
(ID: B001GB67WC) Song of Scheherezade | CDs & Vinyl > Pop > Vocal Pop | Rating: 3.9
(ID: B0033NK5QA) Chilling, Thrilling Sounds of the Haunted House | CDs & Vinyl > Vinyl Store | Rating: 4.7
(ID: B00004Y7T1) Wedding Magic | CDs & Vinyl > Classical > Symphonies | Rating: 4.1
(ID: B0027CSJSO) The Best Of/Break Up The Concrete | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B09RCMNZ4W) GABRIEL Explicit Lyrics | CDs & Vinyl > Pop | Rating: 4.6
(ID: B01CKAH79O) Music of Weather Report | CDs & Vinyl > Jazz | Rating: 4.1
(ID: B0B1N34MH3) Anthology - Live & Rare | CDs & Vinyl > Rock | Rating: 4.2
(ID: B000069HJM) Free As a Bird | CDs & Vinyl > Rock > Progressive | Rating: 4.4
(ID: B0006GAXU0) Black Mages 2: Skies Above | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.5
(ID: B005TLPKZK) Greatest Hits | CDs & Vinyl > Rock > Progressive | Rating: 4.4
(ID: B003N9BPGI) Worth the Wait | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00EXFCW2M) Golden Era of Bellydance 3 | CDs & Vinyl > International Music | Rating: 5.0
(ID: B00DZOMZ3I) Atlantis | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B000008LKQ) It Ain't Easy | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.7
(ID: B00009WVRK) Symphonic Impressions of Oman | CDs & Vinyl > International Music > South & Central America | Rating: 3.2
(ID: B00BJDAU52) F.A.E. Sonata / Two Sonatas Op 120 | CDs & Vinyl > Classical > Chamber Music | Rating: 4.2
(ID: B002HMG4D6) The Hope That Lies In You | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.6
(ID: B00S773KUU) another eternity | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B00JQIA6JC) Adobe Sessions | CDs & Vinyl > Pop | Rating: 4.9
(ID: B00004WKA7) Strong Heart | CDs & Vinyl > Country > Today's Country | Rating: 4.4
(ID: B01DTE41NK) Fallen Angels | CDs & Vinyl > Pop | Rating: 4.3
(ID: B00006ALE8) Sky's Beyond | CDs & Vinyl > New Age > Meditation | Rating: 4.2
(ID: B0000029YB) The Cello Suites: Inspired by Bach | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B00DQWMNJK) Third Culture Worship | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
(ID: B00005V7LF) Under the Shiva Moon | CDs & Vinyl > New Age > Meditation | Rating: 4.0
(ID: B000056UQK) I Hear a New World | CDs & Vinyl > Comedy & Spoken Word > Spoken Word | Rating: 3.8
(ID: B0001907CQ) Painter of Dead Girls | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.4
(ID: B00000C2I0) Wildfire 1972-1984: The Original Cosmic Cowboy | CDs & Vinyl > Country > Bluegrass | Rating: 4.5
(ID: B07FNPG8K1) No Tourists | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.7
(ID: B00H49IWWS) The Mercury Recordings 1954-1960 | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B00008OLX3) Rompe la Rutina | CDs & Vinyl > International Music | Rating: 5.0
(ID: B00009PY0Q) La Salsa La Traigo Yo | CDs & Vinyl > Today's Deals in Music > Latin Music | Rating: 4.5
(ID: B000002USF) Something Up My Sleeve | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B002LBGBM2) Au Clair De La Lune | CDs & Vinyl > International Music > Europe | Rating: 2.3
(ID: B0000019RX) America's Funnyman | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 3.7
(ID: B0000262TX) Standards Vol. 1 | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.6
(ID: B002TUGX5U) Christmas in Bethlehem | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.4
(ID: B07NR8BRY1) All Star Salute To Cole Porter | CDs & Vinyl > Pop > Easy Listening | Rating: 3.5
(ID: B07XN4BMGK) Ow! Live At The Penthouse | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B00004S7PH) Go | CDs & Vinyl > Pop | Rating: 5.0
(ID: B01JSI2EYY) 50 | CDs & Vinyl > Pop | Rating: 4.7
(ID: B01N4U281Y) Gang Signs & Prayer | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.6
(ID: 6302213142) The Beatles - The First U.S. Visit [VHS] | CDs & Vinyl > Classic Rock > British Invasion | Rating: 4.8
(ID: B00DQQK2NK) Aviator | CDs & Vinyl > Pop | Rating: 4.1
(ID: B000001F9K) Live: Uriah Heep | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.5
(ID: B000NVIKUS) Thirteen Tales of Love & Revenge | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B002JCMZ64) The Best of Jimmy Clanton: Venus in Blue Jeans | CDs & Vinyl > Country > Classic Country | Rating: 4.9
(ID: B000059X50) Thorns | CDs & Vinyl > International Music > Europe | Rating: 4.2
(ID: B000002LDM) Information Society | CDs & Vinyl > Pop > Dance Pop | Rating: 4.5
(ID: B0000AJIKI) Sweet Shadows | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.2
(ID: B00000K3G8) Stop Making Sense: 1984 Concert | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B0000046SW) Lady Be Good... For Ella | CDs & Vinyl > Jazz > Bebop | Rating: 4.5
(ID: B001675SSA) Underdog Alma Mater | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.4
(ID: B000066SGK) Queen of the Gypsies | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B0097RF4BM) Original Billboard Hits | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B0000UHFOO) Blue Screen Life | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B00000E8FR) More Power to Ya | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B0002XVRH0) Karaoke in the Style of Randy Travis | CDs & Vinyl > Karaoke | Rating: 4.5
(ID: B00X16WGKC) The 40 Akerz Project Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.5
(ID: B000FL7AU2) Penthouse & Pavement | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.6
(ID: B0000ZI15Q) Heroes of the Imagination | CDs & Vinyl > Imports > Dance & Electronic | Rating: 5.0
(ID: B00U0S0NDG) Bach Goldberg Variations | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B0000589DX) Smile Now Cry Later | CDs & Vinyl > Latin Music > Latin Hip-Hop | Rating: 4.4
(ID: B000BVNROE) Ike & Tina Turner: Live | CDs & Vinyl > R&B > Soul | Rating: 3.6
(ID: B00000FDMM) Down in the Delta: Music from and Inspired by the Miramax Motion Picture | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.8
(ID: B000000CX2) Unchained Melody | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.4
(ID: B008S9CHQK) Romance | CDs & Vinyl > Pop | Rating: 4.7
(ID: B07G1YKQ5Q) DNA | CDs & Vinyl > Pop | Rating: 4.8
(ID: B001KP2Y8A) Sviatoslav Richter Archives, Vol. 16- Reger: Piano Quintet / Poulenc: Concerto for 2 pianos; Aubade | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.0
(ID: B000001V4Z) Ocean Voyages: Relaxation & Meditation 10 | CDs & Vinyl > Today's Deals in Music > New Age | Rating: 4.5
(ID: B00XN5U07C) Coma Ecliptic | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0009J2RTY) Iron Flowers | CDs & Vinyl > Country > Classic Country | Rating: 4.0
(ID: B0000032JW) 1st Album | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.7
(ID: B000CAJZ72) Love Note | CDs & Vinyl > Pop > Easy Listening | Rating: 5.0
(ID: B00008NP4X) Poltergeist | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.0
(ID: B000LZ6CVK) Charlie & Lolas Favourite & Be | CDs & Vinyl > Imports > Children's Music | Rating: 4.5
(ID: B000003CUQ) The Sound Of Music 1987 Studio Cast | CDs & Vinyl > Today's Deals in Music > Broadway & Vocalists | Rating: 4.5
(ID: B0054YH7I0) VH1 Presents Live & More Encore! | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.7
(ID: B084WGRSQC) Live At The Royal Albert Hall | CDs & Vinyl > Rock | Rating: 4.5
(ID: B000M6NMPC) The Best of Buddy Clark | CDs & Vinyl > Rock | Rating: 5.0
(ID: B000059LEJ) Loose & Lethal | CDs & Vinyl > Metal | Rating: 4.6
(ID: B0085MJHFO) Thoughts Revealed | CDs & Vinyl > Jazz | Rating: 5.0
(ID: B000MDH8WS) Flathead | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 3.9
(ID: B01MYEI8X9) Big Box The Little River Band | CDs & Vinyl > Pop | Rating: 4.0
(ID: B000HCO7MS) Waiting on a World to Change | CDs & Vinyl > Pop | Rating: 1.5
(ID: B000002KCF) Art Of Tea, The | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.8
(ID: B000BPK2FC) Hellogoodbye: OMG HGB DVD ROTFL | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.8
(ID: B0002JUX6U) Johnny Hiland | CDs & Vinyl > Rock > Country Rock | Rating: 4.7
(ID: B000IHY1E6) Reformation Post T.L.C. | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.3
(ID: B07GVYD6GN) Post-Apocalypto Explicit Lyrics | CDs & Vinyl > Rock | Rating: 4.4
(ID: B00YNO232W) Chicago 19 | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0000020RZ) Monedas Al Aire | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.7
(ID: B000005FN5) Fatherless Child | CDs & Vinyl > AutoRip | Rating: 4.3
(ID: B000000EY7) 15th Anniversary Celebration | CDs & Vinyl > Country > Bluegrass | Rating: 4.8
(ID: B0000026VD) Bread And Circus | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.8
(ID: B01M2CQV6T) Garden of Joys and Sorrows: Trios for Flute, Viola, and Harp | CDs & Vinyl > Classical > Chamber Music | Rating: 5.0
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B01DTE41NK
|
Fallen Angels
| 5
|
AGDJTGTXA6GJX3JUC7NP7NM66BTQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- No One Sees God: The Dark Night of Atheists and Believers | Books > Christian Books & Bibles > Christian Living | Rating: 5.0
- Color the Psalms: A Catholic Coloring Book Devotional | Books > Christian Books & Bibles > Bible Study & Reference | Rating: 5.0
- The Night Circus | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Memoirs of General William Tecumseh Sherman (Penguin Classics) | Books > History > Americas | Rating: 5.0
- The Complete Richard Hannay Stories (Wordsworth Classics) | Books > Literature & Fiction > Classics | Rating: 5.0
- The Decameron (Penguin Classics) | Books > Literature & Fiction > World Literature | Rating: 5.0
- The Basque History of the World: The Story of a Nation | Books > Reference > Writing, Research & Publishing Guides | Rating: 5.0
- Beowulf: A New Verse Translation (Bilingual Edition) | Books > Literature & Fiction > Poetry | Rating: 5.0
- Sports Illustrated Almanac 2015 (Sports Illustrated Sports Almanac) | Books > Reference > Encyclopedias & Subject Guides | Rating: 5.0
- The Adventures of Tom Bombadil | Books > Literature & Fiction > Poetry | Rating: 5.0
### User's music History:
- Peanuts Greatest Hits | CDs & Vinyl > Jazz | Rating: 5.0
- The Wexford Carols | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 5.0
- Spirit Of The Glen | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000005JAI) BLUE COLLAR SOLITUDE | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.5
(ID: B003B3OY1Y) Who's Gonna Ride | CDs & Vinyl > Rap & Hip-Hop > Bass | Rating: 4.6
(ID: B000FDFPLG) Tim O'Reagan | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.2
(ID: B000CETZAU) Addictions | CDs & Vinyl > Blues > Traditional Blues | Rating: 5.0
(ID: B00BQ1DBH6) The Best From The Farewell Concert | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B0714JK92K) Rossini: Sigismondo | CDs & Vinyl > Classical > Chamber Music | Rating: 4.4
(ID: B00000ADHO) Moonshot | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 4.4
(ID: B000006M2S) Under Paris Skies | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.6
(ID: B0000CABKP) Blazing Horns / Tenor in Roots | CDs & Vinyl > Reggae > Dub | Rating: 4.1
(ID: B01AJFWRF6) Now That We're Gone | CDs & Vinyl > Country > Today's Country | Rating: 3.0
(ID: B00N5ND9T8) Seeds | CDs & Vinyl > Pop | Rating: 4.6
(ID: B001QBXFSG) Haydn: 27 STR Quartets | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B000HD1450) 20th Century Masters: Best Of 90s Rock | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.9
(ID: B00008FLNF) Shirelles - Greatest Hits | CDs & Vinyl > Pop > Oldies | Rating: 4.4
(ID: B00009LW05) Take a Break | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B0009A6KTG) Nights In Brazil | CDs & Vinyl > International Music > South & Central America | Rating: 4.7
(ID: B004C1FN3C) Trans | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.5
(ID: B00NFSM4LW) Bill Gaither's Best Of Homecoming 2015 | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.1
(ID: B06XD58JJZ) Short Stories | CDs & Vinyl > Pop > Dance Pop | Rating: 4.6
(ID: B000005JYO) Up Against It | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B01F5GI32A) Storyman | CDs & Vinyl > Country > Bluegrass | Rating: 4.8
(ID: B00000266G) Tuff Enuff | CDs & Vinyl > Today's Deals in Music > Blues | Rating: 4.5
(ID: B000008LCN) Intruder | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.3
(ID: B0BMMB3KBT) Guillermo del Toro's Pinocchio | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.8
(ID: B00003XB9Q) A Classical Touch | CDs & Vinyl > Classical > Forms & Genres | Rating: 3.1
(ID: B004GFGUA4) Heart Of Worship Vol. 1 | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.6
(ID: B000K22R6S) Very Best Of The Very Best For Kids | CDs & Vinyl > Christian & Gospel > Children's | Rating: 4.9
(ID: B000003CTZ) Hindemith: When Lilacs Last in the Dooryard Bloom'd A Requiem for Those We Love | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.4
(ID: 630242903X) Disney Country Music for Kids | CDs & Vinyl > Children's Music > Disney | Rating: 4.7
(ID: B0002IRXWI) Thierry Amiel | CDs & Vinyl > International Music > Europe | Rating: 4.2
(ID: B00005BGGV) A Nod to Bob: An Artists' Tribute to Bob Dylan on His Sixtieth Birthday | CDs & Vinyl > Country > Americana | Rating: 4.4
(ID: B000B8QFE6) Viaticum | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B000001ZST) Trio H | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.4
(ID: B000006SFO) China | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.7
(ID: B00000IMIX) Down By The Jetty | CDs & Vinyl > Rock > Blues Rock | Rating: 4.6
(ID: B000ULQUSA) Rock n Roll Jesus | CDs & Vinyl > Classic Rock > Southern Rock | Rating: 4.6
(ID: B07ZLK5NM6) Blue Series: Don't Blow It Kage | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B000CAH1Q4) Dennis Brown With Friends | CDs & Vinyl > International Music > Europe | Rating: 3.0
(ID: B003GOP07K) I Put Away My Idols / Kingdom in the Street | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B000U1ZKVI) King Giraffe | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.0
(ID: B00000E2NB) Wagner: Tristan Und Isolde | CDs & Vinyl > Classical | Rating: 4.8
(ID: B01C5PTXDM) Music for String Orchestra | CDs & Vinyl > Classical > Chamber Music | Rating: 4.5
(ID: B00004VUL5) Forbidden Colours | CDs & Vinyl > Imports > Rock | Rating: 4.8
(ID: B00B4FBF4K) Uncle Acid & Deadbeats | CDs & Vinyl > Metal > Pop Metal | Rating: 5.0
(ID: B00S8X3AF8) I Wasn't Born to Lose You | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B00002Z88G) Blue | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B001MS7O8A) Folie a Deux | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B0002NAICK) james scott-complete work | CDs & Vinyl > Jazz > Traditional Jazz & Ragtime | Rating: 4.5
(ID: B077HP62V3) Live At Red Rocks | CDs & Vinyl > Pop | Rating: 4.7
(ID: B01GSI2XAC) Calderone Concert Hall Hempstead Ny 29 February 1980 Late Show | CDs & Vinyl > Rock | Rating: 4.5
(ID: B000R17T3S) Legends of Irish Music | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B000KRN0AK) Danzig 1 | CDs & Vinyl > Metal > Alternative Metal | Rating: 5.0
(ID: B00N3B8VQS) The Lonesome Crowded West | CDs & Vinyl > Pop | Rating: 4.9
(ID: B0017ZZ340) Higher Ground | CDs & Vinyl > R&B > Soul | Rating: 4.5
(ID: B000GPI1GY) This Crazy Life | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.3
(ID: B00005NVT1) Alive 1997 | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.6
(ID: B001UJSW96) Puccini: Turandot | CDs & Vinyl > Classical > Symphonies | Rating: 4.3
(ID: B0010ZR09S) The Revenge | CDs & Vinyl > Rock > Hard Rock | Rating: 4.4
(ID: B000PC6GJ2) Big Mama Thornton Vanguard Visionaries | CDs & Vinyl > Blues > Regional Blues | Rating: 4.7
(ID: B00ZYW5M52) The Book Of Souls | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B0008E4JBO) Le Meteque | CDs & Vinyl > International Music > Europe | Rating: 4.3
(ID: B000001GRS) Sings Rossini | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.5
(ID: B09RGQRF3B) Rumble: Link Wray 1956-62 | CDs & Vinyl > Rock | Rating: 4.4
(ID: B071FKZR79) Knife | CDs & Vinyl > Pop | Rating: 4.8
(ID: B007FB41KM) Thinkin of a Rendezvous: Columbia Country Hits | CDs & Vinyl > Country | Rating: 4.6
(ID: B001AAV38C) Fegari Erotevmeno | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B0000041TF) Wagner: Lohengrin | CDs & Vinyl > Opera & Classical Vocal > Voices | Rating: 4.3
(ID: B00004R7Z3) Claude Challe's Flying Carpet | CDs & Vinyl > International Music > Middle East | Rating: 4.0
(ID: B00COMKKS4) Wanted: The Fame Recordings | CDs & Vinyl > R&B > Soul | Rating: 4.7
(ID: B00067R1B8) Film Music Maestro Selected Works | CDs & Vinyl > International Music > Europe | Rating: 3.5
(ID: B000CELOC2) The Essential Pete Seeger | CDs & Vinyl > Today's Deals in Music > Folk | Rating: 4.6
(ID: B00005NF1H) Danse Macabre | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.8
(ID: B000BGH28Q) White Knuckles | CDs & Vinyl > Country > Americana | Rating: 4.6
(ID: B007I60TF0) Full Throttle | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 3.5
(ID: B0011U50KI) El Greco | CDs & Vinyl > Imports > Soundtracks | Rating: 4.5
(ID: B000ZMZ19S) Crank That Soulja Boy | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 3.6
(ID: B00006SM7Z) Beautiful Collision | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 4.4
(ID: B00004ZBC9) Cherish | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.8
(ID: B0BMLZB23B) Heroes & Villains Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop | Rating: 4.6
(ID: B01K68F1W2) Martinu: Cantatas | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B000050582) Enjoy the Melodic Sunshine | CDs & Vinyl > Country > Americana | Rating: 4.5
(ID: B00006HCSJ) Grandes Hits | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.7
(ID: B00005CDNE) Waterloo | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B0090X4H0W) A Charlie Brown Christmas [2012 Remastered & Expanded Edition] | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.9
(ID: B000056OF7) Space Lullabies & Other Fantasmagore | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.4
(ID: B00004UPAI) Aidalai | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B00004TCFN) Re-Energized | CDs & Vinyl > Dance & Electronic > House | Rating: 5.0
(ID: B001AQYPSQ) Black Tiger | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B0052L1K10) Radio Demos/Live At Cantones, Boston 1982 - Split | CDs & Vinyl > Pop | Rating: 4.3
(ID: B000008DBK) Storybook | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.8
(ID: B002BSH26O) Julian Plenti Is Skyscraper | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B07DQ31ZYZ) Golden Age | CDs & Vinyl > Pop > Adult Alternative | Rating: 3.8
(ID: B000639YTO) It Always Will Be | CDs & Vinyl > Country > Americana | Rating: 4.7
(ID: B00009V7SO) Just the Way You Are | CDs & Vinyl > Dance & Electronic > House | Rating: 4.5
(ID: B0006866J0) y Williams | CDs & Vinyl > Pop > Vocal Pop | Rating: 3.9
(ID: B000003N4B) Now's the Time | CDs & Vinyl > Jazz > Cool Jazz | Rating: 4.5
(ID: B00008SHCS) Best of the Baltimore Consort | CDs & Vinyl > Classical > Chamber Music | Rating: 4.9
(ID: B000I9QBVU) Face Value | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.5
(ID: B0024RIJIW) Cowboy State of Mind | CDs & Vinyl > Folk | Rating: 5.0
(ID: B004TCPW8U) Live at Cheetah 2 | CDs & Vinyl > Latin Music > Salsa | Rating: 4.2
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0090X4H0W
|
A Charlie Brown Christmas [2012 Remastered & Expanded Edition]
| 5
|
AFEN7FSU76X652KYVOIPOHMM2SSQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Jarhead: A Marine's Chronicle of the Gulf War and Other Battles | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 5.0
- The Fall of Berlin 1945 | Books > History > Europe | Rating: 5.0
- Byzantium: The Decline and Fall | Books > History > World | Rating: 5.0
- War of the Rats: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Stalingrad: The Fateful Siege, 1942-1943 | Books > History > Military | Rating: 4.0
### User's music History:
- Electric Arguments | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 5.0
- Casino Royale | CDs & Vinyl > Pop > Oldies | Rating: 5.0
- Fables Of The Reconstruction | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000G6H3VM) A Taste of Tequila / Hats Off | CDs & Vinyl > Jazz > Latin Jazz | Rating: 4.0
(ID: B008JFQKMU) ¡Dos! | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.4
(ID: B001DJ69E8) Trailerhead | CDs & Vinyl > International Music > Europe | Rating: 4.4
(ID: B00000J7SW) Blue Pop | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.5
(ID: B000006Y2D) Paco de Lucia plays Manuel de Falla | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B00004KH6M) Sophomore Jinx | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 3.9
(ID: B005CAAT90) Pajama Club | CDs & Vinyl > Pop | Rating: 3.9
(ID: B09BF7W368) Soca Gold 2021 | CDs & Vinyl > AutoRip | Rating: 4.4
(ID: B07R557N5M) Diosa De La Noche | CDs & Vinyl > International Music > South & Central America | Rating: 4.8
(ID: B003PFFPQG) The Very Best Of The Ventures | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.5
(ID: B00005S6VZ) Isabel Bayrakdarian ~ Joyous Light | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.6
(ID: B000007QFA) Tightly Knit | CDs & Vinyl > Pop > Soft Rock | Rating: 4.8
(ID: B018UPMNHO) Ives: Symphony No. 3 & 4 - The Unanswered Question - Central Parkin the Dark | CDs & Vinyl > Classical > Chamber Music | Rating: 4.7
(ID: B00005A9NM) Offenbach - La Belle Hélène / Lott, Beuron, Sénéchal, Naouri, Le Roux, Todorovitch, Les Musiciens du Louvre, Minkowski | CDs & Vinyl > Classical | Rating: 4.7
(ID: B005BAF63A) Country Music Concert / Willie Way | CDs & Vinyl > Country | Rating: 4.6
(ID: B002OE8RUU) Welcome to the Pleasuredome | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.7
(ID: B000065UNY) Rhythmix | CDs & Vinyl > International Music > Europe | Rating: 3.7
(ID: B007CMD4BQ) Spine Hits | CDs & Vinyl > Pop | Rating: 4.3
(ID: B002WKE6P6) Welcome to My World | CDs & Vinyl > Comedy & Spoken Word > Spoken Word | Rating: 4.8
(ID: B000001UPH) The Glory Of Love | CDs & Vinyl > Pop > Oldies | Rating: 5.0
(ID: B0026B6X1Q) Jack of Hearts | CDs & Vinyl > Jazz | Rating: 4.1
(ID: B0000041XQ) J. S. Bach: Mass in B Minor | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.3
(ID: B08CMYCF51) 93 'Til | CDs & Vinyl > Rap & Hip-Hop | Rating: 4.9
(ID: B00007JUHZ) Kids Sing Christmas Songs Set | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 2.3
(ID: B000063CNC) Greatest Hits | CDs & Vinyl > Today's Deals in Music > Classic Rock | Rating: 4.7
(ID: B07HFFY5BQ) Studio Albums 1993 - 2016 | CDs & Vinyl > Pop | Rating: 4.4
(ID: B00000E5LG) Disorderlies | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.5
(ID: B000G1R4JI) Precious Little | CDs & Vinyl > Blues > Electric Blues | Rating: 4.8
(ID: B002YX1NQQ) Graviators | CDs & Vinyl > Metal > Pop Metal | Rating: 4.0
(ID: B09K21CB13) One Note Symphony: Live In Tel Aviv | CDs & Vinyl > Rock | Rating: 4.6
(ID: B00005O0WF) Rock Champions | CDs & Vinyl > Classic Rock > Glam | Rating: 4.8
(ID: B006EMSNI4) So Proud | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B000003D5F) SuperBass Recorded Live At Scullers | CDs & Vinyl > Jazz > Bebop | Rating: 4.5
(ID: B000005HDZ) Best of Chick Corea | CDs & Vinyl > Jazz > Bebop | Rating: 4.2
(ID: B008YQNE3W) Book of Dreams | CDs & Vinyl > Rock > Blues Rock | Rating: 4.7
(ID: B000006C6A) A Book Of Human Language Accompanied By Mumbles | CDs & Vinyl > Rap & Hip-Hop > Experimental Rap | Rating: 4.8
(ID: B00000FY7O) Lutoslawski: Concerto for Orchestra, Three Poems, Mi-Parti | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.1
(ID: B005DZMM8K) Complete Jazz Cellar Session 1960 | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B000VR1LS2) Kiss | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.6
(ID: B002Q7JYT8) MAS de Marco Antonio Solis | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.7
(ID: B003JTFXWE) Blood Of The Earth | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000BHN7KM) M&Olin Hymns | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.4
(ID: B0007VCZD2) XXX: State Of The Union | CDs & Vinyl > Today's Deals in Music > Rap & Hip-Hop | Rating: 3.9
(ID: B000068QY9) The Best of Ottmar Liebert | CDs & Vinyl > New Age > Meditation | Rating: 4.5
(ID: B001PL4HZW) Twilight: Original Motion Picture Soundtrack | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B00B7VKIVW) Discipline & Desire | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.4
(ID: B08FP5NPYC) NOW R&B Christmas | CDs & Vinyl > R&B | Rating: 4.6
(ID: B00DL7TRC6) Dylan | CDs & Vinyl > Rock > Folk Rock | Rating: 4.1
(ID: B01M2VLNI9) Dust & Bone | CDs & Vinyl > Rock > Blues Rock | Rating: 4.4
(ID: B00004U066) Where Mankind Fails | CDs & Vinyl > Metal | Rating: 4.6
(ID: B01M0AW40Q) ALL IN TIME Soundtrack | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 5.0
(ID: B00000I0L6) Takemitsu: Quotation of Dream 20/21 Series | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B008BOWGTA) Dvorak: Symphonies - Andrew Davis | CDs & Vinyl > Classical > Symphonies | Rating: 4.3
(ID: B00II7Y7PG) Preludes & Fugues | CDs & Vinyl > harmonia mundi usa | Rating: 4.7
(ID: B000VKL79C) The Target Red Room, Volume 5 | CDs & Vinyl > Rock | Rating: 3.4
(ID: B00004X0JU) Looking for Christmas | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.9
(ID: B00DPKQ6L4) Die Healing | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000FL6WVK) Holly Stell | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.8
(ID: B0000282XM) Classic Recordings 1956-59 | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.5
(ID: B0009Y26FO) Long Hard Look | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.8
(ID: B0007X9U1U) Greatest Hits | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.4
(ID: B084QKXY1Y) Carnegie Hall | CDs & Vinyl > Rock | Rating: 4.7
(ID: B0000589SY) The Wanderer | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.7
(ID: B01DER949S) Music of The Venture Bros Volume Two | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0000DZEA0) Greatest Hits And Videos explicit_lyrics | CDs & Vinyl > Pop > Dance Pop | Rating: 4.5
(ID: B000002W68) Some Days Are Diamonds | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.8
(ID: B00004UIN3) Best of: Yves Montand | CDs & Vinyl > International Music | Rating: 4.5
(ID: B0000038UT) Stranger in Us All | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.5
(ID: B00000349O) Chantmania | CDs & Vinyl > Comedy & Spoken Word > Comedic Music | Rating: 4.1
(ID: B000001F2M) Troubador | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.7
(ID: B00999CZKG) Pogues in Pariis: Deluxe | CDs & Vinyl > Pop | Rating: 4.7
(ID: B01EBPKEZA) Definitive Collection | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000000H0H) Indecent & Obsence | CDs & Vinyl > Metal > Death Metal | Rating: 4.6
(ID: B00006FN8O) Bare to the Bone | CDs & Vinyl > Country > Outlaw Country | Rating: 5.0
(ID: B00067RGIQ) Medicine Woman III | CDs & Vinyl > New Age > Meditation | Rating: 4.5
(ID: B00QY2LQTM) Please Come Home | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00016XO60) Win A Date With Tad Hamilton - Music From The Motion Picture | CDs & Vinyl > Today's Deals in Music > Soundtracks | Rating: 4.2
(ID: B00007BH3E) Old Time Churchin Let's Have Church | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.2
(ID: B00004VVZN) Mozart: Die Zauberflote The Magic Flute | CDs & Vinyl > Opera & Classical Vocal > Operettas | Rating: 4.3
(ID: B004UC0PK4) Gentle on My Mind / By the Time I Get to Phoenix | CDs & Vinyl > Country > Today's Country | Rating: 4.4
(ID: B00004WNO5) The Main Ingredient | CDs & Vinyl > Rap & Hip-Hop > East Coast | Rating: 4.8
(ID: B000001S7D) Techno Bass | CDs & Vinyl > Dance & Electronic > Techno | Rating: 4.4
(ID: B0000014Z5) The Craft Score | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.8
(ID: B000008PTK) Radio Daze | CDs & Vinyl > Comedy & Spoken Word > Comedic Music | Rating: 3.3
(ID: B000002YW6) Masters of Metal | CDs & Vinyl > Today's Deals in Music > Classic Rock | Rating: 4.5
(ID: B09YYWYYLY) Live At The Roxy[2 LP] Explicit Lyrics | CDs & Vinyl > Rock | Rating: 4.9
(ID: B000054A4A) Independent Women / 8 Days of Christmas | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 3.7
(ID: B011S4B5SW) Flash Gordon | CDs & Vinyl > Pop | Rating: 4.6
(ID: B004VPAXHU) Hounds of Love | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B000X6OMSM) Yours/Words on Black Plastic | CDs & Vinyl > Rock | Rating: 4.6
(ID: B000008N0B) Juan Luis Guerra 440 Fogarate! CDK-165 | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.5
(ID: B07MBBVPH1) Live in Paris 1985 | CDs & Vinyl > Blues > Regional Blues | Rating: 4.3
(ID: B009OZ7EG0) Memory & Mayhem: Live at 54 Below | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.7
(ID: B075SXBV8Z) The Attractions Of Youth | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00067Z2DW) Curvature of the Earth | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B015PVX4QU) Seventh One | CDs & Vinyl > Pop | Rating: 4.7
(ID: B001CISIFI) Film Noir | CDs & Vinyl > Jazz > Latin Jazz | Rating: 4.8
(ID: B0002CX1AW) Back to Basics | CDs & Vinyl > Reggae > Dance Hall | Rating: 4.6
(ID: B00007KFQP) Tap Your Troubles Away - The Words and Music of Jerry Herman Historic All-Star Tribute | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.9
(ID: B00BD4K4L2) Maiden England '88 Explicit Lyrics | CDs & Vinyl > Metal | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B004VPAXHU
|
Hounds of Love
| 5
|
AEXABDQ4HQNXHG7FPDSUHEWLWNJQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Downton Abbey: The Official Film Companion | Books > Humor & Entertainment > Movies | Rating: 5.0
- TF Publishing 2018 Susan Branch Heart of The Home 22x17 Desk Pad Calendar, 22" x 17"(18-8033) | Books > Arts & Photography > Individual Artists | Rating: 5.0
- Where Women Create: Inspiring Work Spaces of Extraordinary Women | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 2.0
- HalloweenScapes Coloring Book (Dover Halloween Coloring Books) | Books > Children's Books > Activities, Crafts & Games | Rating: 1.0
- French All-in-One For Dummies, with CD | Books > New, Used & Rental Textbooks > Humanities | Rating: 5.0
- The Night Before Christmas Coloring Book | Books > Children's Books > Activities, Crafts & Games | Rating: 5.0
- Autumn: Lovely Leisure Coloring Book | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 5.0
- The Victorian House Coloring Book | Books > Children's Books > Activities, Crafts & Games | Rating: 5.0
- The Writer's Guide to Everyday Life from Prohibition Through World War II | Books > History > Americas | Rating: 1.0
- Tea with Jane Austen | Books > Biographies & Memoirs > Arts & Literature | Rating: 5.0
### User's music History:
- Stages | CDs & Vinyl > Pop | Rating: 1.0
- All That Echoes | CDs & Vinyl > Pop > Vocal Pop | Rating: 2.0
- Illuminations | CDs & Vinyl > Pop > Adult Contemporary | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B00005A0B9) Man of La Mancha Original Cast 2000 Covent Garden Music Festival | CDs & Vinyl > International Music > Europe | Rating: 5.0
(ID: B00005UT2K) A Walk to Remember | CDs & Vinyl > Pop > Teen Pop | Rating: 4.7
(ID: B0082LUFNQ) Still Doubted Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.6
(ID: B0000011NW) The Crickets - A Collection California Sun - She Loves You | CDs & Vinyl > Pop > Oldies | Rating: 4.4
(ID: B09L6CPQHS) De Trulla Con El Combo | CDs & Vinyl > Latin Music | Rating: 4.8
(ID: B000K4X2YW) We the People | CDs & Vinyl > Pop > Dance Pop | Rating: 4.1
(ID: B00000DEGS) Save the Best for Last / Freedom Dance | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.2
(ID: B000LSC6I0) Sick Puppies Ep | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.6
(ID: B000000A2A) Blues Deluxe Sampler | CDs & Vinyl > Today's Deals in Music > Blues | Rating: 4.4
(ID: B003Y25RXQ) Fiddle-Levity | CDs & Vinyl > AutoRip | Rating: 4.4
(ID: B000005JFO) Once More Into The Bleach | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.4
(ID: B00005NQKH) All for You Clean Version | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.4
(ID: B000000DCA) Greatest Hits | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.6
(ID: B002LB6EII) Five Two Television | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B000025A1F) Pop Art | CDs & Vinyl > Imports > Rock | Rating: 4.6
(ID: B00002613K) Vigilante | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B01EM3V4R8) Vintage 74 | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B005S1Y7D2) Nothing But Trouble SHM | CDs & Vinyl > Rock | Rating: 4.5
(ID: B0009DBXX6) Metropolitan Opera Gala - James Levine's 25th Anniversary | CDs & Vinyl > Classical > Symphonies | Rating: 4.2
(ID: B00000DHT9) Art of War Clean Version | CDs & Vinyl > R&B > Contemporary R&B | Rating: 4.7
(ID: B0001ENY9Y) Live It Up | CDs & Vinyl > R&B > Funk | Rating: 4.7
(ID: B00005YMJY) Trinity | CDs & Vinyl > Rock > Progressive | Rating: 4.4
(ID: B000000ZLW) Blues At Sunset Live At Wattstax | CDs & Vinyl > Blues > Regional Blues | Rating: 4.7
(ID: B000BZ8PQA) Old Enough to Know Better: Worst of | CDs & Vinyl > Children's Music | Rating: 3.0
(ID: B00160ANT6) Gardens In The Sky: The Bluegrass Gospel Of James King | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.4
(ID: B009CAAGCG) Jeff Wayne's Musical Version Of The War Of The Worlds, The New Generation | CDs & Vinyl > Rock > Progressive | Rating: 4.5
(ID: B00000I8S5) Clan Of Xymox | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B000NJL67Y) It Came from the Garage! - Nuggets From Southern California | CDs & Vinyl > Pop > Oldies | Rating: 4.5
(ID: B00000DFSK) The Best Of 1980-1990 | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.8
(ID: B008MZPTI8) Music To My Ears | CDs & Vinyl > Country > Bluegrass | Rating: 4.6
(ID: B00PCZG75A) Karaoke - Britney Spears | CDs & Vinyl > Karaoke | Rating: 2.1
(ID: B000OONPIG) The Last Suit You Wear | CDs & Vinyl > Country > Bluegrass | Rating: 4.8
(ID: B0000027NX) The Rite of Spring / Le Sacre du Printemps, Petrouchka | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.8
(ID: B000003CU5) Vaughan Williams: Symphony No. 2 / The Lark Ascending | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.4
(ID: B000000BDK) Pyewackit | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 5.0
(ID: B00546R882) Build Me Up Buttercup | CDs & Vinyl > Pop | Rating: 4.3
(ID: B0000636AW) Here and There | CDs & Vinyl > Jazz > Bebop | Rating: 4.1
(ID: B00005A9TJ) Ride With the Wind | CDs & Vinyl > Imports > Jazz | Rating: 5.0
(ID: B0000021MP) Blue Gardenia | CDs & Vinyl > Pop > Oldies | Rating: 4.4
(ID: B000FZEQNM) My Turn on Earth | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B07NN4G1J4) Chip Tooth Smile | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000008FM6) Squeeze | CDs & Vinyl > Classic Rock > Arena Rock | Rating: 4.3
(ID: B007IJKI44) Absolutely Live | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.7
(ID: B00004UW9B) When Did You Leave | CDs & Vinyl > Pop > Oldies | Rating: 4.2
(ID: B00005KHF3) Live In San Francisco | CDs & Vinyl > Rock > Rock Guitarists | Rating: 4.6
(ID: B00000DTNH) Straight to Hell | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.6
(ID: B000002WU2) The History of Space Age Pop Vol. 3: The Stereo Action Dimension | CDs & Vinyl > Pop > Easy Listening | Rating: 4.4
(ID: B000BCE940) Greatest Hits - In Christ Alone | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.5
(ID: B0758MBWMD) Born In Chicago: The Best Of The Paul Butterfield Blues Band | CDs & Vinyl > Blues > Regional Blues | Rating: 4.6
(ID: B003W77SBM) No Answer | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B0000634FI) Last Millenium | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B01D42GK5O) Peter, Paul and Mary - Debut Album + 3 Bonus Tracks | CDs & Vinyl > Pop | Rating: 4.4
(ID: B00Z2XSG88) Winter's Delights - Early Christmas Music and Carols from the British Isles | CDs & Vinyl > Classical | Rating: 4.3
(ID: B001OTXM10) Way of the Fist | CDs & Vinyl > Metal > Thrash & Speed Metal | Rating: 4.8
(ID: B00064LOSC) Voice of Treason | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.4
(ID: B00001O2V8) The Ladder | CDs & Vinyl > Today's Deals in Music > Rock | Rating: 4.6
(ID: B000059Z6X) The Tired Hours | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.5
(ID: B000008FHU) Cool Cat Blues | CDs & Vinyl > R&B > Soul | Rating: 4.8
(ID: B0006Z2LCE) Gold | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.7
(ID: B00BSWMLEW) 11:11 Deluxe 20th Anniversary Edition | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.9
(ID: B08QS54BLZ) Intruder | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.8
(ID: B00IE6SXQU) Sergio George Presents Salsa Giants Plus EP | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.7
(ID: B003K8TUS2) Longing For Home Songs From War | CDs & Vinyl > New Age | Rating: 4.7
(ID: B00DTX8ESU) Instrumental Gospel Tracks, Vol. 15 | CDs & Vinyl > CD Rarities | Rating: 4.6
(ID: B00FICJOZM) The Shocking Miss Emerald | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000002OB9) Can't Get No Grindin | CDs & Vinyl > Today's Deals in Music > Blues | Rating: 4.5
(ID: B000007QQM) Oremi | CDs & Vinyl > International Music > Africa | Rating: 4.5
(ID: B002E9HXI2) in Blue | CDs & Vinyl > Classic Rock > British Invasion | Rating: 4.6
(ID: B00000478M) Returns to Berlin | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B000KPXF16) I Want to Be A Star | CDs & Vinyl > Christian & Gospel | Rating: 4.6
(ID: B000GBEL4Y) Return to Elegance | CDs & Vinyl > Jazz | Rating: 3.0
(ID: B002L5GQKK) Draw the Line | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B0002VGQOQ) Hymns for the Exiled | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.4
(ID: B00182Z7F2) The Grapes of Wrath | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.5
(ID: B017AKTGVQ) Sword and Sorcery | CDs & Vinyl > Pop | Rating: 4.4
(ID: B005P3NOYG) Blonde | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000255KAS) Pallbearers Shoes | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.8
(ID: B0046CBIZ4) Blue Christmas | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.8
(ID: B07MCW61HM) Rent Original Soundtrack of the Fox Live Television Event | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.7
(ID: B000087DS2) On Her Majesty's Secret Service | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.8
(ID: 6304055331) Chet Atkins Rare Performances 1955-1975 | CDs & Vinyl > Country > Classic Country | Rating: 4.2
(ID: B00006876P) Mendelssohn: Violin Concerto, Op. 64 / Beethoven: Violin Concerto, Op. 61 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B0001LYEW8) SATANIC PANIC IN THE ATTIC | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B000096FSU) On The Road Remastered | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B005JPOUN4) If Only | CDs & Vinyl > New Age > Meditation | Rating: 4.4
(ID: B01MTP56VE) Gentlewoman, Ruby Man | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000091OC8) Closer to the Flame [Vinyl] | CDs & Vinyl > Pop > Adult Contemporary | Rating: 5.0
(ID: B000000SJK) Creatures of Prometheus | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.8
(ID: B06XX57PFC) Drink After Midnight | CDs & Vinyl > Country > Today's Country | Rating: 4.9
(ID: B0034PHWFO) The Red Violin | CDs & Vinyl > Soundtracks | Rating: 4.6
(ID: B00000HY2W) Rais da roof | CDs & Vinyl > Today's Deals in Music > Christian & Gospel | Rating: 4.5
(ID: B01EZNUMAU) Cyclonic Void of Power | CDs & Vinyl > Metal > Pop Metal | Rating: 4.6
(ID: B00LCNP5I6) 20th Century Drifter | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00000G4LS) Power Moves - The Table explicit_lyrics | CDs & Vinyl > Latin Music > Latin Hip-Hop | Rating: 4.4
(ID: B000FDE5RQ) Strauss - Ariadne auf Naxos / Beverly Sills, Claire Watson, Robert Nagy, John Reardon, Erich Leinsdorf, Boston Symphony Orchestra | CDs & Vinyl > Classical > Symphonies | Rating: 4.8
(ID: B0007UAQQG) Quadromania | CDs & Vinyl > Blues > Regional Blues | Rating: 5.0
(ID: B08DV9GXLR) Harold Shapero: Orchestral Works | CDs & Vinyl > AutoRip | Rating: 4.5
(ID: B000024S0O) Romanza | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B000G759L2) Puccini: Madama Butterfly | CDs & Vinyl > The Sony Music Masterworks Store > Opera & Vocal | Rating: 4.0
(ID: B000002ZDD) Atlanta's Burning Down | CDs & Vinyl > Classic Rock > Southern Rock | Rating: 4.5
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00006876P
|
Mendelssohn: Violin Concerto, Op. 64 / Beethoven: Violin Concerto, Op. 61
| 5
|
AENC7OATPYGUMHAU23EGHXJXMB3Q
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Mary Thomas's Knitting Book | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 5.0
- How to Knit: The Definitive Knitting Course Complete with Step-by-Step Techniques, Stitch Library, and Projects for Your Home and Family | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 5.0
- Saturday Night Hat: Quick, Easy Hatmaking for the Downtown Girl | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 4.0
- The Ten-Day MBA: A Step-By-step Guide To Mastering The Skills Taught In America's Top Business Schools | Books > Business & Money > Job Hunting & Careers | Rating: 5.0
- Progressive Classical Guitar Method: For Beginner to Intermediate Students [Book 1] | Books > Teen & Young Adult > Art, Music & Photography | Rating: 5.0
- Crochet with Style: Fun-to-Make Sweaters for All Seasons | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 5.0
### User's music History:
- Music for TV Dinners | CDs & Vinyl > Pop > Easy Listening | Rating: 5.0
- Stone Flower | CDs & Vinyl > International Music > South & Central America | Rating: 5.0
- Amar Sin Mentiras | CDs & Vinyl > Today's Deals in Music > Latin Music | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B0091N0F8O) Ballads of the Green Berets | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.8
(ID: B000002NEO) At the Club | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.5
(ID: B00000IWUW) Vol. 2: Release | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B07FT4JB5R) Purgatory | CDs & Vinyl > Vinyl Store | Rating: 4.6
(ID: B01BCNJ824) Secrets | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.9
(ID: B07G28Y3R2) Best of Wintley Phipps: Amazing Grace | CDs & Vinyl > Christian & Gospel > Praise & Worship | Rating: 4.7
(ID: B07QXTFR73) Western Stars | CDs & Vinyl > Rock | Rating: 4.7
(ID: B000001FZE) Best of | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.6
(ID: B00005QGAC) Toward the Light | CDs & Vinyl > Pop > Oldies | Rating: 3.0
(ID: B000B668UY) La Boheme | CDs & Vinyl > Classical > Symphonies | Rating: 4.2
(ID: B08P8D71WS) Open Door Policy | CDs & Vinyl > AutoRip | Rating: 4.6
(ID: B0006G89FQ) Best of: RUTS | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.5
(ID: B00005ULYF) Moon & the Sky | CDs & Vinyl > Pop > Dance Pop | Rating: 4.8
(ID: B000002H91) White Trash | CDs & Vinyl > R&B > Funk | Rating: 4.5
(ID: B000009NV1) Make It Hot | CDs & Vinyl > Today's Deals in Music > R&B | Rating: 4.6
(ID: B0006B97MU) Transient | CDs & Vinyl > Dance & Electronic > House | Rating: 4.8
(ID: B000034D40) Sentimiento | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 3.6
(ID: B00006EXHE) Painting the Corners: The Best of Fastball | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.7
(ID: B008AWBQIU) Antennas to Hell | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B0BCX5NPYH) Repentless - OxBlood & Orange Swirl w/ Mustard Splatter | CDs & Vinyl > Metal | Rating: 4.7
(ID: B00003G9Q1) Soro | CDs & Vinyl > International Music > Africa | Rating: 4.7
(ID: B00005K9R0) Fast & The Furious Clean Version | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.2
(ID: B001QD0H7Q) Sinatra: Sings Of Love CD LIMITED EDITION Includes BONUS DVD Including Previously Unreleased Performance Clips | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.5
(ID: B000087DW1) Human Zoo | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B00J8JQ8B4) Still LIfe | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0065VTHDO) Parsifal | CDs & Vinyl > Classical > Symphonies | Rating: 4.3
(ID: B000NJWTAW) #1's Eco-Friendly | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.4
(ID: B007941AGI) 1000 Pound Machine | CDs & Vinyl > Folk | Rating: 4.1
(ID: B0042L01P2) Velvet Piano 2 | CDs & Vinyl > Pop > Easy Listening | Rating: 3.9
(ID: B09X9411GS) Harry's House - Limited Sea Glass | CDs & Vinyl > Rock | Rating: 4.8
(ID: B07QJ8SG6L) Godhand Explicit Lyrics | CDs & Vinyl > Rock > Hard Rock | Rating: 4.7
(ID: B00F59E192) Flight of a Dream - solo piano | CDs & Vinyl > New Age | Rating: 4.7
(ID: B000HIVQ94) Some Great Reward | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.8
(ID: B000CZ0PP8) Underground | CDs & Vinyl > Jazz > Bebop | Rating: 4.4
(ID: B00062WSU2) Getting Better Every Minute | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 5.0
(ID: B005B037WC) Bill Plummer & The Cosmic Brotherhood | CDs & Vinyl > Jazz | Rating: 4.0
(ID: B00BXJENX2) Live a Little More | CDs & Vinyl > Country > Americana | Rating: 4.6
(ID: B000CSUMCQ) Song of Seven | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B00000JHKA) Men In Salsa | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.7
(ID: B00WXV22XM) Bach, J.S.: Harpsichord Concertos | CDs & Vinyl > harmonia mundi usa | Rating: 4.8
(ID: B000006JPJ) Seventh Son Of A Seventh Son | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B00009WVRP) La Onda Va Bien | CDs & Vinyl > Jazz > Bebop | Rating: 4.4
(ID: B0000029OA) Jane Eaglen - Bellini & Wagner | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 3.6
(ID: B00003A9R5) Don't Play With Matches | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.7
(ID: B004WN96ME) Peace Sells... But Who's Buying Deluxe | CDs & Vinyl > Rock | Rating: 4.7
(ID: B00000IJIW) Sounds of the Earth: Humpback Whales | CDs & Vinyl > New Age > Meditation | Rating: 4.7
(ID: B00009QG6R) Selena - Greatest Hits | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.7
(ID: B000P2XMKI) In Concert: The Party's Just Begun Tour | CDs & Vinyl > Children's Music > Disney | Rating: 4.8
(ID: B00069SPRK) Beautiful Star: A Celebration of Christmas | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.6
(ID: B00064WYKE) Love Changes Everything: The Essential Michael Ball | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.7
(ID: B0002XB9IC) Best Of | CDs & Vinyl > International Music > Africa | Rating: 4.8
(ID: B00OYJDRXK) Just An Illusion Official Anniversary feat. Errol Kennedy | CDs & Vinyl > Pop | Rating: 3.1
(ID: B00009PJRD) Deja Entendu | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B000IAZPKW) Saxon: To Hell And Back Again | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B00004TEUV) Vienna Octets | CDs & Vinyl > Classical > Chamber Music | Rating: 4.8
(ID: B00ASXMOXA) Kunst | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000HEZ54A) It's Now Winter's Day | CDs & Vinyl > Pop > Oldies | Rating: 4.0
(ID: B00EP22QOM) Back 40 | CDs & Vinyl > Folk | Rating: 4.4
(ID: B000000EL3) Distant Hills | CDs & Vinyl > Jazz > Bebop | Rating: 4.7
(ID: B00000275Z) Rachmaninoff: Piano Concerto 2 / Rhapsody on a Theme of Paganini | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.4
(ID: B008J0PS3C) Gold Dust | CDs & Vinyl > Pop | Rating: 4.4
(ID: B000CCDOTK) Vivaldi Les Quatres Saisons | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B075K7Y5DD) 1981 | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B0000296MY) Magnificent | CDs & Vinyl > Jazz > Bebop | Rating: 4.5
(ID: B0063TX6LW) Balladacious | CDs & Vinyl > Country > Today's Country | Rating: 4.5
(ID: B07G1SC4PC) 17 [Explicit Content] | CDs & Vinyl > Rap & Hip-Hop | Rating: 4.7
(ID: B0001WU2IC) Death Unlimited | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B00ZVUQMFQ) Black Cat | CDs & Vinyl > Pop | Rating: 4.4
(ID: B07YMLDKGK) Many Faces Of Alice Cooper Ltd Double 180gm Amber MarbleVinyl | CDs & Vinyl > Rock | Rating: 4.4
(ID: B00DW4742I) Wiggly Halloween | CDs & Vinyl > Children's Music | Rating: 4.7
(ID: B00004C8T9) Haydn: Nelson Mass / Vivaldi: Gloria / Handel: Zadok the Priest | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.6
(ID: B0007GP6OW) Amanecer Contigo | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.8
(ID: B00005Y7R2) 20 Gospel Favorites | CDs & Vinyl > Today's Deals in Music > Folk | Rating: 4.5
(ID: B000002P7E) Siren | CDs & Vinyl > Pop | Rating: 3.8
(ID: B00000472R) Compact Jazz: Chick Corea | CDs & Vinyl > Jazz > Bebop | Rating: 4.8
(ID: B000003FPN) Dvorák: Symphony No. 9 - From the New World / Smetana: Bartered Bride Overture / Weinberger: Schwanda - Polka & Fugue | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.6
(ID: B000003LV0) Flight of the Blue Dove | CDs & Vinyl > Jazz | Rating: 5.0
(ID: B00005NSXK) Vespertine | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.8
(ID: B000008P77) Best of Neopolitan Song | CDs & Vinyl > Pop > Oldies | Rating: 4.2
(ID: B00CMYRRG2) A Place Called Loveland | CDs & Vinyl > Pop | Rating: 4.8
(ID: B001ESYAJY) Quantum Of Solace Soundtrack | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.5
(ID: B000I6BGEK) Ain't No Good Life | CDs & Vinyl > Blues > Electric Blues | Rating: 3.8
(ID: B00005V8TJ) You, Understood | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 5.0
(ID: B000008KAB) It's a Wonderful Life / Miracle 34th Stree / Carol | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.9
(ID: B000DZJKFI) Dragon Ball Z-Best Song Collection | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.3
(ID: B00242VU7E) Jean Shepherd Reads Poems of Robert Service | CDs & Vinyl > Comedy & Spoken Word > Poetry | Rating: 4.6
(ID: B00IET85II) La Vie Electronique V15 | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.8
(ID: B000002J3G) The Dark Before the Dawn | CDs & Vinyl > Jazz > Bebop | Rating: 3.6
(ID: B001CCIRMI) Africa to Appalachia | CDs & Vinyl > International Music > North America | Rating: 4.2
(ID: B09DJ8SMH2) Hellraiser | CDs & Vinyl > Rock > Hard Rock | Rating: 4.8
(ID: B000003907) Serious Thing | CDs & Vinyl > Reggae > Rocksteady | Rating: 5.0
(ID: B000002R2Z) Cowboys & Englishmen | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.3
(ID: B005K15TIW) Yuck Deluxe | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B00ZIILRQK) Legend of Hagoromo | CDs & Vinyl > Classical > Chamber Music | Rating: 5.0
(ID: B007IX3810) Holy Hip Hop: Taking the Gospel to Street 13 | CDs & Vinyl > Christian & Gospel > Rap & Hip-Hop | Rating: 5.0
(ID: B004QEZI3U) Beach Party Music | CDs & Vinyl > CD Rarities | Rating: 3.6
(ID: B00000I5XX) Houndog | CDs & Vinyl > Blues > Electric Blues | Rating: 4.2
(ID: B07WRVL3XZ) Christmas at Birdland | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.7
(ID: B000005JBE) Can't Stand The Rezillos: The Almost Complete Rezillos | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B00008Z1W0) Lotus Eaters | CDs & Vinyl > International Music | Rating: 4.5
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00000IJIW
|
Sounds of the Earth: Humpback Whales
| 5
|
AEZI6FABAYR2P7VVYS6O5DTVM44A
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Sun & Moon In A Tin | Books > Religion & Spirituality > New Age & Spirituality | Rating: 3.0
- The Mental Game of Writing: How to Overcome Obstacles, Stay Creative and Product (Bell on Writing) | Books > Reference > Writing, Research & Publishing Guides | Rating: 5.0
- Nine Rules to Break When Romancing a Rake (Love By Numbers, 1) | Books > Romance > Historical | Rating: 4.0
- Beau Crusoe | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The "I Can't Believe This Has No Sugar" Cookbook | Books > Cookbooks, Food & Wine > Baking | Rating: 2.0
- Signs and Portents (Babylon 5: Season by Season, Book 1) | Books > Humor & Entertainment > Television | Rating: 4.0
### User's music History:
- The Very Best Of Herman's Hermits | CDs & Vinyl > Pop | Rating: 5.0
- It Might As Well Be the Moon | CDs & Vinyl > Country > Today's Country | Rating: 5.0
- Bonus Spirit Flutes | CDs & Vinyl > New Age > Relaxation | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B074RQ49LW) M!ssundaztood | CDs & Vinyl > Pop | Rating: 4.8
(ID: B003JVIB30) Handel: Berenice | CDs & Vinyl > Classical | Rating: 4.7
(ID: B00000132I) Merry Texas Christmas Y'All | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.5
(ID: B005ILYMSC) Dim Lights, Thick Smoke & Hillbilly Music: Country & Western Hit Parade 1961 | CDs & Vinyl > Country > Today's Country | Rating: 5.0
(ID: B00007FP9W) We Sold Our Soul For Rock 'N Roll, Vol. II | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 3.6
(ID: B0007OC5UC) Cosmopolitan Life | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.2
(ID: B001AX5BKU) Ultimate Liszt | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B00002DELQ) Little Bit More | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.5
(ID: B000NO05Z8) The Tip Of The Weisberg(Nautilus Superdisc LP vinyl) | CDs & Vinyl > Vinyl Store | Rating: 4.4
(ID: B08GVCMWH4) The Royal Affair Tour Live in Las Vegas | CDs & Vinyl > Rock | Rating: 4.5
(ID: B00006AFLR) Sooner or Later | CDs & Vinyl > Blues | Rating: 5.0
(ID: B000B7HZS2) Merry Axemas, Volume 2 - More Guitars For Christmas | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.4
(ID: B00000JOG9) 100% | CDs & Vinyl > R&B > Contemporary R&B | Rating: 4.8
(ID: B000TJ71FY) Me and Juliet 1953 Original Broadway Cast | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 3.5
(ID: B000I0QKF6) Free to Worship bonus track | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B002JOGSHE) Worship Jamz Blue | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
(ID: B000002WDN) Rick Springfield - Greatest Hits | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B07BC5ZGSP) And Justice For None Clean Version | CDs & Vinyl > Metal > Pop Metal | Rating: 4.5
(ID: B000WC08N0) Illuminate the Shadows | CDs & Vinyl > Pop > Vocal Pop | Rating: 3.5
(ID: B00000HF4H) Road of the Gypsies | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B07584R6XX) Walk The Earth | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00F6Y3FKW) The Complete Album Collection Vol. One | CDs & Vinyl > Classic Rock | Rating: 4.7
(ID: B00E00GAXC) Stay Trippy Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.6
(ID: B0000004XY) Public Eye | CDs & Vinyl > Jazz > Bebop | Rating: 4.8
(ID: B0009HI588) Pray For The Soul of Betty Explicit Lyrics | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.1
(ID: B01N6X613X) Days Of Black | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00GALB4HG) Rejuvenation | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00005UKQW) Date With Elvis | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.6
(ID: B00OU2S7OA) Balance Presents Kolsch | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.7
(ID: B00000141P) Divertimenti | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 5.0
(ID: B01BF93G2I) A New World Record | CDs & Vinyl > Pop | Rating: 4.8
(ID: B0001IN0US) Return to Metalopolis | CDs & Vinyl > Metal | Rating: 4.6
(ID: B0000667QO) Gentle Force | CDs & Vinyl > New Age > Meditation | Rating: 4.7
(ID: B00005ALVA) Quiet Nights: Timeless Ball | CDs & Vinyl > Imports > Rock | Rating: 3.4
(ID: B00000DCTJ) Super Are | CDs & Vinyl > Rock > Progressive | Rating: 4.5
(ID: B076CZ3HXB) Meet King Leg | CDs & Vinyl > Pop | Rating: 4.7
(ID: B005NSRNMC) Talk to the Hand | CDs & Vinyl > Jazz | Rating: 5.0
(ID: B0031WY1C2) The Constant | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B000004245) Vivaldi: L'Estro Armonico | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B00EZPCYMS) Strictly The Best Vol. 48 | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 3.5
(ID: B00005O7UL) LOOP | CDs & Vinyl > Country > Bluegrass | Rating: 4.2
(ID: B000001S0N) Ture Rangstrom: Symphony No. 1 / Dityramb & Vrhymn | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B00004R8E2) Numb Nuts | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.2
(ID: B0001ENYAS) The Graceful Ghost | CDs & Vinyl > Country > Americana | Rating: 4.9
(ID: B0000071SQ) Like a Virgin & Other Big Hits | CDs & Vinyl > Pop > Adult Contemporary | Rating: 5.0
(ID: B00ZIAO9TK) Everybody's Coming Down | CDs & Vinyl > Pop | Rating: 5.0
(ID: B000E1Z4NI) Rio Lobo | CDs & Vinyl > Soundtracks | Rating: 3.6
(ID: B00012QMWM) Days of Majesty | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.2
(ID: B001UREJUY) Tuff Gong Music CD Teaching Material (M12003) | CDs & Vinyl > Reggae | Rating: 4.6
(ID: B06XCQTXJB) Thirteen | CDs & Vinyl > Pop | Rating: 4.2
(ID: B002PHV1GI) Century of Jazz Piano | CDs & Vinyl > Classical | Rating: 4.8
(ID: B0006VXM9E) Infamous Times - The Original 50 Cent [DVD] | CDs & Vinyl > Pop > Vocal Pop | Rating: 3.9
(ID: B0009VI51G) Violin Concertos: Historic Russian Archives | CDs & Vinyl > Classical > Forms & Genres | Rating: 2.7
(ID: B00004VWBE) Caroline Now: Tribute to the Beach Boys | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 3.1
(ID: B004QM8HTY) Macbeth Sony Opera House | CDs & Vinyl > Classical > Chamber Music | Rating: 4.5
(ID: B005JTDI0G) Popular Hits On Spanish Acoustic Guitar, Vol. 3 | CDs & Vinyl > CD Rarities | Rating: 4.6
(ID: B0000DZTWQ) II | CDs & Vinyl > Pop > Easy Listening | Rating: 5.0
(ID: B0758NBCHY) First Cigarette | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00OAF8CMO) Liquidizer | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00Q5KH5WK) Early Yes Stereo Original The Yes Album - Atlantic 1971 - Very Nice! | CDs & Vinyl > AutoRip | Rating: 4.6
(ID: B005ZJ4PES) Love Songs | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000002ZIR) Victoria: O Magnum Mysterium, Ascendens Christus In Algum | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.5
(ID: B00C3JULPA) Where Shall You Take Me | CDs & Vinyl > Sony, UMG, RED, ADA, and WEA | Rating: 4.7
(ID: B0002L56PG) Dragostea Din Tei | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.4
(ID: B000002RR7) Bizet: Les Pecheurs de Perles The Pearl Fishers | CDs & Vinyl > Opera & Classical Vocal > Operettas | Rating: 4.6
(ID: B00RFY48FM) 5:55 | CDs & Vinyl > Pop | Rating: 4.6
(ID: B015WRYYYS) Deeper | CDs & Vinyl > Pop | Rating: 4.4
(ID: B000BB035K) She Will Have Her Way: Songs of Tim & Neil | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.1
(ID: B00000IM6V) Mi Vida Sin Tu Amor | CDs & Vinyl > Today's Deals in Music > Latin Music | Rating: 4.5
(ID: B000Q66PXO) Prokofiev - Ivan the Terrible, The Classic Motion Picture with The Bolshoi Ballet / Natalia Bessmertnova, Yuri Grigorovich [DVD] | CDs & Vinyl > Classical > Symphonies | Rating: 4.0
(ID: B000005T8I) Sailboat Journey: Nature's Relaxing Sounds | CDs & Vinyl > Today's Deals in Music > New Age | Rating: 4.2
(ID: B01DL0TPAQ) Phone Power | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.3
(ID: B0000TAOKW) Hayley Westenra | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.5
(ID: B000R7HR34) Lumiere | CDs & Vinyl > Blues | Rating: 4.8
(ID: B001ED5DTK) Elton John: Live in Australia with the Melbourne Symphony Orchestra | CDs & Vinyl > International Music > Australia & New Zealand | Rating: 5.0
(ID: B00006GF9U) Ann, Man! | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.2
(ID: B09T77HTD1) Works for Violin 2 | CDs & Vinyl > Classical > Ballets & Dances | Rating: 5.0
(ID: B00003002E) Steppenwolf: All Time Greatest Hits | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B000E0VL2C) A Day In The Life/Down Here On The Ground | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.1
(ID: B000A7BQVA) That's the Way of the World | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.8
(ID: B000ASDF2M) Shock of Being | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.3
(ID: B000002W72) It's About Time | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.5
(ID: B0000025UD) Michael Bolton | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.6
(ID: B00081EVN8) World Isnt Enough Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Experimental Rap | Rating: 3.6
(ID: B000002UBQ) Classic Crystal | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B00007JTXJ) Jens Lindemann: Flying Solo | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 5.0
(ID: B0001XALKU) Live: Art of the Steel String Guitar | CDs & Vinyl > Dance & Electronic > World Dance | Rating: 4.2
(ID: B00NQ2ZI92) Whoracle | CDs & Vinyl > Metal | Rating: 4.6
(ID: B002JYPVYA) The Legacy: The Best Of Big Pun Explicit Lyrics | CDs & Vinyl > Latin Music > Latin Hip-Hop | Rating: 4.6
(ID: B00EYTLH78) Complete Live Recordings 1962-1965 | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B003T68W02) Swan Lake Complete Ballet Score | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.6
(ID: B07J34NSPX) Twist Of Shadows | CDs & Vinyl > Rock | Rating: 4.6
(ID: B008VTRKJG) The Classic Christmas Album | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.7
(ID: B00005QD4P) I Wonder What Became of Me | CDs & Vinyl > Pop > Oldies | Rating: 4.2
(ID: B000003EWA) Purlie Original Broadway Cast Recording | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.5
(ID: B0013KXEHC) Meditation Oasis: Guided Meditations for Effortlessness, Emotional Ease and Letting Go | CDs & Vinyl > New Age > Meditation | Rating: 3.8
(ID: B000007PHS) Opie Gone Bad | CDs & Vinyl > Pop | Rating: 5.0
(ID: B0000057KQ) Symphonies 1, 2; Song Of Democracy | CDs & Vinyl > Classical > Symphonies | Rating: 4.5
(ID: B00442M10M) Violin Concerto 1 / Serenade Melancolique | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B000008N38) Heartbeats 1994 Pasadena Playhouse Cast | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.2
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0000025UD
|
Michael Bolton
| 5
|
AFY4NVBKEMZJRGZM6VG6PETHJKIA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Reading the Old Testament: An Introduction | Books > Christian Books & Bibles > Bible Study & Reference | Rating: 5.0
- In the Name of Jesus: Reflections on Christian Leadership | Books > Christian Books & Bibles > Churches & Church Leadership | Rating: 5.0
- In the Beginning…': A Catholic Understanding of the Story of Creation and the Fall (Ressourcement: Retrieval and Renewal in Catholic Thought (RRRCT)) | Books > Christian Books & Bibles > Bible Study & Reference | Rating: 5.0
- The Animal Research War | Books > New, Used & Rental Textbooks > Humanities | Rating: 3.0
- The Brother of Jesus and the Lost Teachings of Christianity | Books > Christian Books & Bibles > Bible Study & Reference | Rating: 4.0
- James the Brother of Jesus: The Key to Unlocking the Secrets of Early Christianity and the Dead Sea Scrolls | Books > Christian Books & Bibles > Bible Study & Reference | Rating: 4.0
### User's music History:
- Good Day | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
- Worth It All | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
- Kari Jobe | CDs & Vinyl > AutoRip | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0039QLEE8) Nier Gestalt & Replicant / Soundtrack. | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.9
(ID: B000XI3TNO) Music of the Spheres | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B07KZKCFHZ) I Love My Lady | CDs & Vinyl > AutoRip | Rating: 4.4
(ID: B002JIH8GU) Music Update | CDs & Vinyl > Jazz > Bebop | Rating: 4.6
(ID: B000026I11) The Way It Is | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.7
(ID: B00E6F155E) Live in Athens | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.6
(ID: B00000JCP6) Soldier's Story: Drum & Bass DJ Mix | CDs & Vinyl > Dance & Electronic > Drum & Bass | Rating: 4.5
(ID: B000059GRB) Make It Rain | CDs & Vinyl > Blues > Electric Blues | Rating: 4.8
(ID: B08SFZCV6Q) Poster Girl | CDs & Vinyl > Pop | Rating: 4.7
(ID: B003YEWSOA) Armistice Live | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000003LAB) Playing with Fire: Art Renaissance Instrumentalist | CDs & Vinyl > Classical > Chamber Music | Rating: 5.0
(ID: B0035UKCJ6) Era IV: An Audio Obstacle Course | CDs & Vinyl > Vinyl Store | Rating: 4.5
(ID: B000001EEY) How To Succeed In Business Without Really Trying: The Jazz Version/Gloomy Sunday & Other Bright Moments 2 On 1 | CDs & Vinyl > Jazz > Bebop | Rating: 3.9
(ID: B00SBME60O) Good 'N' Country | CDs & Vinyl > Country > Today's Country | Rating: 4.5
(ID: B00005QK16) Complete Vanguard Recordings | CDs & Vinyl > Today's Deals in Music > Folk | Rating: 4.7
(ID: B001UOFP9G) Remix Sessions | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B0062QEG74) Arzachel | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B012VTVM5Y) ECHO | CDs & Vinyl > Soundtracks | Rating: 4.6
(ID: B00094ASRM) Suit Yourself | CDs & Vinyl > Country > Americana | Rating: 4.4
(ID: B09ZNNXLYT) Last Night In The Bittersweet | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000NA1YQQ) Arkhangelsk | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B00004WF3M) Vol. 2-Dancehall 101 | CDs & Vinyl > Reggae > Dance Hall | Rating: 4.8
(ID: B00006WKZ1) Heart & Soul on Broadway | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.5
(ID: B0011XDITA) Vol. 1-Ragu (Rae & Ghost United) | CDs & Vinyl > Rap & Hip-Hop > East Coast | Rating: 3.3
(ID: B010PD96I8) Runaljod: Yggdrasil | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B00008FWOM) Drowning in the Promised Land | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.0
(ID: B07PFR1C49) Chasing Lights | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000008NUP) Gabby | CDs & Vinyl > International Music > Pacific Islands | Rating: 4.7
(ID: B009TT3D52) Parlez-Moi D'amour | CDs & Vinyl > Pop > Easy Listening | Rating: 3.0
(ID: B01M2YVBQ8) Sunlight | CDs & Vinyl > Metal > Pop Metal | Rating: 4.9
(ID: B015Q99QTA) Debutante | CDs & Vinyl > Classic Rock > Glam | Rating: 5.0
(ID: B008BR3QT6) Battle Studies | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00XBL0MRG) Quality Control | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.8
(ID: B000068CV9) Interpreta Cartola | CDs & Vinyl > International Music > South & Central America | Rating: 5.0
(ID: B0000288KX) Change Of Heart | CDs & Vinyl > CD Rarities | Rating: 5.0
(ID: B0BL5PPJDN) BEN | CDs & Vinyl > Pop | Rating: 4.6
(ID: B001FBSMOO) 4:13 Dream | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B000003CTZ) Hindemith: When Lilacs Last in the Dooryard Bloom'd A Requiem for Those We Love | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.4
(ID: B086G6XD1Y) All My Heroes Are Dead | CDs & Vinyl > AutoRip | Rating: 4.9
(ID: B07LFWPJ5K) Hel | CDs & Vinyl > Rock > Hard Rock | Rating: 4.7
(ID: B0009YA476) I Know It's Love | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B00069I7B4) Front Parlour Ballads | CDs & Vinyl > Folk > British & Celtic Folk | Rating: 4.4
(ID: B001O7NMQM) Love Songs for Guitar | CDs & Vinyl > Pop > Easy Listening | Rating: 3.9
(ID: B00P1J6ASQ) Rubber Soul | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00O2TZ1C2) Rilla Go | CDs & Vinyl > Pop > Korean Pop | Rating: 5.0
(ID: B00VN7OHCQ) Irresistible Bliss | CDs & Vinyl > Rhino Records | Rating: 4.5
(ID: B0001ADAXS) Ultimate Aaron Tippin | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.8
(ID: B00000IH8Y) Festliche Weihnacht | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.9
(ID: B000E0OBME) Third World: Music Hall in Concert | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.0
(ID: B000008IHQ) Christmas With Ronnie Milsap | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.7
(ID: B0001POJRO) Complete Sister Rosetta Tharpe, Vol. 3: 1947-1951 | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.6
(ID: B007TYICHS) The Best of Ben E.King & the Drifters | CDs & Vinyl > R&B | Rating: 3.5
(ID: B00005REQ9) From Darkness to Light: Salisbury Advent SVC / Various | CDs & Vinyl > Classical > Sacred & Religious | Rating: 4.5
(ID: B084DGWJY2) My Standards | CDs & Vinyl > CD Rarities | Rating: 5.0
(ID: B087Z6FKHV) Psychedelic Jungle | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.5
(ID: B0002VEQ0M) George McCrae/Rock Your Baby | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.5
(ID: B00005JA0Y) Symphony 9 | CDs & Vinyl > Classical > Symphonies | Rating: 4.5
(ID: B00IKKQT1G) Sheezus Deluxe | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000001FWW) Tales From the Brothers Gibb | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B000002NGB) Outside the Frame | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.6
(ID: B0000026KL) Career Of Evil | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B00KBNRZ9K) The Division Bell 20th Deluxe Box | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B002XYHJ9G) Sleepytime in Chinatown | CDs & Vinyl > Jazz | Rating: 4.2
(ID: B00018D4AO) He's There All the Time | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.0
(ID: B00000JPCC) Weill: Der Silbersee The Silver Lake | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B00JDB4PGW) XSCAPE | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000000DGC) Hallelujah He Is Born | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.8
(ID: B01G3QF5NG) On The Box | CDs & Vinyl > Country > Today's Country | Rating: 4.5
(ID: B0000WTT2I) Continuum | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.2
(ID: B00000I0R2) Evening With David Lanz | CDs & Vinyl > New Age > Meditation | Rating: 4.2
(ID: B00003WGKM) Unforgettable Music of Burt Bacharach | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.5
(ID: B0006DVB90) Bittersweet | CDs & Vinyl > Imports > Rock | Rating: 4.9
(ID: B002436WQM) OHMphrey | CDs & Vinyl > Rock > Progressive | Rating: 4.5
(ID: B0000D9POP) In Concert: Merchants of Cool | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.6
(ID: B00000E9PA) Words From the Genius | CDs & Vinyl > R&B > Soul | Rating: 4.6
(ID: B001T46U96) Acid Rain | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B000000E79) Parcel of Rogues | CDs & Vinyl > Folk > British & Celtic Folk | Rating: 4.6
(ID: B0000589E7) Kilroy Was Here | CDs & Vinyl > Pop | Rating: 3.5
(ID: B0000365EV) Anthology | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.3
(ID: B000003D2Y) Palace of the Winds: Piano at the Movies | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.8
(ID: B00AXGX62K) La Fórmula | CDs & Vinyl > Latin Music > Latin Pop | Rating: 2.2
(ID: B07S86K24Y) Becoming Me:Live In The Windy City | CDs & Vinyl > Rock | Rating: 4.6
(ID: B01GVFGZBK) 40 Super Exitos | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.1
(ID: B002R10ZXM) Christmas With The Annie Moses Band | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.5
(ID: B0007Y0946) Stonehenge | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.6
(ID: B00EW1GNKE) A Christmas Album | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.5
(ID: B000002L4W) Man Will Surrender | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 5.0
(ID: B0012GMYZK) Step By Step | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 4.7
(ID: B00B9LNI3K) Lost In You | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.5
(ID: B00000414J) Alessandro Scarlatti: 6 Sinfonie di Concerto Grosso; 3 Concerti For Flute & Strings | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B004FIUTRW) Lot of Love | CDs & Vinyl > R&B > Classic R&B | Rating: 4.5
(ID: B002JG669C) Pieces | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.4
(ID: B001QEJQYK) Icon | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B00004YL5B) Tanya Tucker - 20 Greatest Hits | CDs & Vinyl > Country > Bluegrass | Rating: 4.7
(ID: B000068G9X) Danzig Explicit Lyrics | CDs & Vinyl > Metal > Alternative Metal | Rating: 4.8
(ID: B0001Z36BO) To Force A Fate | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.4
(ID: B00SBME97E) Return of the Gunfighter | CDs & Vinyl > Country | Rating: 4.7
(ID: B000FORBAI) Le Voyage En Armenie | CDs & Vinyl > Dance & Electronic > World Dance | Rating: 4.2
(ID: B000002RQO) The Kings Singers - New Day | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.9
(ID: B00005YUQS) Sade - Lovers Live VHS | CDs & Vinyl > International Music > Europe | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0000288KX
|
Change Of Heart
| 5
|
AFWUYLSVK4QCBFTPQEF7PGCCQ3DQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Apocalypse War: The Undead World Novel 7 (The Undead World Series) | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Here & There | Books > Science Fiction & Fantasy > Science Fiction | Rating: 1.0
- Missing You | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- The Six Sacred Stones: A Novel | Books > Literature & Fiction > Action & Adventure | Rating: 2.0
- The Choice | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- The Road (Oprah's Book Club) | Books > Literature & Fiction > Contemporary | Rating: 3.0
### User's music History:
- Bare | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 5.0
- Blast From Your Past | CDs & Vinyl > Pop | Rating: 5.0
- The Reason | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B007762J4K) Heinrich Schutz Edition | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B000002GL1) Max Roach + Dizzy Gillespie - Paris 1989 | CDs & Vinyl > Jazz > Bebop | Rating: 4.7
(ID: B004V7XWLM) ICON | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0129YBV5M) Bruno Walter Conducts Beethoven | CDs & Vinyl > Classical > Symphonies | Rating: 4.5
(ID: B000OMM2NM) Anybody Out There? | CDs & Vinyl > Christian & Gospel > Rock & Alternative | Rating: 4.6
(ID: B000LSC90A) Midsummer Night | CDs & Vinyl > New Age | Rating: 3.0
(ID: B000JJ5G24) Chariots of Fire Original Soundtrack | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B07DKS65GV) All Ashore | CDs & Vinyl > Rock > Singer-Songwriters | Rating: 4.5
(ID: B004DMAZQA) Lullaby | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B00000EDYK) Mad Max Beyond Thunderdome | CDs & Vinyl > Soundtracks | Rating: 4.0
(ID: B00008G5IS) You Guys Rock! | CDs & Vinyl > Comedy & Spoken Word > Shock Comedy | Rating: 4.5
(ID: B000008LM5) Sun Highway | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B014163VUO) TV anime "A dead body is buried under Sakurako's feet" ED theme song "To the reverberation of oblivion" | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.7
(ID: B0030T1Q3S) Ringtone & Ringtones: Asian Guy Ring Tones | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.0
(ID: B000OONP22) Ain't Just Temporary | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.4
(ID: B003NKU9ZU) Messianic Scripture Songs From Israel | CDs & Vinyl > International Music > Middle East | Rating: 4.1
(ID: B000CABDDQ) ON THE CHRISTMAS DAY - AUTHENTIC CHRISTMAS POLISH CAROLS FROM POLAND | CDs & Vinyl > Folk | Rating: 4.7
(ID: B002NXSSHY) From Across the Street | CDs & Vinyl > Comedy & Spoken Word > Stand-Up Comedy | Rating: 4.8
(ID: B000GH2WQC) Bach In Notre-Dame De Paris: Mass in B Minor - John Nelson | CDs & Vinyl > Classical > Symphonies | Rating: 4.2
(ID: B000V6K2C4) Home Again | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.9
(ID: B000002LQM) Weld | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.6
(ID: B00079W8OK) J.S. Bach: The Wanamaker Legacy | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.1
(ID: B001OBVA2Q) Handel: Samson Complete | CDs & Vinyl > Classical | Rating: 4.7
(ID: B096LSVYDL) Gods Of Debauchery | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B00ED4BROW) Farbenspiel | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0079OFSL6) Delirious?: King Of Fools Sparrow Audio | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B000000FOH) The Bunk Project | CDs & Vinyl > Jazz > Bebop | Rating: 4.4
(ID: B000FVBLZM) Metal Up Your Ass | CDs & Vinyl > Metal | Rating: 3.6
(ID: B001B1TLRU) Songbook, Vol. 1 | CDs & Vinyl > Rock > Progressive | Rating: 4.3
(ID: B00004TL5B) Freedom 5 Miles | CDs & Vinyl > Rock | Rating: 4.4
(ID: B0010ZR06G) In Love and Light | CDs & Vinyl > International Music > Europe | Rating: 4.4
(ID: B00MQVSE04) Miracle | CDs & Vinyl > Reggae | Rating: 4.8
(ID: B000065H0Z) 50 All-Time Children's Favorites 2 | CDs & Vinyl > Children's Music > Sing-A-Longs | Rating: 3.8
(ID: B000002I77) Spectrum | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.7
(ID: B000065VA1) So | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B000001G70) Peter And The Wolf Britten: Young Person's Guide | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.6
(ID: B01HCOGKUK) Armageddon | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.4
(ID: B000027QW5) Stanford: Irish Rhapsody No. 4 / Funeral March / Piano Concerto No. 2 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B00JMNJUDO) Tangos | CDs & Vinyl > Latin Music > Tango | Rating: 3.9
(ID: B001UGIS6G) Paul Hindemith: The Klaviermusik mit Orchester op. 29 for Piano Left-hand and Orchestra | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B000005HAV) Best Of: Bobbi Humphrey | CDs & Vinyl > Jazz > Soul-Jazz & Boogaloo | Rating: 4.6
(ID: B00004S97A) Complete Works for Violin & Piano | CDs & Vinyl > Classical > Ballets & Dances | Rating: 5.0
(ID: B0000C6IV7) Arthur Verocai | CDs & Vinyl > International Music > South & Central America | Rating: 4.9
(ID: B000000NY4) This Is the One Dig | CDs & Vinyl > Jazz > Traditional Jazz & Ragtime | Rating: 4.2
(ID: B0000C0FIX) Home for the Holidays / Various | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.1
(ID: B00000I18K) Where Young Grass Grows | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.5
(ID: B00P19KEO2) Greater Accompaniment/Performance Track Daywind Soundtracks | CDs & Vinyl > Christian & Gospel > Accompaniment | Rating: 4.5
(ID: B000A2GVVU) Look To You [CD/DVD] | CDs & Vinyl > Christian & Gospel > Rock & Alternative | Rating: 4.5
(ID: B001HQZK1A) Celine Dion: Celine sur les Plaines | CDs & Vinyl > International Music > Europe | Rating: 4.3
(ID: B071FBVL13) Romanza | CDs & Vinyl > Classical > Chamber Music | Rating: 4.3
(ID: B00005V6ME) How Sweet The Sound - 25 Favorite Hymns And Gospel Greats | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.8
(ID: B007XUMGVG) Just for Love | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.3
(ID: B000002PI7) Don't Try This at Home | CDs & Vinyl > Jazz > Bebop | Rating: 4.6
(ID: B007VXTANW) Walkin' The Dog | CDs & Vinyl > Pop | Rating: 4.2
(ID: B000CADMUS) Christmas Fantasy | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B0849YHYMD) When I Was A Writer | CDs & Vinyl > Rock | Rating: 3.6
(ID: B00IAV08A8) Blue Moon | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B0007OY2S0) Urban Knights 6 | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.4
(ID: B000001B94) Little Dreamer/Lullabies/Young & Old | CDs & Vinyl > Blues > Contemporary Blues | Rating: 5.0
(ID: B002OLV3C2) Keys to Ascension | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B001DM3QCI) Keio Line | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B0026YJVI0) Oasis | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.5
(ID: B01AKR0T1M) Fever Daydream | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.9
(ID: B00N9MWVSU) Staring at the Sun | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00R6HLHQG) Último Acto | CDs & Vinyl > Latin Music | Rating: 4.4
(ID: B0000027LA) Bessie Smith: The Complete Recordings, Vol. 2 | CDs & Vinyl > Blues > Vocal Blues | Rating: 4.5
(ID: B001E77XQ2) Kenny Loggins: Super Hits | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.4
(ID: B001QERPCU) Sin Frenos | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.7
(ID: B000025SKR) Patrocinium Musices Cantionum 1573 | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 5.0
(ID: B0000033PM) Fox Hunt | CDs & Vinyl > R&B > Funk | Rating: 5.0
(ID: B00000JOJ6) Damnation's Prophecy | CDs & Vinyl > Metal > Death Metal | Rating: 4.6
(ID: B0106US0FU) Immortalized Explicit Lyrics | CDs & Vinyl > Metal | Rating: 4.7
(ID: B000003G9T) My Favorite Chopin | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B001TW2S94) Playlist: The Very Best of Brad Paisley | CDs & Vinyl > Country > Today's Country | Rating: 4.4
(ID: B0015ATAQO) Zoom | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B00305GLEG) Home to Myself | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.3
(ID: B00FRL7DWU) Bittersweet | CDs & Vinyl > Folk | Rating: 4.8
(ID: B002NLRD54) Beethoven: Complete String Quartets | CDs & Vinyl > Classical > Chamber Music | Rating: 4.3
(ID: B08JF5K643) Schicksalsmelodien | CDs & Vinyl > Rock | Rating: 4.7
(ID: B000765I9K) Made for Worship | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.1
(ID: B000008GJT) Skanless Explicit Lyrics | CDs & Vinyl > R&B > Soul | Rating: 4.8
(ID: B00019JR5E) 30 Toddler Songs | CDs & Vinyl > Children's Music > Sing-A-Longs | Rating: 4.5
(ID: B000N3ST6Q) Pom Pom: Essential Cibo Matto | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.8
(ID: B00092ZLYE) You Can't See Me Explicit Lyrics | CDs & Vinyl > Today's Deals in Music > Rap & Hip-Hop | Rating: 4.6
(ID: B000003OZA) Oye Como Va | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.2
(ID: B001QITO52) A Momentary Lapse of Reason | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B008HAW6HA) Oro: Opus Alter | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0001O3V2E) MusicBabies - It's Not Just for Babies - Music CD for Babies, Infants, Newborns, Toddlers, Children, Families, Daycare, Your Home, the Classroom and More | CDs & Vinyl > Children's Music > Lullabies | Rating: 4.2
(ID: B01DPUUFVA) Humble Folks | CDs & Vinyl > Country > Americana | Rating: 4.9
(ID: B00006IU5W) Classic Judy Garland 1955-1965 | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.7
(ID: B00005R8CV) America Will Always Stand | CDs & Vinyl > Country > Today's Country | Rating: 3.9
(ID: B002DMJXAG) Lullaby Renditions of Classic Children's Songs | CDs & Vinyl > Children's Music | Rating: 4.7
(ID: B000006YN2) L'autre | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B0000029LW) Discord | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.8
(ID: B00020HAYM) Refused: The Shape of Punk to Come | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B005HT41Y0) Baby Action | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.7
(ID: B000008KQ5) Close to You | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B000001E01) The Essential Billie Holiday: Songs of Lost Love | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B0089VCN2U) Armada Trance 15 / Various | CDs & Vinyl > International Music | Rating: 4.7
(ID: B0009MA9AK) Mama Feelgood: The Best of | CDs & Vinyl > R&B > Funk | Rating: 4.6
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B001B1TLRU
|
Songbook, Vol. 1
| 5
|
AF5GFUACA7KO7PVWIDBZN7BZLT5Q
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Flying to the Moon: An Astronaut's Story | Books > Teen & Young Adult > Education & Reference | Rating: 2.0
- American Nations: A History of the Eleven Rival Regional Cultures of North America | Books > History > World | Rating: 5.0
- Bouncing Back: I've Survived Everything ... and I Mean Everything ... and You Can Too! | Books > Health, Fitness & Dieting | Rating: 5.0
- Hal Blaine and the Wrecking Crew | Books > Arts & Photography > Music | Rating: 3.0
- Enter Talking | Books > Deals in Books | Rating: 5.0
- I Said Yes to Everything: A Memoir | Books > Biographies & Memoirs > Arts & Literature | Rating: 5.0
### User's music History:
- A Pentatonix Christmas | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 5.0
- Pet Sounds Stereo Remasters | CDs & Vinyl > Pop > Oldies | Rating: 5.0
- Krupa & Rich w/Gillespie, Jacquet, Peterson | CDs & Vinyl > International Music > South & Central America | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00772GSSM) Like You | CDs & Vinyl > Pop > Dance Pop | Rating: 5.0
(ID: B00004YWX2) Paradise | CDs & Vinyl > Rock | Rating: 5.0
(ID: B00CEN6EJM) Started with a Song | CDs & Vinyl > Country > Today's Country | Rating: 4.3
(ID: B0765GWT8L) Alpha | CDs & Vinyl > Metal > Pop Metal | Rating: 4.9
(ID: B00S5I2DIQ) Where Amazing Happens Accompaniment/Performance Track Daywind Soundtracks | CDs & Vinyl > Christian & Gospel > Accompaniment | Rating: 4.7
(ID: B082MW27FX) Mr. Entertainer Karaoke Megahits | CDs & Vinyl > Karaoke | Rating: 4.2
(ID: B012CZ4YGQ) Pinetop's Boogie Woogie | CDs & Vinyl > Blues > Jump Blues | Rating: 4.7
(ID: B0000C8AV6) Desire | CDs & Vinyl > Today's Deals in Music > Folk | Rating: 4.8
(ID: B000035X6C) ENCLOSURE 6: DELUSION OF THE FURY | CDs & Vinyl > Classical > Chamber Music | Rating: 4.8
(ID: B000007396) Very Best of | CDs & Vinyl > International Music > North America | Rating: 4.5
(ID: B000008UMV) Imajin | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.7
(ID: B00UN5NL1M) Abacab | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0030M0GHM) True Believer | CDs & Vinyl > Pop | Rating: 4.5
(ID: B005VLDX5C) Midwinters Eve: Music for | CDs & Vinyl > Holiday & Wedding | Rating: 4.3
(ID: B00000DT2V) Come As You Are / School / Drain You | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B00003XAJB) Mirror | CDs & Vinyl > Rock > Progressive | Rating: 4.0
(ID: B00005RGNJ) Restoration: Best of Bob James | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.5
(ID: B00MGS1ZEO) Soul Jahz For Life | CDs & Vinyl > Reggae | Rating: 5.0
(ID: B01HU8PUYU) Alkaline - New Level Unlocked | CDs & Vinyl > Dance & Electronic > World Dance | Rating: 4.8
(ID: B000026A1H) Street Hassle | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.6
(ID: B000003JAD) Mu: Best Of | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B000002VOQ) Flaco Jimenez | CDs & Vinyl > Blues > Regional Blues | Rating: 5.0
(ID: B019O08SJQ) Baby Beluga | CDs & Vinyl > Children's Music | Rating: 4.8
(ID: B0006SSPQW) Batman | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.8
(ID: B007LKHP8C) All the Best | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000024C38) Diabolus in Musica | CDs & Vinyl > Metal > Thrash & Speed Metal | Rating: 4.7
(ID: B00005OM4F) Beautiful Garbage | CDs & Vinyl > Pop > Dance Pop | Rating: 4.6
(ID: B00GV8B03G) The Power of Three | CDs & Vinyl > Pop | Rating: 4.2
(ID: B001AWV2HC) Feel Good Collection Magical Spa | CDs & Vinyl > New Age > Healing | Rating: 4.5
(ID: B007J8LUY6) Into the Woods | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.9
(ID: B001EEDTSG) AMAZING LOVE-ALTAR OF PRAISE CHORALE A CAPPELLA SINGING | CDs & Vinyl > Christian & Gospel > Praise & Worship | Rating: 2.8
(ID: B00068CMJI) Cyclorama | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B00LC4PF9E) Hiss Golden Messenger : Lateness of Dancers | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B00062ZE8K) It's Not Love But It's Not Bad If We Make It Through December | CDs & Vinyl > Country > Bluegrass | Rating: 4.7
(ID: B00005MIZS) Gilbert & Sullivan - Operettas / Pro Arte Orchestra · Sir Malcolm Sargent | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B000008L4A) Magnet to Steele | CDs & Vinyl > Metal | Rating: 4.6
(ID: B00007KMRW) Vivaldi: The Four Seasons | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B002HMHS6I) Why Do They Rock So Hard | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.5
(ID: B07DR45HS9) Let It Pass | CDs & Vinyl > Folk | Rating: 4.7
(ID: B000W4D952) Happy Birthday Party | CDs & Vinyl > Children's Music > Sing-A-Longs | Rating: 4.5
(ID: B000008OL4) Plays Johnny Mandel: I Never Told You | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.6
(ID: B0000047W7) Soul Classics 70's | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 4.2
(ID: B000002Q7F) Broadway Christmas | CDs & Vinyl > Today's Deals in Music > Miscellaneous | Rating: 4.8
(ID: B075RL5PVL) Gravity | CDs & Vinyl > Pop | Rating: 4.7
(ID: B001713CME) Pink & the Lily | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B0144R8TI4) Brotherhood of the Blade | CDs & Vinyl > Metal > Pop Metal | Rating: 4.6
(ID: B00309YTY6) Sonlife Radio presents Randy Knaps | CDs & Vinyl > AutoRip | Rating: 3.8
(ID: B0000CERLU) Boomerang | CDs & Vinyl > International Music > Africa | Rating: 4.6
(ID: B000003H6N) The Very Best of the Spiral Starecase | CDs & Vinyl > Pop > Oldies | Rating: 4.5
(ID: B09C2FT7ST) SONGWRIGHTS APOTHECARY LAB | CDs & Vinyl > Jazz | Rating: 4.3
(ID: B000JKA0BU) Festliche Weihnacht | CDs & Vinyl > International Music > Europe | Rating: 4.4
(ID: B000BNI95Y) Pafuera Telaranas | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B00H87DV8G) The Gathering | CDs & Vinyl > Today's Deals deprecated | Rating: 5.0
(ID: B0767JF78B) On Parade / Ambiance / Deux Heures Du Matin Au Vieux-Columbier / Rendez-Vous / Bechet Revient | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B00THMJE2W) Koji Kondo: Super Mario Original Video Soundtrack Vinyl 7" | CDs & Vinyl > Soundtracks | Rating: 4.0
(ID: B00000DN41) Plush Funk | CDs & Vinyl > R&B > Funk | Rating: 4.5
(ID: B00006IIEU) Phantasy Star Online/Songs of Ragol Odyssey | CDs & Vinyl > Soundtracks | Rating: 4.7
(ID: B000SQKZAQ) Rare Request Smooth Jazz Vol. 5 | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.7
(ID: B00K6S2HHA) Daydream Nation | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B003H695IC) Sinatra & Sextet | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.4
(ID: B006H3IM54) I Am Nemesis | CDs & Vinyl > Metal | Rating: 4.9
(ID: B00000E4GF) Brahms: Symphony N. 4 / Tragic Overture | CDs & Vinyl > Classical > Symphonies | Rating: 4.9
(ID: B00ZLYRFKI) Competencia Es Ninguna | CDs & Vinyl > Latin Music > Latin Pop | Rating: 5.0
(ID: B00064ADRA) Yellowcard - Beyond Ocean Avenue Live At The Electric Factory [DVD] | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.1
(ID: B00000IHDH) Continued | CDs & Vinyl > Dance & Electronic > Freestyle | Rating: 4.4
(ID: B09CGL7Y5H) Again Part 1 | CDs & Vinyl > Rock | Rating: 4.6
(ID: B000B66GYM) In the Wake of Determination | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.5
(ID: B00000HZP4) Northsea Nights | CDs & Vinyl > Jazz > Bebop | Rating: 4.5
(ID: B08BDSDQJX) Versions of the Truth | CDs & Vinyl > Rock | Rating: 4.6
(ID: B00000K04Q) Memeza | CDs & Vinyl > International Music > Africa | Rating: 5.0
(ID: B084CSJB97) Beethoven: Symphony No. 5 in C Minor, Op. 67 | CDs & Vinyl > Classical | Rating: 4.6
(ID: B000JBXP7A) Gregory Isaacs: Live in San Francisco (DVD / CD) | CDs & Vinyl > Pop > Vocal Pop | Rating: 3.8
(ID: B0006H5M6Y) Hymns for Healing | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.6
(ID: B07WJR8PCR) Pyroclasts | CDs & Vinyl > Metal > Black Metal | Rating: 4.8
(ID: B000000BC1) Love Songs By Mario Lanza | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 5.0
(ID: B000EH314G) Goin' Home | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 5.0
(ID: B074CKSBRY) Sleeping Lions | CDs & Vinyl > Metal > Pop Metal | Rating: 4.5
(ID: B00067WGMW) Sarah Vaughn | CDs & Vinyl > Karaoke | Rating: 3.5
(ID: B000KRN0CI) Guess Who's In Town! | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 3.8
(ID: B01N8TNXZS) Written In Song | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B00000JWC8) Earth Prayer | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.9
(ID: B00R6PE1PM) Yazaira | CDs & Vinyl > Latin Music > Latin Pop | Rating: 5.0
(ID: B000001UFL) Look At That Caveman Go | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.7
(ID: B000002740) Seven Turns | CDs & Vinyl > Today's Deals in Music > Classic Rock | Rating: 4.7
(ID: B000007OLX) Sex Down Explicit Lyrics | CDs & Vinyl > Today's Deals in Music > R&B | Rating: 4.6
(ID: B07CXDGRSR) Live On Soundstage Classic Series | CDs & Vinyl > Rock > Country Rock | Rating: 4.6
(ID: B0001GV4LM) Dreaming The Blues Set | CDs & Vinyl > Rock > Blues Rock | Rating: 4.4
(ID: B000002UU7) The Beatles Multiselection | CDs & Vinyl > Pop > Oldies | Rating: 4.0
(ID: B002HMHRBO) Dumb & Dumber | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.4
(ID: B00BIBSRM8) Original Break Beats | CDs & Vinyl > R&B > Classic R&B | Rating: 4.0
(ID: B004NDVJQO) Certified Live / Let It Flow | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0000026HD) Mozart: Complete Flute Quartets | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.6
(ID: B00KR6332Y) PTXmas | CDs & Vinyl > Holiday & Wedding | Rating: 4.8
(ID: B000002826) The Essential Marty Robbins 1951-1982 | CDs & Vinyl > Country > Classic Country | Rating: 4.7
(ID: B000008M9G) Best Loved Ballads 1 | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B006TOUIV2) Willie Dixon Story / Various | CDs & Vinyl > Rock > Blues Rock | Rating: 4.6
(ID: B000NVKY34) Voyagers | CDs & Vinyl > International Music > North America | Rating: 4.2
(ID: B004RIACTK) Beyond My Means | CDs & Vinyl > Pop > Dance Pop | Rating: 4.6
(ID: B07QN8NTR6) The End of Radio | CDs & Vinyl > Rock | Rating: 4.7
(ID: B00000DC5G) Southern Flavor | CDs & Vinyl > Country > Bluegrass | Rating: 4.5
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00KR6332Y
|
PTXmas
| 5
|
AEIHNLN335EX5VQMY64OQZ5WKQKA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- My Father's Glory & My Mother's Castle: Marcel Pagnol's Memories of Childhood | Books > Humor & Entertainment > Movies | Rating: 5.0
- $2.00 a Day: Living on Almost Nothing in America | Books > Business & Money > Economics | Rating: 4.0
- Histoire De Babar (French Edition) | Books > New, Used & Rental Textbooks > Humanities | Rating: 5.0
- A Prairie Home Christmas: With Garrison Keillor & Hundreds of Friends & Acquaintances (Lake Wobegon) | Books > Christian Books & Bibles > Christian Living | Rating: 4.0
- Tear Up This Book! (American Girl Library) | Books > Children's Books > Activities, Crafts & Games | Rating: 5.0
- Georgia: A Novel of Georgia O'Keeffe | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- The Craft & Art of Bamboo, Revised & Updated: 30 Eco-Friendly Projects to Make for Home & Garden | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 5.0
- How to Knit: The Definitive Knitting Course Complete with Step-by-Step Techniques, Stitch Library, and Projects for Your Home and Family | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 4.0
### User's music History:
- The Very Best Of The Rolling Stones 1964-1971 | CDs & Vinyl > Pop | Rating: 5.0
- The Very Best Of Big Joe Turner | CDs & Vinyl > Blues > Jump Blues | Rating: 4.0
- Complete Works for Piano & Orchestra | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00004Y6NY) A Night On The Town | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.7
(ID: B07CQPJ5XS) Palo Santo | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000002W72) It's About Time | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.5
(ID: B000FPGWIO) Centerfield | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.8
(ID: B07Y9D39S3) Just Gonna Send It | CDs & Vinyl > CD Rarities | Rating: 4.1
(ID: B002BO26RI) From The Top | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B000641ZQI) Adam Neiman Live in Recital | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B005J94O86) Neverland | CDs & Vinyl > Pop > Korean Pop | Rating: 4.7
(ID: B000H309JM) Noddy - Songs From Toyland | CDs & Vinyl > Children's Music | Rating: 3.5
(ID: B0000DJEM0) Don Quixote | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.5
(ID: B000002KAK) Mason Williams Phonograph Record | CDs & Vinyl > Today's Deals in Music > Folk | Rating: 4.7
(ID: B005ELZM6C) Cult Hits from the Original Series | CDs & Vinyl > International Music | Rating: 4.3
(ID: B007EJ6TTG) Unser Regenbogen | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B01INNMY4A) Fresh Blood For Tired Vampyres | CDs & Vinyl > Pop | Rating: 4.5
(ID: B00CX8AZLG) Manifest Decimation | CDs & Vinyl > AutoRip | Rating: 4.8
(ID: B005GQVFTI) Chicago Xxxiii: O Christmas Three | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.4
(ID: B0000AVSVZ) Green Shadows | CDs & Vinyl > Classic Rock > British Invasion | Rating: 4.1
(ID: B0007W4N8G) Mental Toughness: Overcome Life's Challenges, Face Setbacks, Harness the "Can Do" Attitude | CDs & Vinyl > Today's Deals deprecated | Rating: 3.8
(ID: B07KZ4MP51) Don't Smoke Rock explicit_lyrics | CDs & Vinyl > Rap & Hip-Hop > Experimental Rap | Rating: 4.5
(ID: B000001HRY) Live at Paradiso | CDs & Vinyl > Rock > Progressive | Rating: 4.4
(ID: B079ZV4NYT) Runaround Who? (30 Songs Influenced By Dion Dimucci) | CDs & Vinyl > Rock | Rating: 4.0
(ID: B07KBKKL5Z) R4 The 20Th Anniv Sounds Original Soundtrack | CDs & Vinyl > Soundtracks | Rating: 4.7
(ID: B08579GCLQ) Once Bitten Acoustic Bytes | CDs & Vinyl > Rock | Rating: 4.7
(ID: B000006041) Moment Of Truth Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > East Coast | Rating: 4.8
(ID: B00005B1PS) Turn It Loud | CDs & Vinyl > Imports > Rock | Rating: 4.6
(ID: B019A1AZS6) Bachata 2016 / Various | CDs & Vinyl > Latin Music > Bachata | Rating: 4.8
(ID: B000RXZIFW) The Best Of | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B000000XEA) Sidekicks | CDs & Vinyl > Pop | Rating: 3.6
(ID: B00029FVC6) War Heroes | CDs & Vinyl > Rock > Rock Guitarists | Rating: 4.5
(ID: B00004SQYD) Live Record: Witless Banter & 25 Midly Antoginisti | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.6
(ID: B0002YCOYY) Twenty Three Places | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.5
(ID: B008P76Y3C) American Violin Concertos | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B00014K61I) Blue to This Day | CDs & Vinyl > Country > Today's Country | Rating: 4.4
(ID: B01JKN89FU) Work Of Heart | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B000NJH76S) The King James Version audiophile | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.7
(ID: B00005NWKS) Soy Lo Prohibido | CDs & Vinyl > Latin Music > Grupero | Rating: 4.7
(ID: B007V33EGG) El Espiritu Del Vino | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.7
(ID: B0000025JB) Phases Of The Moon: Traditional Chinese Music | CDs & Vinyl > Today's Deals in Music > World Music | Rating: 4.7
(ID: B00000JJKE) Pyramid | CDs & Vinyl > Jazz > Bebop | Rating: 4.7
(ID: B07M6RTG6P) Transmissions 1964-1965 | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000007N6L) Cowboy Ceilidh | CDs & Vinyl > International Music > Europe | Rating: 4.4
(ID: B00I8N2964) Rubberneck | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00JQIA6JC) Adobe Sessions | CDs & Vinyl > Pop | Rating: 4.9
(ID: B00000IG3P) Searching for the End | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B00166V704) Firesight | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.6
(ID: B00000A33T) Pre Madonna | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.8
(ID: B001D5F45C) Aumakua | CDs & Vinyl > International Music > Pacific Islands | Rating: 4.7
(ID: B00KBTJO66) Michael Jackson: XSCAPE | CDs & Vinyl > Pop | Rating: 4.7
(ID: B08WJQ4P8B) Fearless Taylor's Version | CDs & Vinyl > Country | Rating: 4.8
(ID: B000007S46) Reggae Around the World | CDs & Vinyl > Putumayo World Music Store > International | Rating: 4.4
(ID: B000HDZK32) Winter Tracks | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.7
(ID: B000003494) Greatest Hits, Vol. 1: 1964-1966 | CDs & Vinyl > Classic Rock > British Invasion | Rating: 4.6
(ID: B0006VXMIK) Billy Crystal Presents: The Milt Gabler Story | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.8
(ID: B000SQLBRC) Golden Daze | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.0
(ID: B002QXOKFA) Magnetizing Your True Love Slim Pack | CDs & Vinyl > New Age > Meditation | Rating: 5.0
(ID: B000083F4E) How I Learned To Write Backwards | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 3.8
(ID: B09C2QR7WM) Libra | CDs & Vinyl > R&B | Rating: 4.7
(ID: B00MGSTNC0) Undercurrent | CDs & Vinyl > Jazz > Soul-Jazz & Boogaloo | Rating: 3.9
(ID: B09KPQBJN4) Abide With Me: Celtic Hymns And Songs Of Faith | CDs & Vinyl > Christian & Gospel | Rating: 4.9
(ID: B007S6R3J0) Eponymous to Anonymous | CDs & Vinyl > Pop | Rating: 4.8
(ID: B06XSN3KS2) Lessons And Lesions | CDs & Vinyl > Rock > Hard Rock | Rating: 4.7
(ID: B07QWYTT3D) Johnny Marr - Comet Tripper Live At The Roundhouse (Deluxe Triple Vinyl LP) | CDs & Vinyl > Vinyl Store | Rating: 4.6
(ID: B000002IRL) Horrorscope | CDs & Vinyl > Metal > Thrash & Speed Metal | Rating: 4.7
(ID: B01DKTOM1A) Live: Down Decadencia Drive | CDs & Vinyl > Pop | Rating: 4.2
(ID: B07H5VV6RJ) Lebroba | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B00005UWLE) Nu Bop | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.1
(ID: B0006UYOMO) Naked City Box Set | CDs & Vinyl > Rock > Progressive | Rating: 4.5
(ID: B00004T0FO) Hawaiian Man | CDs & Vinyl > International Music > Pacific Islands | Rating: 4.7
(ID: B0026PMN70) My World | CDs & Vinyl > R&B > Funk | Rating: 4.7
(ID: B09BGKJMR1) The Complete R&B Hit Singles Yellow "Fever" | CDs & Vinyl > Vinyl Store | Rating: 3.9
(ID: B00004SIN8) Doggystyle | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.8
(ID: B00000DGQB) The Best of Tony Martin on RCA | CDs & Vinyl > Pop > Oldies | Rating: 4.4
(ID: B003M987T2) Most Happy Piano: 1956 Studio Sessions | CDs & Vinyl > Jazz | Rating: 4.4
(ID: B00004TLP8) Places in Between | CDs & Vinyl > Country > Today's Country | Rating: 4.2
(ID: B01M1BPRQ1) Blue & Lonesome | CDs & Vinyl > Rock > Blues Rock | Rating: 4.5
(ID: B002JCMZBO) 50 Years Of Cussing Explicit Lyrics | CDs & Vinyl > Comedy & Spoken Word > Shock Comedy | Rating: 4.2
(ID: B000CA33X4) Star of Wonder | CDs & Vinyl > New Age > Meditation | Rating: 5.0
(ID: B008861R9G) Better Late Than Never | CDs & Vinyl > Rock | Rating: 5.0
(ID: B01M06KYJR) Cruising With Ruben & The Jets | CDs & Vinyl > Rock | Rating: 4.5
(ID: B00RU0UIM8) Essential Collection Last Train Home | CDs & Vinyl > Jazz | Rating: 4.3
(ID: B00004R5ZX) East Coasting | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.5
(ID: B009GB97DU) Perfect Timing | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B0030T1PDY) Coke | CDs & Vinyl > Latin Music | Rating: 4.0
(ID: B000091NNC) Ice Cream Castle the Time Record | CDs & Vinyl > Vinyl Store | Rating: 4.7
(ID: B000PC6FOI) Our Heart's Hero | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 5.0
(ID: B01HCOGKUK) Armageddon | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.4
(ID: B000BP3E8O) G4 & Friends | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.6
(ID: B000008H9Q) Electric Barnyard | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.7
(ID: B0001XAQ64) Shrek 2 | CDs & Vinyl > Pop > Teen Pop | Rating: 4.6
(ID: B000087JCJ) Playin Around | CDs & Vinyl > Pop > Teen Pop | Rating: 4.2
(ID: B001UXJGUQ) I've Got a Feeling I'm Falling | CDs & Vinyl > Pop > Oldies | Rating: 4.9
(ID: B099BWT457) Pressure Machine | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.5
(ID: B00DY9X2SG) Natural High | CDs & Vinyl > Pop | Rating: 4.4
(ID: B000HWY606) Glass: Reflections | CDs & Vinyl > Classical > Chamber Music | Rating: 4.4
(ID: B001JPB9LE) Bach: Mass in B Minor | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.5
(ID: B003UJ9VW6) Miriam Makeba | CDs & Vinyl > AutoRip | Rating: 4.8
(ID: B00007F8W4) Bach: Le Clavier bien tempéré, premier livre The Well-Tempered Clavier, First Book Pierre Hantaï | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B000UECLTE) Paquita La Del Barrio - Latin Stars | CDs & Vinyl > Latin Music > Latin Pop | Rating: 3.8
(ID: B000003H4K) Satan Takes a Holiday | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B00284G2HG) Song Up In Her Head | CDs & Vinyl > Country > Americana | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B01M1BPRQ1
|
Blue & Lonesome
| 3
|
AH3BJGAARQXILQLVTD6U37VFLCAA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Clean Food: A Seasonal Guide to Eating Close to the Source with More Than 200 Recipes for a Healthy and Sustainable You | Books > Cookbooks, Food & Wine > Cooking by Ingredient | Rating: 2.0
- Fresh Mexico: 100 Simple Recipes for True Mexican Flavor: A Cookbook | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
- Matters of the Heart | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Swimsuit | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Country Living The Farm Chicks in the Kitchen: Live Well, Laugh Often, Cook Much | Books > Cookbooks, Food & Wine > Regional & International | Rating: 4.0
- Martha Stewart's Cupcakes: 175 Inspired Ideas for Everyone's Favorite Treat: A Baking Book | Books > Cookbooks, Food & Wine > Baking | Rating: 5.0
- 'wichcraft: Craft a Sandwich into a Meal--And a Meal into a Sandwich: A Cookbook | Books > Cookbooks, Food & Wine > Cooking by Ingredient | Rating: 2.0
- Down Home with the Neelys: A Southern Family Cookbook | Books > Cookbooks, Food & Wine > Regional & International | Rating: 3.0
- Paula Deen's The Deen Family Cookbook | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
- Mariel's Kitchen: Simple Ingredients for a Delicious and Satisfying Life | Books > Cookbooks, Food & Wine > Special Diet | Rating: 5.0
### User's music History:
- A&E | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 5.0
- Some People Have Real Problems | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 5.0
- Symphony | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B00DP4M6J6) Heroes Are Hard to Find | CDs & Vinyl > Pop | Rating: 4.4
(ID: B000B7QOUC) 17 Greatest Hits | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B00005205P) Unutterablethe | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B00BV9JEC4) One Big Room | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 5.0
(ID: B0009RYGHM) Coming to Terms with Gravity | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B00004TRGA) Downtown / The New Petula Clark Album: I Know a Place | CDs & Vinyl > International Music > Europe | Rating: 4.4
(ID: B07PQTDXC3) Higher | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.5
(ID: B00000854Y) Singalongamax | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B000005YLK) Stablemates | CDs & Vinyl > Jazz > Bebop | Rating: 4.7
(ID: B0000CD8H8) Ghost in the Shell: Stand Alone Complex Be Human | CDs & Vinyl > Imports > Soundtracks | Rating: 4.4
(ID: B000005LM8) Como Tu Mujer | CDs & Vinyl > International Music > Europe | Rating: 4.1
(ID: B0000AZVUM) Trilogy: Legends of the Goddess III | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.7
(ID: B003LXM1RS) NIGHT WORK | CDs & Vinyl > Classic Rock > Glam | Rating: 4.6
(ID: B00016TJBE) Liquid Hip Hop explicit_lyrics | CDs & Vinyl > International Music > Europe | Rating: 4.4
(ID: B00004WK0U) Ole Coltrane | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.7
(ID: B00000E9BD) Bloch: Israel Symphony, Concerto Symphonique for Piano and Orchestra | CDs & Vinyl > Classical | Rating: 2.7
(ID: B0001LGVYW) Paramount Masters / Various | CDs & Vinyl > Blues > Regional Blues | Rating: 4.6
(ID: B000002HKS) Factory Showroom | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 4.5
(ID: B0923ZXVBX) The Phantom Tomorrow | CDs & Vinyl > Rock | Rating: 4.8
(ID: B000HKD9JM) INSTANT DELIVERY [DVD] | CDs & Vinyl > Rock > Progressive | Rating: 4.4
(ID: B00006IT5A) Only | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B00000E40B) Rimsky-Korsakov: 3 Symphonies, Capriccio Espagnol, Russian Easter Festival Overture | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B00454U25U) Seance | CDs & Vinyl > Pop | Rating: 4.7
(ID: B008VRCAVQ) Heresy And Creed | CDs & Vinyl > Rock > Hard Rock | Rating: 4.5
(ID: B011O1N65Y) Ten Thousand Fists | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00FGTU4CE) Echoes of the Outlaw Roadshow | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00O3GS9L4) Baby It's Me | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000641ZNQ) Mannheim Steamroller Christmas Celebration | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B00009EPWT) Viva la Tristeza | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B006AVJSGA) John Williams: Seven Great Guitar Concertos (3 LP Set) | CDs & Vinyl > Vinyl Store | Rating: 5.0
(ID: B00004THIK) Clubnights 2 | CDs & Vinyl > Dance & Electronic > Trance | Rating: 4.3
(ID: B0017XZCTI) Go To The Movies | CDs & Vinyl > AutoRip | Rating: 4.9
(ID: B000027VYH) Charade | CDs & Vinyl > Pop > Easy Listening | Rating: 4.7
(ID: B002HICPH4) Nowhere to Run: Little Darlin Years 1966-1970 | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B001AE4PC4) Naxos Scenic Musical Journeys Finland A Musical Tour of Helsinki and the Finnish Landscape | CDs & Vinyl > Classical > Chamber Music | Rating: 3.5
(ID: B000003QKJ) Chamunorwa / What Are We Fighting for | CDs & Vinyl > International Music > Africa | Rating: 4.6
(ID: B001O12TGW) Little Dragon | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.7
(ID: B083N4D327) Sweet Dreams Baby: Sydney Broadcast 1999 | CDs & Vinyl > Metal > Alternative Metal | Rating: 4.3
(ID: B000JJSJB4) Catalyst | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.4
(ID: B008B0F0TW) Drums Of Passion | CDs & Vinyl > CD Rarities | Rating: 4.7
(ID: B0000AZAWJ) Wildest Dreams / Pass the Jam / Blood Brothers | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.4
(ID: B004KKYAHK) Won't You Spend Christmas with Me | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.7
(ID: B00005O6BU) Short Wave on a Cold Day | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B002DBG0JY) Leaving on a Mayday | CDs & Vinyl > International Music > Europe | Rating: 4.3
(ID: B0000DZ3CW) Roads That I've Traveled | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
(ID: B0016AK0OO) Trying to Fit the Ocean in a Cup | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.5
(ID: B000E6UJQA) Drew's Famous Hula Party Music | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.5
(ID: B0007GCG04) Lifescapes: Calming Christmas | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.6
(ID: B0000030N5) Hobo's Lullaby | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.7
(ID: B009XC8RS8) You Shook Me: The Chess Masters 3 - 1958 to 1963 | CDs & Vinyl > Blues | Rating: 4.6
(ID: B004KDO2FM) Concertos for Two Pianos | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B000000PK8) Barbara Cook - Live from London | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B01JP4KVJQ) De Plaza En Plaza - Cumbia Sinf¢nica | CDs & Vinyl > International Music | Rating: 4.7
(ID: B004I5W55G) Howlin' Wolf Album | CDs & Vinyl > Blues > Regional Blues | Rating: 4.1
(ID: B00ADVCC0C) Loves River | CDs & Vinyl > New Age > Meditation | Rating: 4.3
(ID: B09DL6L8ZL) A Gift To Pops | CDs & Vinyl > Verve Music Group > Verve | Rating: 4.4
(ID: B005K6CEQ2) Let England Shake | CDs & Vinyl > Pop | Rating: 4.9
(ID: B000002L6Z) How Will The Wolf Survive | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.7
(ID: B0012GMW6G) Where'd You Hide The Body | CDs & Vinyl > Country > Americana | Rating: 4.6
(ID: B000005OTA) Very Live at Buddy's Place | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.7
(ID: B00CLRGX1A) Beef Steak Blues | CDs & Vinyl > Blues | Rating: 5.0
(ID: B000KEG95Q) Poison: Bullet for My Valentine - Live At Brixton | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.5
(ID: B00R6YFWXS) Return to Forever | CDs & Vinyl > Metal > Pop Metal | Rating: 4.6
(ID: B0021UDIXI) Songs You Have Loved | CDs & Vinyl > Classical | Rating: 4.4
(ID: B004RCMQUO) The Hollies: Greatest Hits...Live! | CDs & Vinyl > Rock > Power Pop | Rating: 3.9
(ID: B001BC70DQ) Rameau: Orchestral Suites: Acante et Cephise / Les Fetes d'Hebe | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B000004BJR) Johnson's Whacks | CDs & Vinyl > Blues > Regional Blues | Rating: 4.7
(ID: B0000C9JEV) Transient | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.8
(ID: B07Y98NFWH) The Kids Are Coming | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000ELJAC4) The Ultimate Collection | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B000PFU9U6) In Glorious Times | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B000PHW2EK) Pins & Needles | CDs & Vinyl > Metal | Rating: 4.4
(ID: B07GW46DSC) Follow | CDs & Vinyl > AutoRip | Rating: 4.4
(ID: B000008B6Y) The Original Tuxedo Junction | CDs & Vinyl > Blues > Regional Blues | Rating: 5.0
(ID: B01A5VZZJY) Very Best of Joni James 1951-62: All Hits & More | CDs & Vinyl > Pop | Rating: 4.5
(ID: B00000158L) Suites 1 & 2 / Moorside Suite | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B0000046PD) This One's for Basie | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.0
(ID: B01KP7YA9O) King Of The World Accompaniment/Performance Track | CDs & Vinyl > Christian & Gospel > Accompaniment | Rating: 4.7
(ID: B00VUVDIPW) Angeleno | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B00009PUQ2) Inside Job / Only Jesus | CDs & Vinyl > Pop > Oldies | Rating: 4.9
(ID: B004XD05R8) Celtic Pink Floyd | CDs & Vinyl > International Music | Rating: 3.9
(ID: B0009NCPYW) Can You Feel It | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.6
(ID: B00KINIL7S) Live at the Cafe Au Go Go | CDs & Vinyl > Blues | Rating: 4.6
(ID: B000075A5R) Puccini: La Boheme - Dream Cast | CDs & Vinyl > Classical | Rating: 4.6
(ID: 1881405893) A Meditation to Support your Recovery from Stroke- Guided Imagery and Affirmations to He Remediate Symptoms and Regain Function | CDs & Vinyl > New Age > Healing | Rating: 3.0
(ID: B000003CZT) Bach: Brandenburg Concertos No. 4, 5 & 6 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B00ZB4Q356) Smokin' Hearts & Broken Guns | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00000F1VL) Your Future March | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B000WGNLLW) Red Carpet Massacre | CDs & Vinyl > Pop > Dance Pop | Rating: 4.4
(ID: B0000026X0) The Hit List | CDs & Vinyl > Today's Deals in Music > Classic Rock | Rating: 4.5
(ID: B000002A8T) Brahms: Piano Trios Nos. 1, 2 & 3 / Piano Quartets Nos. 1, 2 & 3 Isaac Stern - A Life in Music, Vol. 21 | CDs & Vinyl > Classical > Chamber Music | Rating: 5.0
(ID: B00JH6NMEE) The Rockville | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00004Y6KX) Strictly Foxtrot & Quickstep | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.0
(ID: B01KZYEM8Q) Honor Is Dead | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0000296J3) Stardust | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.8
(ID: B0000668NU) Summer Song | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.7
(ID: B000069HKO) Astronomicon | CDs & Vinyl > Metal | Rating: 4.8
(ID: B000Z6RHBY) Elvis Viva Las Vegas - official soundtrack | CDs & Vinyl > Pop | Rating: 5.0
(ID: B000000SQB) Troubadours / Trouveres / Minstrels | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.9
(ID: B005N0C04Q) Tuskegee | CDs & Vinyl > Pop | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B002DBG0JY
|
Leaving on a Mayday
| 5
|
AEUTVKPYVIHB26NBUCUNHY6Y5A4A
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- In the Name of Truth (Sandhamn Murders Book 8) | Books > Literature & Fiction > World Literature | Rating: 5.0
- When We Left Cuba | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- In the Shadow of Power (Sandhamn Murders Book 7) | Books > Literature & Fiction > World Literature | Rating: 5.0
- In the Heat of the Moment (Sandhamn Murders Book 5) | Books > Literature & Fiction > World Literature | Rating: 5.0
- The Reckoning: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Lessons From Lucy: The Simple Joys of an Old, Happy Dog | Books > Humor & Entertainment > Humor | Rating: 4.0
- The Woman in the Window: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- A Merciful Secret (Mercy Kilpatrick Book 3) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Eleemosynary. | Books > Literature & Fiction > Dramas & Plays | Rating: 3.0
- Guiltless (Sandhamn Murders Book 3) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
### User's music History:
- Good Thing | CDs & Vinyl > Pop | Rating: 5.0
- Cd Pe Pentatonix Iv Classics | CDs & Vinyl > Pop | Rating: 5.0
- 25 | CDs & Vinyl > Pop | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B07PYJ4FD5) At Home / Teensville / Chet Atkin's Workshop / Down Home / Caribbean Guitar | CDs & Vinyl > Country | Rating: 4.7
(ID: B003V13W78) Senior | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.5
(ID: B0006HXUKY) Les Plus Grand Succes | CDs & Vinyl > International Music > Europe | Rating: 3.8
(ID: B0043BNYL4) In the Flesh/No Quarter | CDs & Vinyl > Metal | Rating: 4.4
(ID: B003W77TX4) Aerial Boundaries | CDs & Vinyl > New Age > Meditation | Rating: 4.7
(ID: B071ZQTBT2) Raised Under Grey Skies | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000002JKA) Awake | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B00008AACO) Ritchie Valens - Greatest Hits | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.2
(ID: B00J36CP46) Como Te Voy a Olvidar : Edicion De Lujo | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B00005NKKL) Smooth Jazz | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.0
(ID: B00000I0W2) Bernstein Conducts Bernstein | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 5.0
(ID: B00004YR31) To Put It Bluntly | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 3.7
(ID: B000002LRS) Watermark | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B000BJS4B2) The Day After Chopped & Screwed explicit_lyrics | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.6
(ID: B000BJRJ4A) I've Got a Life | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B000056K3E) Eternal Winter's Prophecy | CDs & Vinyl > Metal | Rating: 4.3
(ID: B0155YQZBS) This Record Belongs To / Various | CDs & Vinyl > Children's Music | Rating: 4.5
(ID: B0B31WBM7L) Demoiselle | CDs & Vinyl > Rock | Rating: 4.9
(ID: B00CX8ZKDO) Deja Blues | CDs & Vinyl > Blues | Rating: 4.4
(ID: B004JP8OGO) Transatlantic | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.1
(ID: B008DWFZYI) This Moment Is a Flash | CDs & Vinyl > Folk | Rating: 4.4
(ID: B00000DQBR) Technomancer, Vol. 1 | CDs & Vinyl > Dance & Electronic > Techno | Rating: 4.5
(ID: B000031W4C) Friends and Lovers | CDs & Vinyl > New Age | Rating: 3.8
(ID: B000VXS7K6) Spirit of Africa | CDs & Vinyl > Today's Deals in Music > World Music | Rating: 4.6
(ID: B0000033AR) Just Can't Get Enough: New Wave Hits Of The '80s, Vol. 2 | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.1
(ID: B000005BOQ) Two Spheres featuring Felix Spengler | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.2
(ID: B000OFHVIK) Roger Whittaker: 36 All-Time Greatest Hits | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.4
(ID: B00ETOEW6Q) Greatest Hits | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000VXS7CO) Paris Cafe / Various | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B0000277EW) The Best Of Mountain: Featuring Leslie West & Felix Pappalardi | CDs & Vinyl > Pop | Rating: 4.4
(ID: B000YB4FG0) Song Hits from Theatreland / Theme from Carnival | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B00004W45D) Dr. Wayne Dyer - How to Get What You Really Really Want / Improve Your Life Using the Wisdom of the Ages [DVD] | CDs & Vinyl > New Age > Meditation | Rating: 3.9
(ID: B00007AJEH) Usher: Live - 8701 Evolution Tour | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.7
(ID: B00000ESPP) Heavy Metal Rules | CDs & Vinyl > Metal | Rating: 4.7
(ID: B00004U0SE) Persecution Mania & The Sign of Evil / Obsessed By Cruelty | CDs & Vinyl > Metal > Thrash & Speed Metal | Rating: 4.2
(ID: B000F5GO28) A Heap of Broken Images | CDs & Vinyl > Dance & Electronic > Trip-Hop | Rating: 4.7
(ID: B000007O6K) Twelve Songs Of Christmas | CDs & Vinyl > Today's Deals in Music > Blues | Rating: 4.5
(ID: B0000069NF) Ultimate Oscar Peterson | CDs & Vinyl > Jazz > Bebop | Rating: 5.0
(ID: B002AMUEHA) Karaoke: Frank Sinatra | CDs & Vinyl > Karaoke | Rating: 2.3
(ID: B0009HBF26) Seven Brides for Seven Brothers | CDs & Vinyl > Imports > Soundtracks | Rating: 4.6
(ID: B000001CBX) Focal Point | CDs & Vinyl > New Age > Meditation | Rating: 3.5
(ID: B07PDC9P5Q) Coma of Souls | CDs & Vinyl > Rock | Rating: 4.8
(ID: B000VKL0QC) Road That Never Ends: The Live Album | CDs & Vinyl > Christian & Gospel > Country & Bluegrass | Rating: 4.1
(ID: B001BLP64M) Mendelssohn: Lieder / Choral Works, Op.41, Op.48, Op.59, Op.88, Op.100 | CDs & Vinyl > Classical > Symphonies | Rating: 4.2
(ID: B000A89T9U) All the Right Reasons | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B0013FYTA8) Scars & Souvenirs explicit_lyrics | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B000PMFTEA) Rachmaninov: Suite No. 2, Op. 17 / Ravel: La Valse / Lutoslawski: Paganini Variations ~ Argerich / Freire | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B00115RULU) LEGENDS Karaoke CDG #64 BLOOD SWEAT & TEARS & CHICAGO Hits | CDs & Vinyl > Karaoke | Rating: 4.7
(ID: B0000282SW) Keeper of the Flame | CDs & Vinyl > Country > Bluegrass | Rating: 4.6
(ID: B000NDIALA) Songs for Somebody | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B00JQIA6JC) Adobe Sessions | CDs & Vinyl > Pop | Rating: 4.9
(ID: B00D4ABUUM) Maybe September | CDs & Vinyl > Jazz | Rating: 3.8
(ID: B00DUF6KGK) Lickkuiddrano | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.8
(ID: B007O5CMQO) Golden Horns - The Best Of | CDs & Vinyl > Music Coupons | Rating: 4.7
(ID: B000XA6UQ0) Saving My Face | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 5.0
(ID: B005EYP8UO) CINDERELLA In Concert | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00L5VZTZO) Grinder Blues | CDs & Vinyl > Blues | Rating: 4.6
(ID: B000PMFS82) Weighing Souls With Sand | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B00RHUT5SY) The Complete Columbia Singles Original Recordings Remastered/Limited Anniversary Edition | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000091O0O) Kick the Wall | CDs & Vinyl > Country > Roadhouse Country | Rating: 4.9
(ID: B0000041XF) Mozart: Concertos K242, K365, K466 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B000002I6Z) New Orleans Piano: Blues Originals 2 | CDs & Vinyl > Blues > Regional Blues | Rating: 4.5
(ID: B00062FMHI) Unwritten | CDs & Vinyl > International Music > South & Central America | Rating: 4.6
(ID: B000H30MYY) Release Therapy Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.5
(ID: B000CQO166) Departure | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.3
(ID: B00006BTCA) Turn On The Bright Lights | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.8
(ID: B000000462) Getting Stronger | CDs & Vinyl > Reggae > Dance Hall | Rating: 5.0
(ID: B00006IJ1X) King Of Nothing Hill | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B002AYS2NG) Vibration for Healing - The Sound You Feel | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.3
(ID: B00151HZ6U) Yoshitoshi Space Miami Terrace / Various | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.3
(ID: B00197X17C) Eight Ways | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B00IA1VKGY) Aviation Explicit Lyrics | CDs & Vinyl > Pop | Rating: 3.7
(ID: B00004RG4Y) Bachelor No. 2 or, the Last Remains of the Dodo | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B009DT9ANW) Fca 35 Tour: An Evening With Peter Frampton | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00003XACZ) Tri-City 4.Com | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B00EP78S4O) Freedom | CDs & Vinyl > Pop | Rating: 4.6
(ID: B008XNPNWQ) Best of Cutting Edge / Various | CDs & Vinyl > International Music | Rating: 4.4
(ID: B00000EU33) Christmas With Ralph & Red | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.5
(ID: B000002J5X) 4 | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B00394S588) Beethoven: Violin Sonatas Nos.3 & 9 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B003NTQUAE) Jazz Piano | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 3.8
(ID: B00004YR4U) Our Aim Is to Satisfy Red Snapper | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.4
(ID: B000026H3P) Canyon Dreams | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B00LFPN3SA) Engelbert Calling | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B07GRLPLD6) Purple House | CDs & Vinyl > Rock > Blues Rock | Rating: 4.4
(ID: B0001APBLM) Panda Park | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.4
(ID: B000008B36) Grp & Kblx: Quiet Storm | CDs & Vinyl > Jazz > Bebop | Rating: 5.0
(ID: B00070DK46) Giant Steps | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.7
(ID: B00005A9XY) The Monument Years | CDs & Vinyl > R&B > Soul | Rating: 4.5
(ID: B000003IW3) Music for A Grand Organ | CDs & Vinyl > Classical > Forms & Genres | Rating: 3.6
(ID: B0000001PE) Southern Comfort | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.6
(ID: B00000251A) Shock Treatment | CDs & Vinyl > Today's Deals in Music > Classic Rock | Rating: 4.4
(ID: B00000G4PW) Slah Manaa Ensemble | CDs & Vinyl > International Music > Middle East | Rating: 4.5
(ID: B01CODVHZC) Majid Jordan | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.7
(ID: B00000479N) Jazz Club: Tenor Sax | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 3.8
(ID: B0000015M2) Ed's Next Move | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.2
(ID: B0007KRWX6) 4008 | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.6
(ID: B00DDGBZ2U) Pure... '80s Soul Grooves | CDs & Vinyl > Pop | Rating: 4.6
(ID: B004UBAZHS) Eclipse | CDs & Vinyl > Pop | Rating: 4.4
(ID: B01H66ZOLA) Eterno Agosto: Italian Edition | CDs & Vinyl > International Music | Rating: 4.5
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00EP78S4O
|
Freedom
| 4
|
AEE67ZGZ7DYA2ZK44OZKKE6BCUJA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- I Like You: Hospitality Under the Influence | Books > Cookbooks, Food & Wine > Entertaining & Holidays | Rating: 5.0
- Feed Your Best Friend Better: Easy, Nutritious Meals and Treats for Dogs | Books > Cookbooks, Food & Wine > Kitchen Appliances | Rating: 4.0
- Bar Tartine: Techniques & Recipes | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
- Saveur Cooks Authentic American: By the Editors of Saveur Magazine | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
- Saveur Cooks Authentic French: Rediscovering the Recipes, Traditions, and Flavors of the World's Greatest Cuisine | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
- Saveur Cooks Authentic Italian: Savoring the Recipes and Traditions of the World's Favorite Cuisine | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
- Famous Dave's Backroads & Sidestreets | Books > Cookbooks, Food & Wine > Cooking Methods | Rating: 5.0
- Texas the Beautiful Cookbook | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
- Williams-Sonoma Collection: Fish | Books > Cookbooks, Food & Wine > Cooking by Ingredient | Rating: 5.0
- Williams-Sonoma Collection: Vegetable | Books > Cookbooks, Food & Wine > Cooking by Ingredient | Rating: 5.0
### User's music History:
- Nordheim | CDs & Vinyl > Metal > Pop Metal | Rating: 1.0
- Xena: Warrior Princess Soundtrack, Volume Two | CDs & Vinyl > Soundtracks > Television Soundtracks | Rating: 5.0
- Read the Book Seen the Movie | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000001C6K) Hell Awaits | CDs & Vinyl > Metal > Thrash & Speed Metal | Rating: 4.8
(ID: B000008GX1) Jack Frost | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.5
(ID: B000MG2LSQ) Word of Mouth | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.1
(ID: B00T4LLWVC) Morningrise | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0000025OT) Electric Rendezvous | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.7
(ID: B0000636CN) 'Round the Table Again | CDs & Vinyl > Country > Classic Country | Rating: 5.0
(ID: B000OS6NH2) Here Comes Santa Claus & the Christmas Songs Children Love to Sing | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 5.0
(ID: B000007PFA) If You See Him | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B00000E4UU) Antologia De La Zarzuela | CDs & Vinyl > Opera & Classical Vocal > Operettas | Rating: 4.7
(ID: B073VD2LKG) In The Kingdom Of Dreams | CDs & Vinyl > Rock > Folk Rock | Rating: 4.8
(ID: B008SVSCE4) Music for Fine Dining | CDs & Vinyl > Pop | Rating: 1.8
(ID: B00195FU8W) Bossa N' Ramones | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 3.9
(ID: B073795418) The Singles | CDs & Vinyl > Pop | Rating: 4.7
(ID: B079PT6PT2) My Life Twentieth Anniversary | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.8
(ID: B00HZ9IE70) Schiller: Opus | CDs & Vinyl > Classical > Symphonies | Rating: 4.6
(ID: B000HBKZ6G) Orpheus® | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B000003ZBO) S.F. Blues Guitar Summit Vol. 1 | CDs & Vinyl > Blues > Regional Blues | Rating: 3.8
(ID: B00H7IMBBO) Love Death Immortality | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.7
(ID: B00015YVSG) Lee Wiley Completists Ultimate Collection 4 | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B000LPR58Y) El Rock Es Mi Forma De Ser | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.5
(ID: B07BSXQWG5) Almost Persuaded | CDs & Vinyl > Vinyl Store | Rating: 4.6
(ID: B004J80CVG) Complete String Quartets Quintets Sextets & Octet | CDs & Vinyl > Classical > Chamber Music | Rating: 4.5
(ID: B00O50QVZO) Faith in Strangers | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.7
(ID: B0012RCXFK) Gale Storm / Sentimental Me ORIGINAL RECORDINGS REMASTERED | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.7
(ID: B004YJZ93Q) Lucky | CDs & Vinyl > Country > Today's Country | Rating: 5.0
(ID: B0082A3HTQ) The Intouchables | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000ERU6AS) Ragazza Di Periferia | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B0000TG9MO) Sanctum Sanctorum | CDs & Vinyl > New Age > Healing | Rating: 4.8
(ID: B002QXLW3S) Spa Music Collection | CDs & Vinyl > New Age | Rating: 4.5
(ID: B004C6QD7M) I Can't Make a Friend 1965-1968 | CDs & Vinyl > Classic Rock | Rating: 4.4
(ID: B000FGGESG) Icon | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.8
(ID: B000001YAJ) Unleash the Beast | CDs & Vinyl > Metal > British Metal | Rating: 4.7
(ID: B00H3JHEK0) Chronicles of the Immortal | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00F2HW3JW) Volition | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B013WVLZI4) Johnny Mathis For Christmas | CDs & Vinyl > Pop | Rating: 4.8
(ID: B0000631NT) Kancheli: Styx, Gubaidulina: Viola Concerto | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.1
(ID: B002IMTMWA) Dark Eyes: Favorite Russian Romances | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B000S1KRLI) 300: The Complete Recordings | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.4
(ID: B07S3D912C) Years Of Aggression | CDs & Vinyl > Metal | Rating: 4.8
(ID: B000KP6EEG) Best of the Barbara Mandrell and the Mandrell Sisters Show [DVD] | CDs & Vinyl > Country | Rating: 4.4
(ID: B0002T8CGS) Headsprung | CDs & Vinyl > Rap & Hip-Hop > East Coast | Rating: 4.5
(ID: B00IA9P6CU) God's Reasons | CDs & Vinyl > Country | Rating: 3.5
(ID: B00FKIB3KI) Dance Without Answer | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.5
(ID: B0000TSQJI) Remixed & Revisited EP | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.5
(ID: B00000IB1G) Doing This for You | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 5.0
(ID: B0097D0LLE) Home: My Song Diary | CDs & Vinyl > Pop | Rating: 4.3
(ID: B002P5XY1A) Everything You Know | CDs & Vinyl > Rock > Hard Rock | Rating: 4.9
(ID: B07B61G83T) Paradox Original Music from the Film | CDs & Vinyl > Pop | Rating: 4.4
(ID: B00004SAX4) Millennium Collection - 20th Century Masters | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.7
(ID: B002LJPGMA) J.B. Bach: Flute Sonatas | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B000000XD7) How Late'll Ya Play 'Til? 1 | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.7
(ID: B000A2WNB2) Muse: Hullabaloo Live at Le Zenith, Paris | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B001MIFQ30) Expressions | CDs & Vinyl > Jazz | Rating: 4.4
(ID: B00015NF9W) Unearthed 1 | CDs & Vinyl > Classic Rock > Glam | Rating: 4.4
(ID: B00001T3G0) Vermilion | CDs & Vinyl > Rock > Folk Rock | Rating: 4.5
(ID: B08VY76V84) Dance Songs for Hard Times | CDs & Vinyl > Blues | Rating: 4.8
(ID: B00004Y9VA) Free the West Memphis 3 | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B0971Q8CST) Wallflowers | CDs & Vinyl > Metal | Rating: 4.8
(ID: B01MU3FG8I) For All Kings 7 in | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B074BNVFLH) Bridge Across Sound | CDs & Vinyl > Classical | Rating: 4.8
(ID: B000VB31NG) No Longer Strangers | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
(ID: B000008C7U) Is It Love - Recorded Live At Vine St. | CDs & Vinyl > Today's Deals in Music > R&B | Rating: 4.7
(ID: B000RN86BK) Finding Forever Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Experimental Rap | Rating: 4.6
(ID: B000EX3DXO) Voices Of Liberty | CDs & Vinyl > Children's Music > Disney | Rating: 4.8
(ID: B0000029EY) Sense and Sensuality | CDs & Vinyl > Folk > Contemporary Folk | Rating: 3.7
(ID: B00000J9FQ) A Tribute to Operetta - A Franz Lehár Gala / Carreras, Domingo, Hampson, Lind, Rost | CDs & Vinyl > Pop > Oldies | Rating: 4.3
(ID: B000004BJD) All for Business | CDs & Vinyl > Blues > Regional Blues | Rating: 4.6
(ID: B00000I312) Die Grossten Erfolge | CDs & Vinyl > International Music > Europe | Rating: 4.2
(ID: B002SEV320) Mao's Last Dancer | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000VFGQFC) Ultra Trance 07 | CDs & Vinyl > Dance & Electronic > House | Rating: 4.7
(ID: B00000J8JZ) Bassoon Concerto in F Major | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.6
(ID: B001BTZKUY) Habitación Doble | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.6
(ID: B0000027DH) Cajun Dance Party: Fais Do-Do | CDs & Vinyl > Blues > Regional Blues | Rating: 4.5
(ID: B00W0VBJ52) Hits, Singles & More | CDs & Vinyl > Pop | Rating: 4.7
(ID: B07FDN2V29) See You Later Simulator | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00F2YE7WQ) First Strut Is the Deepest | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B0000288O1) Fresh Fish | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.5
(ID: B000003N8O) Live At Birdland | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.6
(ID: B0018BF1DG) Original Album Classic | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.4
(ID: B00CV5ZOWG) Vivaldi: A Tale of Two Seasons, Concertos & Arias | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B00HSMO3D8) Play Orig.laurel & Hardy Music Vol. 2 | CDs & Vinyl > Soundtracks | Rating: 4.9
(ID: B000005KUL) Reunion: A Gospel Homecoming Celebration | CDs & Vinyl > Blues > Regional Blues | Rating: 4.7
(ID: B00WP8QDRY) Still | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000BOE9M0) Swimming with Dolphins | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.7
(ID: B004R0WDV8) Arabian Horse | CDs & Vinyl > Pop > Dance Pop | Rating: 4.6
(ID: B000001HTL) Do You Think About Me? | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 3.8
(ID: 0974145068) Transforming Your Archetypes: Healing the Big Four | CDs & Vinyl > Comedy & Spoken Word | Rating: 4.0
(ID: B07GH6FYY7) I Know A Ghost | CDs & Vinyl > Christian & Gospel > Praise & Worship | Rating: 4.8
(ID: B000A2H89E) Postscript | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 5.0
(ID: B0006JHR4C) Mr Brightside | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.1
(ID: B007WVMF3A) Cole Pond | CDs & Vinyl > Folk | Rating: 3.5
(ID: B0012OTVRG) The High Kings: Live in Dublin | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B000086EPL) Hot Animal Machine: Lifetime | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B0007OY3NY) Very Best of Asleep at the Wheel | CDs & Vinyl > Country > Today's Country | Rating: 4.9
(ID: B00005ARFU) The Very Best of Elvis Costello | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.6
(ID: B08TL5W651) Etemen AEnka | CDs & Vinyl > AutoRip | Rating: 4.8
(ID: B00000IGRT) Alive in America | CDs & Vinyl > Classic Rock > Southern Rock | Rating: 3.6
(ID: B01MCWDS66) Crowns And Crosses | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.9
(ID: B07DG52XW2) Visitors | CDs & Vinyl > AutoRip | Rating: 5.0
(ID: B0001HJT7C) Live At Baker's Keyboard Lounge | CDs & Vinyl > Jazz > Modern Postbebop | Rating: 4.4
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B004R0WDV8
|
Arabian Horse
| 5
|
AEIIFBVBGXCQTKNMWAC4LWHSWJQA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- If You're Happy And You Know It, Clap Your Hands! | Books > Children's Books | Rating: 5.0
- They Marched Into Sunlight: War and Peace Vietnam and America October 1967 | Books > History > Americas | Rating: 3.0
- Absolute Watchmen | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
- Living within Limits: Ecology, Economics, and Population Taboos | Books > New, Used & Rental Textbooks > Humanities | Rating: 5.0
- Look Homeward, Angel | Books > Literature & Fiction > United States | Rating: 3.0
### User's music History:
- Bedtime With The Beatles - Instrumental Versions Of Classic Beatles Songs | CDs & Vinyl > Children's Music > Lullabies | Rating: 5.0
- Abbey Road | CDs & Vinyl > Rock > Progressive | Rating: 5.0
- Gorgeous George | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000002W2T) Hoagy Carmichael Songbook | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.6
(ID: B00000057I) SouthWest Riders Explicit Lyrics | CDs & Vinyl > Pop > Dance Pop | Rating: 4.5
(ID: B00008URWQ) Alive at Least | CDs & Vinyl > Imports > Hard Rock & Metal | Rating: 4.7
(ID: B008H6GH9M) The Upside Of Down | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.9
(ID: B000002SUC) Made in India | CDs & Vinyl > International Music > India & Pakistan | Rating: 4.5
(ID: B005DCMVNE) Ladies of Pop | CDs & Vinyl > Rock | Rating: 3.8
(ID: B0000063BO) Piano Music | CDs & Vinyl > Classical > Chamber Music | Rating: 4.1
(ID: B004FZAYDO) Native Speaker | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.4
(ID: B005IY3D3O) Half Machine Lip Moves | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.6
(ID: B000060OHH) Christmas with Julie Andrews | CDs & Vinyl > Today's Deals in Music > Broadway & Vocalists | Rating: 4.7
(ID: B003VBJC3Q) Ron Musicus: 24 Piano Compositions for the Ballet Class | CDs & Vinyl > Classical > Ballets & Dances | Rating: 3.9
(ID: B0000CDNR9) Masters of Chant 4 | CDs & Vinyl > New Age > Meditation | Rating: 4.7
(ID: B00004XSPF) More Storms Comin' | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.7
(ID: B007MCPN7O) Naughty 1920s: Red Hot & Risque Songs of TH 1 / Various | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B000056KDD) Live At The Jazz Workshop - Complete | CDs & Vinyl > Jazz > Bebop | Rating: 4.7
(ID: B000004B1Q) Inside the Why Store | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B00129Q1WE) Stuff | CDs & Vinyl > R&B > Funk | Rating: 4.4
(ID: B00002DDO6) Some of Charlie's Favorites | CDs & Vinyl > Jazz > Latin Jazz | Rating: 4.1
(ID: B0000682Y4) More B.S. | CDs & Vinyl > Pop > Adult Alternative | Rating: 3.4
(ID: B00004SQPU) The Rankin Family [IMPORT] | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.7
(ID: B00000K3WL) Dance 2 This - Club Remixes | CDs & Vinyl > Dance & Electronic > Disco | Rating: 3.4
(ID: B01BHKO700) Part of Me | CDs & Vinyl > Folk | Rating: 4.7
(ID: B000ELJ2K4) The Music of Gwydion | CDs & Vinyl > Folk | Rating: 4.6
(ID: B000066HQD) Back to Then | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.3
(ID: B000007QMJ) Christmas Eve with Jackie Wilson | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.5
(ID: B008BJTNQO) Side By Side | CDs & Vinyl > Jazz | Rating: 5.0
(ID: B01GU9732W) Who Will Be Next? | CDs & Vinyl > Folk | Rating: 4.7
(ID: B013BXK79Q) Show Me Your Fangs | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000001GOU) Berlin Recital | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.5
(ID: B0007WQAH8) Frank's Zappa's Hot Licks & Funny Smells | CDs & Vinyl > Imports > Rock | Rating: 4.5
(ID: B000008JBY) LOVE LIFE | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.3
(ID: B00OBDKU98) Daggers | CDs & Vinyl > Pop | Rating: 4.4
(ID: B00002MZ53) Touched By An Angel The Christmas Album | CDs & Vinyl > Today's Deals in Music > Miscellaneous | Rating: 4.6
(ID: B001OFBQS0) If You Love Me, Let Me Know | CDs & Vinyl > Pop > Soft Rock | Rating: 4.8
(ID: B000001837) Lost Masters | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.5
(ID: B000008TQL) Quiet Nights | CDs & Vinyl > International Music > Pacific Islands | Rating: 4.6
(ID: B004DESQBE) Love You Live | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.4
(ID: B006H1P6MI) Omega Ecstatic Chant | CDs & Vinyl > New Age > Meditation | Rating: 4.6
(ID: B002QXLVDO) The Best of Juluka | CDs & Vinyl > International Music > Africa | Rating: 4.6
(ID: B000IZJ1NO) Tribute To Sick Of It All | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.2
(ID: B000001K9N) Rachmaninov: Piano Concerto No. 2 in C minor Op. 18 / Tchaikovsky: Piano Concerto No. 1 in B-flat minor Op. 23 | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 5.0
(ID: B08LNJLBZ1) McCartney III SHM | CDs & Vinyl > Rock | Rating: 4.5
(ID: B004O0TKXU) Lupercalia | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.9
(ID: B000OYCL2M) Mes Fantaisies | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B00000DSF3) Berlitz Passport | CDs & Vinyl > International Music > Europe | Rating: 5.0
(ID: B00000294L) Suede | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B0006645A4) Inspiracion-Espiracion Remix | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.2
(ID: B000006R59) International Velvet | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B00000INNV) Elvis Presley 2 | CDs & Vinyl > Karaoke | Rating: 4.8
(ID: B000009CYW) Super Hits | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.6
(ID: B000BNI972) My Name Is Precious | CDs & Vinyl > Blues > Acoustic Blues | Rating: 5.0
(ID: B0000032G4) The Best of Foghat, Volume 2 | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B00000E2V6) Schubert: Symphony No. 9 | CDs & Vinyl > Classical | Rating: 4.5
(ID: B00009MGG7) Versos En El Cielo | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.8
(ID: B000000YBV) Mating Call | CDs & Vinyl > Jazz > Bebop | Rating: 2.9
(ID: B075SJL8WD) Nexus | CDs & Vinyl > Pop | Rating: 4.3
(ID: B000005RWM) One Headlight | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.7
(ID: B01J3SK0KY) Stage Four | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B00005RTFG) Ocean's Eleven | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.3
(ID: B0BVD5CW59) Stephen Stills Live At Berkeley 1971 | CDs & Vinyl > Rock | Rating: 4.6
(ID: B00004T0Q4) Power of Your Love Symphony: Live in Australia | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.5
(ID: B00786YAXM) Hunter S. Thompson's The Kentucky Derby Is Decadent and Depraved Explicit Lyrics | CDs & Vinyl > Comedy & Spoken Word | Rating: 4.3
(ID: B07H5VTTDD) More Blood, More Tracks: The Bootleg Series Vol. 14 | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000001DYF) It Won't Be the Last | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.7
(ID: B0002XMEE0) Beserkley Story: Most Fun You Can Have With Your Clothes on | CDs & Vinyl > Imports > Rock | Rating: 4.0
(ID: B000056140) Singles Collection | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.2
(ID: B00000I6EX) I Still Believe | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.7
(ID: B00108MU1I) Decoration Day | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B000008GGJ) Human Education Against Lies | CDs & Vinyl > Reggae > Dance Hall | Rating: 4.7
(ID: B000005GW8) Jazz Portraits: Mingus in Wonderland | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.4
(ID: B000F4RI10) Emerson, Lake & Palmer: The Birth of a Band - Live at the Isle of Wight 1970 | CDs & Vinyl > Rock > Progressive | Rating: 4.2
(ID: B00DMTC0XQ) Loveraps | CDs & Vinyl > Rap & Hip-Hop | Rating: 5.0
(ID: B001BTZR3E) Goodbye Uncle Buzz | CDs & Vinyl > Pop > Adult Contemporary | Rating: 3.7
(ID: B00005Q6K2) Hits And Highways Ahead | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.8
(ID: B07KLCRVNT) Impulse Albums Collection | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B0020H46N8) Grey Gardens | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.8
(ID: B002WHT10O) Live From Suwannee River Jam | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B00005B08U) Mapping Territories | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 5.0
(ID: B00004TGTF) Healing in Your Wings Touching the Father's Heart #40 | CDs & Vinyl > Christian & Gospel | Rating: 4.5
(ID: B003DKF0T0) 4 Classic Albums Plus- Big Bill's Blues/Sings The Blues/Folk Blues/Blues | CDs & Vinyl > Blues | Rating: 4.7
(ID: B0000288KY) Regathering | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B0002XL25W) Charity Von | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.6
(ID: B000CNE0FG) Vestal & Friends 2 | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.5
(ID: B00BWU1S2Q) on | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B0001DD1K2) Zenkyokusyu | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.8
(ID: B00WNJ0USI) Groovin with Jesus | CDs & Vinyl > Pop | Rating: 4.4
(ID: B0000CBCB8) Hayao Miyazaki Film Music Collection: Music Box (O | CDs & Vinyl > Soundtracks | Rating: 4.5
(ID: B000DZ952G) Back To Back Hits | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.6
(ID: B00000JHAM) Stars & Stripes Forever | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.8
(ID: B000U1ZJ1O) Sowing The Seeds: 10th Anniversary | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.5
(ID: B0000027F0) Teresa Brewer: 16 Most Requested Songs | CDs & Vinyl > Pop > Oldies | Rating: 2.7
(ID: B000001V9F) The Bells of Christmas | CDs & Vinyl > Today's Deals in Music > Miscellaneous | Rating: 4.0
(ID: B000EZ8BG6) Trouble | CDs & Vinyl > Metal > Pop Metal | Rating: 4.6
(ID: B000BKDOGG) Calma Apparente | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B00005AKIN) Raisin the Praise | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B0002SPQ40) Ancestry in Progress | CDs & Vinyl > Dance & Electronic > World Dance | Rating: 4.2
(ID: B005FKN06Q) Wootens | CDs & Vinyl > R&B > Soul | Rating: 4.7
(ID: B00BCMT29K) Sucesores | CDs & Vinyl > Latin Music > Latin Hip-Hop | Rating: 4.8
(ID: B000M6R0D2) Live At The Winter Garden | CDs & Vinyl > Broadway & Vocalists > Classic Vocalists | Rating: 4.8
(ID: B005GI2NRY) One Night Only | CDs & Vinyl > Jazz | Rating: 4.4
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00000294L
|
Suede
| 5
|
AH364WEG5BTAQGLRWSPCV2MUJHPQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Barbarians inside the Gates and Other Controversial Essays (Hoover Institution Press Publication) | Books > Politics & Social Sciences > Politics & Government | Rating: 4.0
- Dawn | Books > Literature & Fiction > World Literature | Rating: 4.0
- Day: A Novel | Books > Literature & Fiction > World Literature | Rating: 4.0
- The Federalist Papers (Signet Classics) | Books > Politics & Social Sciences > Politics & Government | Rating: 4.0
- 365 New Words-A-Year Page-A-Day Calendar 2020 | Books > Reference > Words, Language & Grammar | Rating: 4.0
- Lots and Lots of Letter Tracing Practice! | Books > Reference > Dictionaries & Thesauruses | Rating: 5.0
- State Quarter 1999-2009: Collector's State Quarter Folder | Books > Crafts, Hobbies & Home > Antiques & Collectibles | Rating: 5.0
- National Park Quarters: 50 States + District of Columbia & Territories: Collector's Quarters Folder 2010 -2021 (Warman's Collector Coin Folders) | Books > Crafts, Hobbies & Home > Antiques & Collectibles | Rating: 4.0
- The Constitution of the United States | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
- The Communist Manifesto | Books > Politics & Social Sciences > Politics & Government | Rating: 4.0
### User's music History:
- Tai Chi Music | CDs & Vinyl > New Age | Rating: 5.0
- Chi Gong-One finger ch'an melody | CDs & Vinyl > International Music > Far East & Asia | Rating: 5.0
- Pipa: From a Distance | CDs & Vinyl > Today's Deals in Music > World Music | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B082PR8W3R) Chants From Another Place | CDs & Vinyl > Pop | Rating: 4.7
(ID: B01CR0UH7G) Laid Low | CDs & Vinyl > Metal > Pop Metal | Rating: 4.6
(ID: B00064AF78) Awake: The Best of Live Deluxe Version | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B000002BZ6) Songs From Northern Britain | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 4.6
(ID: B000FTBIS4) Meg Okuras Pan Asian Chamber Jazz Ensemble | CDs & Vinyl > Jazz > Orchestral Jazz | Rating: 5.0
(ID: B0000040UT) Bryars: Jesus' Blood Never Failed Me Yet | CDs & Vinyl > Classical > Chamber Music | Rating: 4.3
(ID: B00004YAEO) Impulsive | CDs & Vinyl > Imports > Jazz | Rating: 4.8
(ID: B00008FGXC) Solstice | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.5
(ID: B07HSK1KF3) Origins | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B003SBZEHW) The Best Of Shawn Colvin | CDs & Vinyl > Pop | Rating: 4.4
(ID: B000005S82) Video 56 | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.9
(ID: B000NRPH5S) Heart of the Sunrise - The Millennium Collection | CDs & Vinyl > New Age | Rating: 4.2
(ID: B000004CYB) Bach: Brandenburg Concertos BWV 1046-1051 /New London Consort * Pickett | CDs & Vinyl > Classical > Forms & Genres | Rating: 3.8
(ID: B0000A1HSN) Rockstopper | CDs & Vinyl > Dance & Electronic > Drum & Bass | Rating: 5.0
(ID: B00005L84M) Sailor Moon: to the Future | CDs & Vinyl > Imports > Soundtracks | Rating: 4.7
(ID: B004VBOF82) Visafree | CDs & Vinyl > Reggae > Jamaican Ska | Rating: 4.8
(ID: B0014DM8PW) Very Saxy | CDs & Vinyl > Jazz > Bebop | Rating: 4.8
(ID: B0051ERQ7U) Iron Dawn | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B000PATZPQ) King of the Wild Guitar | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.6
(ID: B004WDPXGW) Spinners | CDs & Vinyl > R&B > Soul | Rating: 4.9
(ID: B00002MXMV) Prokofiev: Cinderella, Op. 87 / Glazunov: The Seasons, Op. 67 | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.6
(ID: B00W3H3XOI) What One Becomes | CDs & Vinyl > Metal > Pop Metal | Rating: 5.0
(ID: B00411I0V0) the radio show | CDs & Vinyl > Special Interest > Radio Shows | Rating: 4.5
(ID: B00280J1HI) The Village Green Preservation Society | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B005GPFEEG) Route 66: Music From & Inspired By the Itv Series | CDs & Vinyl > Pop | Rating: 4.4
(ID: B09ZCJN8K9) Mil Coisas Invismveis | CDs & Vinyl > Rock | Rating: 4.5
(ID: B000000936) Bless You & 17 Other Great Hits | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B000U07D0U) Another Minute | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B000005VBD) El Mundo Gira | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.7
(ID: B000008PBT) Fast Stories From Kid Coma | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.8
(ID: B004C6QDPE) It Serve You Right to Suffer | CDs & Vinyl > Blues > Electric Blues | Rating: 4.7
(ID: B000008L5C) I Never Made a Record I Didn't Like | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.9
(ID: B00008NGLI) Fabric 11 : | CDs & Vinyl > Dance & Electronic > House | Rating: 4.6
(ID: B001FZ0ABI) Parallax Error Beheads You | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.6
(ID: B000001G9O) Bela Bartok: The 6 String Quartets - Emerson String Quartet | CDs & Vinyl > Classical > Chamber Music | Rating: 4.3
(ID: B00008GQDX) Chris Cagle | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B00C2LXKRU) Where It All Began | CDs & Vinyl > Pop | Rating: 4.3
(ID: B00069W5IA) Rheingold | CDs & Vinyl > International Music > Europe | Rating: 4.4
(ID: B0006B65UW) Greatest Hits | CDs & Vinyl > Pop > Oldies | Rating: 4.4
(ID: B00428CPVI) Lucky Shiner | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.6
(ID: B000009T1N) ROUND THE WHEEL | CDs & Vinyl > Country > Bluegrass | Rating: 4.1
(ID: B00005Y4OZ) The Big Room | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.6
(ID: B0000CESV6) Love, Peace and Poetry: Mexican Psychedelic Music | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.5
(ID: B001LOVA0I) Coba Coba | CDs & Vinyl > International Music > South & Central America | Rating: 4.8
(ID: B07YMNW81B) FOLLOW - FIND YOU may vary | CDs & Vinyl > Pop | Rating: 4.8
(ID: B005HYNCQ8) Celibidache 1: Symphonies | CDs & Vinyl > Classical > Symphonies | Rating: 4.6
(ID: B0000C0FHN) Muddy "Mississippi" Waters Live Legacy Edition | CDs & Vinyl > Blues > Regional Blues | Rating: 4.7
(ID: B000GUK5FO) Songs from the Labyrinth | CDs & Vinyl > Universal Music Group | Rating: 4.4
(ID: B00000DEIO) Your Body's Callin | CDs & Vinyl > Dance & Electronic | Rating: 4.8
(ID: B00307RZIA) Mecca | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.8
(ID: B01JGQIIUW) EUSA | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0000006IV) Summer Wind | CDs & Vinyl > Jazz > Bebop | Rating: 4.7
(ID: B000001T9W) Boom Bye Bye | CDs & Vinyl > Reggae > Dance Hall | Rating: 4.4
(ID: B000B5HDFO) Just Sylvia | CDs & Vinyl > Country > Cowboy | Rating: 4.9
(ID: B002WHQAGC) Giannabest | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B0002P192Q) Norman Granz Jazz In Montreux Presents Milt Jackson & Ray Brown '77 | CDs & Vinyl > Jazz > Bebop | Rating: 4.5
(ID: B000IZJZD0) One With Everything | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B000000W6X) Protection | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.7
(ID: B000008JS1) Rap's Greatest Hits | CDs & Vinyl > Today's Deals in Music > Rap & Hip-Hop | Rating: 4.3
(ID: B00004XQJX) Beethoven: Diabelli Variations | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B000005ARN) Tai Chi Melody | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.2
(ID: B00ZB4Q3BU) Greatest Hits Vol. 1 | CDs & Vinyl > Pop | Rating: 4.4
(ID: B000VS6LRW) Philip Cochran and the Artistic Heritage Ensemble | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.3
(ID: B00004LMPO) Cartellieri: Wind Concertos Vol. 2 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B0009S2TFC) Arular explicit_lyrics | CDs & Vinyl > Reggae > Dance Hall | Rating: 4.7
(ID: B00000DNAM) Shockadelica | CDs & Vinyl > R&B > Soul | Rating: 4.7
(ID: B007XUMGVG) Just for Love | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.3
(ID: B000CNETAC) Strange & Beautiful | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.5
(ID: B018DGH52S) Original Rockers | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.9
(ID: B00004WFKG) Atmospheres: Weekend Reverie | CDs & Vinyl > Today's Deals in Music > New Age | Rating: 4.5
(ID: 1570194181) Old-Time Radio Shows: The New Adventures of Sherlock Holmes | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 3.8
(ID: B000AP1L2G) Chinese Room | CDs & Vinyl > Dance & Electronic | Rating: 3.0
(ID: B00B427EOI) Head on | CDs & Vinyl > Metal > Pop Metal | Rating: 4.6
(ID: B00008ADQJ) Rural Renewal | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.4
(ID: B00NV8YB8K) Funky Blues Live 1973 | CDs & Vinyl > Blues > Electric Blues | Rating: 4.6
(ID: B001CTUINM) Barbara Sings the Blues | CDs & Vinyl > Jazz > Swing Jazz | Rating: 3.2
(ID: B07NRF2FHY) My Happy Place | CDs & Vinyl > Pop | Rating: 4.5
(ID: B00000HZON) Odori | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.6
(ID: B093KVZNLF) Love in Motion Future Love Part 3 | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.5
(ID: B000005KUG) Petraphonics | CDs & Vinyl > Today's Deals in Music > Christian & Gospel | Rating: 4.8
(ID: B003ZDJSLG) One Step Beyond | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.8
(ID: B000006JXG) After 12 Before 6 | CDs & Vinyl > R&B > Soul | Rating: 2.4
(ID: B01N4554NL) Kids Soundtrack | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.4
(ID: B00005A7YT) Don't Let Me Be Last to Know / Stronger | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.3
(ID: B00722ZH6Q) Who's Feeling Young Now? | CDs & Vinyl > Today's Deals deprecated | Rating: 4.6
(ID: B00000DU7T) Tradition...A Family at Christmas | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.2
(ID: B0000E1AM2) Qui de Nous Deux | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B017C4XQ2A) Cowboy's Wage | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B000008IGV) Circle of Love | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B00005NHKF) Gieseking Plays Ravel | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B000002KQM) I Don't Want to Wait / Hitler's Brothers | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.4
(ID: B000A2H2RW) Hooked on a Feeling: Best of | CDs & Vinyl > Country > Today's Country | Rating: 4.1
(ID: B000065UNJ) V | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.1
(ID: B001DTWLQS) Pride Score | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 3.0
(ID: B000BEZOX8) Resolve | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 4.6
(ID: B01DRM5O5I) No Lo Había Dicho | CDs & Vinyl > International Music | Rating: 4.1
(ID: B000FDFS3Q) Serenata En San Juan | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 5.0
(ID: B00000E51W) Stravinsky: Rite of Spring Le Sacre du Printemps Le Roi des étoiles / Pétrouchka | CDs & Vinyl > Classical | Rating: 4.2
(ID: B0018ODY00) Ringo Starr & His All Starr Band Live 2006 | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B09WJ7MBF4) In The Wild | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B000005ARN
|
Tai Chi Melody
| 5
|
AHV2YVGQPJ75FE3SHJ5SELXAFIYQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Get Started in Leather Crafting: Step-by-Step Techniques and Tips for Crafting Success (Design Originals) Beginner-Friendly Projects, Basics of Leather Preparation, Tools, Stamps, Embossing, & More | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 5.0
- Grimm Fairy Tales Adult Coloring Book | Books > Arts & Photography > Graphic Design | Rating: 5.0
- Different Like Me: My Book of Autism Heroes | Books > Children's Books > Growing Up & Facts of Life | Rating: 5.0
- The Survival Guide for Kids with Autism Spectrum Disorders (And Their Parents) | Books > Teen & Young Adult > Social Issues | Rating: 5.0
- Grimm Fairy Tales Adult Coloring Book Different Seasons | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 5.0
- Fried Green Tomatoes at the Whistle Stop Cafe: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Christmas with the Sheriff (Shadow Creek, Montana Book 1) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Looking for Alaska | Books > History > Americas | Rating: 5.0
- What to Expect the First Year | Books > Parenting & Relationships > Parenting | Rating: 5.0
- Plastic Lace Crafts for Beginners: Groovy Gimp, Super Scoubidou, and Beast Boondoggle (Design Originals) Master the Essential Techniques of Lacing 4-Strand & 6-Strand Key Chains, Bracelets, & More | Books > Children's Books > Activities, Crafts & Games | Rating: 5.0
### User's music History:
- Super Hits | CDs & Vinyl > Country > Today's Country | Rating: 5.0
- Very Best Of Confederate Railroad | CDs & Vinyl > Country > Today's Country | Rating: 5.0
- Lita / Dangerous Curves | CDs & Vinyl > Metal > Pop Metal | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0000032CI) All They Had to Do Was Dream | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B000002JTY) Reality Check | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.7
(ID: B0000TAYYS) Big Girls Don't Cry & Other Hits | CDs & Vinyl > Pop > Oldies | Rating: 4.5
(ID: B000M06KBQ) Ash Wednesday | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.6
(ID: B000VE69D2) Essential Collection | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.4
(ID: B001WCN1YW) The Show Is on the Road | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 5.0
(ID: B00008LKFZ) Call It Conspiracy | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B000DZ6VX2) Toy Story Original Soundtrack | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.5
(ID: B0057P9TTG) The Scripture | CDs & Vinyl > Reggae > Dance Hall | Rating: 4.7
(ID: B095LFLKQB) Love Or Money | CDs & Vinyl > Pop | Rating: 3.8
(ID: B09BCK9P3Y) The Lady In The Balcony: Lockdown Sessions [4k UHD Blu-ray/Blu-ray] | CDs & Vinyl > Blues > Slide Guitar | Rating: 4.7
(ID: B0002ILKG8) Just Michaux | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 3.7
(ID: B01EIQPS58) The Visit | CDs & Vinyl > Verve Music Group > Verve | Rating: 4.8
(ID: B0006FFS7O) Vida Escante | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.4
(ID: B007C7Q6SE) La Verdadera Escena | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.8
(ID: B00005RGNE) Night Sessions | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.7
(ID: B0000046U0) Verve Jazz Masters 35 | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.9
(ID: B005HV6YK2) Light Years | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.9
(ID: B003RWSCMG) A Richard Purvis Organ Recital In Grace Cathedral Vol. I Digitally Remastered | CDs & Vinyl > Classical | Rating: 4.7
(ID: B00006IQGM) Blades of Grass Are Not for Smoking | CDs & Vinyl > Imports > Rock | Rating: 4.2
(ID: B079PGX6RQ) Can't Wake Up | CDs & Vinyl > Rock | Rating: 4.4
(ID: B0000507EL) Keith Urban | CDs & Vinyl > Country > Bluegrass | Rating: 4.4
(ID: B00099R0UU) Sky Is Falling | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.3
(ID: B00442HZVM) Terrapin Station | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B00000I0HQ) I Don't Speak the Language / Bouncin Off the Walls | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.4
(ID: B000009S1V) Zulu Death Mask | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.8
(ID: B003VC51TO) Best Of Ziehrer | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.4
(ID: B00USMGXCO) Guiding Lights | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00009MKQ3) Do You Ever Think of Me | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.9
(ID: B0000647MA) Wherever You Will Go | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000002JVK) E Dide | CDs & Vinyl > International Music > Africa | Rating: 4.3
(ID: B08LQXTQW7) InnerSpeaker | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.8
(ID: B018VXHSB6) Paul's Mall. Boston September 1972 | CDs & Vinyl > Jazz | Rating: 4.4
(ID: B00004GJWC) Glorious and Idiotic Explicit Lyrics | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B000F2C7L8) Crazy | CDs & Vinyl > R&B > Soul | Rating: 4.4
(ID: B07SYCM8XD) Rubberband | CDs & Vinyl > Jazz > European Jazz | Rating: 4.4
(ID: B00JMLY55E) Selah | CDs & Vinyl > Jazz | Rating: 5.0
(ID: B013KUMHVG) Shoot | CDs & Vinyl > Rock | Rating: 4.3
(ID: B000009EQK) The Holiday Collection | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.5
(ID: B077JZL5Y3) The World Is Yours | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.7
(ID: B00000EDYK) Mad Max Beyond Thunderdome | CDs & Vinyl > Soundtracks | Rating: 4.0
(ID: B000V1USW8) Labyrinth | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B00002CF4U) 20th Century Masters: Collecti | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.5
(ID: B008GOAFCA) Party Tyme Girl Pop Mega Pack 2 64+64 Song Party Pack | CDs & Vinyl > Karaoke | Rating: 4.8
(ID: B000008CLI) The Best of Nancy Wilson | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B0775SS343) Hidden In My Heart Lullaby Journey Through Scripture Vol 1 | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B016W64B9G) Playlist: The Very Best Of Los Lonely Boys | CDs & Vinyl > Pop | Rating: 4.7
(ID: B07T5WBHVK) I MADE IT OUT | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.6
(ID: B000A6QWM4) Chamber Works | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B00FFERTUK) The Best of Nickelback, Vol. 1 | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B0032IY7N8) Million Thanks to You | CDs & Vinyl > International Music | Rating: 4.5
(ID: B00175G6PA) Double Standards | CDs & Vinyl > Folk > Contemporary Folk | Rating: 5.0
(ID: B007QUM54G) Downtemple Dub: Remixed | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.2
(ID: B0000247FC) The Best Of Billy Swan | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.4
(ID: B000EMGK1C) Celia & Johnny | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.7
(ID: B000001E5X) Best Of The Kentucky Headhunters | CDs & Vinyl > Today's Deals in Music > Classic Rock | Rating: 4.7
(ID: B000AHJ7W0) Extraordinary Ways | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.6
(ID: B000207QP0) Watermark | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B008UNBI96) Phantom City | CDs & Vinyl > International Music > Far East & Asia | Rating: 5.0
(ID: B000MB3KZO) Ray Charles Christmas | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.8
(ID: B00BRGL4LA) Handel: Messiah | CDs & Vinyl > Classical | Rating: 4.5
(ID: B000068VNZ) A La Carte | CDs & Vinyl > Rock > Progressive | Rating: 4.0
(ID: B00000AEHE) Happy Blue | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.3
(ID: B003O6M3RK) The Way Out | CDs & Vinyl > Pop | Rating: 3.8
(ID: B07GVXBJ6P) "Phanerozoic I: Palaeozoic" | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B0000032UY) Deliver the Word | CDs & Vinyl > R&B > Funk | Rating: 4.7
(ID: B00002ZZ3G) Zulu & Four in the Morning | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.2
(ID: B07V45RHFH) Love From Planet Gong | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.7
(ID: B000005RDI) Rascal | CDs & Vinyl > Folk > Contemporary Folk | Rating: 5.0
(ID: B000005C59) Looking at You | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.1
(ID: B002VL2MAW) New England Christmas | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.2
(ID: B000V95Z32) Ozzy Osbourne & Black Sabbath Karaoke Anthology CDG | CDs & Vinyl > Karaoke | Rating: 4.5
(ID: B000023Y6C) Voice In The Night | CDs & Vinyl > Jazz > Bebop | Rating: 4.7
(ID: B00396HGXG) The Birds, The Bees & The Monkees (3 CD Boxed Set) | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.5
(ID: B000059LIB) One Foot Barefoot | CDs & Vinyl > Folk | Rating: 5.0
(ID: B000066RKH) Joee | CDs & Vinyl > Pop > Dance Pop | Rating: 4.3
(ID: B000008JI1) Native Tongue | CDs & Vinyl > Classic Rock > Glam | Rating: 4.7
(ID: B000009UPI) Magazine | CDs & Vinyl > Today's Deals in Music > Rock | Rating: 4.7
(ID: B0001XAQ1Y) Sneaker Pimps - The Videos | CDs & Vinyl > International Music > Europe | Rating: 3.9
(ID: B000E3K69I) Mind Games | CDs & Vinyl > Imports > Hard Rock & Metal | Rating: 4.0
(ID: B00000JJ3I) Smile | CDs & Vinyl > Pop > Teen Pop | Rating: 5.0
(ID: B0000648FY) Dusty Smiles & Heart Break Cures | CDs & Vinyl > Country > Bluegrass | Rating: 5.0
(ID: B000NVL4EM) Being There | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B000002K9A) Sinatra Swings Swing Along with Me | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B004LP603G) Easy 80s | CDs & Vinyl > Pop > Easy Listening | Rating: 4.4
(ID: B00JVBB2WO) Live in Switzerland 2003 | CDs & Vinyl > Country > Today's Country | Rating: 4.1
(ID: B01771XNNU) Soak | CDs & Vinyl > AutoRip | Rating: 4.6
(ID: B0031WY1C2) The Constant | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B0012Y1I2M) Imelda De' Lambertazzi | CDs & Vinyl > Imports > Classical | Rating: 4.2
(ID: B0028SVQPU) Truth Be Told. | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.9
(ID: B004LXM6AY) Schubert: Symphonies Nos. 8 & 9 | CDs & Vinyl > Classical > Symphonies | Rating: 4.6
(ID: B000002L37) Daryle Singletary | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.8
(ID: B002DORICE) Hello Nasty REMASTERED Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Experimental Rap | Rating: 4.8
(ID: B000820XY8) The Cleveland Orchestra: Great American Orchestras | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B00T65TNIK) Napoleon Dynamite Soundtrack Black | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.7
(ID: B00030NUJA) Baron Von Bullshit Rides Again | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B000F8OIGO) Inevitability of a Strange World | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 4.1
(ID: B00004SYCW) As Nasty as They Wanna Be Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Bass | Rating: 4.6
(ID: B000VT6FMW) Alchemist | CDs & Vinyl > Rock > Hard Rock | Rating: 4.5
(ID: B00000050T) 12 Play | CDs & Vinyl > Today's Deals in Music > R&B | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B000001E5X
|
Best Of The Kentucky Headhunters
| 5
|
AHOVXNZVUG2EAESXL7U2HPARSQ3A
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Tudor Secret: A Novel (The Elizabeth I Spymaster Chronicles, 1) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Milk and Honey | Books > Literature & Fiction > Poetry | Rating: 5.0
- The Fortune Teller: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Little Paris Bookshop: A Novel | Books > Literature & Fiction > History & Criticism | Rating: 4.0
- Bread and Chocolate | Unknown | Rating: 5.0
- A Knock at the Door 2017 Fantasy Art Wall Calendar | Books > Arts & Photography > History & Criticism | Rating: 5.0
- The Autumn Throne: A Novel of Eleanor of Aquitaine, Middle Ages Queen of England (Eleanor of Aquitaine, 3) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Colouring Fantasy - Colouring Book by Scot Howden | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 5.0
- The Mystery Woman (Ladies of Lantern Street) | Books > Literature & Fiction > History & Criticism | Rating: 5.0
### User's music History:
- The Fairy Garden | CDs & Vinyl > Pop | Rating: 5.0
- Spanish Nights | CDs & Vinyl > Latin Music > Latin Pop | Rating: 5.0
- Strings of Passion: A 10 Year Mosaic | CDs & Vinyl > Latin Music > Latin Pop | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B001PCOT3G) Old Flame | CDs & Vinyl > Country > Today's Country | Rating: 4.4
(ID: B00J0YAH14) Complete Recordings 1958-59 | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B0009QZ48I) UFO - Strangers in the Night: Worlds Greatest Albums DVD | CDs & Vinyl > International Music > Europe | Rating: 4.0
(ID: B001IM2EV2) Night Stalkers bonus Tracks Edition | CDs & Vinyl > R&B > Soul | Rating: 3.8
(ID: B0000033G9) Smooth Grooves: A Sensual Collection, Vol. 3 | CDs & Vinyl > Jazz > Bebop | Rating: 4.8
(ID: B00000DNEK) Bhakti Point | CDs & Vinyl > Rock > Progressive | Rating: 4.5
(ID: B00GMVNVLG) A Celebration in Song by Olivia Newton-John and Friends 2008 Audio | CDs & Vinyl > AutoRip | Rating: 4.8
(ID: B00005OAKD) You Are My World - Live Worship | CDs & Vinyl > Christian & Gospel | Rating: 4.9
(ID: B000M7FOIO) Time & Tide | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.7
(ID: B000007VPA) Very Best Of | CDs & Vinyl > Today's Deals in Music > Classic Rock | Rating: 4.7
(ID: B09PNST3BD) Marry Me Soundtrack | CDs & Vinyl > Soundtracks | Rating: 4.7
(ID: B000000WHH) Colour By Numbers | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.8
(ID: B000003773) Homeland / Snofrid | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B000083LPZ) Collection | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.3
(ID: B087CP7GL4) Eddy | CDs & Vinyl > Soundtracks > Television Soundtracks | Rating: 4.8
(ID: B000007SAV) The Dirty Boogie | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.7
(ID: B01BDH6MZA) WINNER – EXIT : E [S ver] CD + Photobook + Badge + Film + 2 Polaroid Photocards + Extra Gift Photocards Set | CDs & Vinyl > International Music > Far East & Asia | Rating: 5.0
(ID: B000AYEIPY) Suitcase 2: American Superdream Wow | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.2
(ID: B000001FR6) Tommy 1975 Film | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B00004ZE7O) Irresistible | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.5
(ID: B0009RYFTG) Destroy All Music | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 5.0
(ID: B08JLXYJMB) Interstellar Soundtrack Expanded Edition | CDs & Vinyl > Soundtracks | Rating: 4.6
(ID: B004DB9SFK) Soaking In His Love / Remastered - Instrumental Prayer Music | CDs & Vinyl > New Age > Meditation | Rating: 5.0
(ID: B001D25MBQ) Playlist: The Very Best Of Tony Bennett | CDs & Vinyl > Pop > Oldies | Rating: 4.5
(ID: B00000B8US) Trini Lopez at PJ's | CDs & Vinyl > Pop > Oldies | Rating: 4.3
(ID: B07HGBDWC2) The Hate U Give Soundtrack Explicit Lyrics | CDs & Vinyl > Soundtracks | Rating: 4.5
(ID: B07D2MRV4D) Doggystyle Exclusive Brown And Minty Color Splatter Vinyl | CDs & Vinyl > Vinyl Store | Rating: 4.8
(ID: B003XXCM84) A Time To Sing | CDs & Vinyl > Vinyl Store | Rating: 4.9
(ID: B07MWYQDFN) Alone Together | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.8
(ID: B081CQRGY1) Ιονҽɾ (Pink & Blue 2LP Vinyl). EU Import | CDs & Vinyl > Vinyl Store | Rating: 4.6
(ID: B09QH1W76K) Time, Tequila & Therapy | CDs & Vinyl > Country > Instrumental | Rating: 4.8
(ID: B001EO2UJ0) WOW Hits 2009 | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.4
(ID: B08Y4H43VJ) Squint | CDs & Vinyl > Blue Note Records | Rating: 4.7
(ID: B000003CT2) The Many Moods Of Christmas | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.4
(ID: B000293NF8) As The Flower Withers | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.7
(ID: B08LNG9RBB) Yellow And Black Attack! | CDs & Vinyl > Rock | Rating: 4.7
(ID: B000007O5J) So Red the Rose | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.7
(ID: B008O9V3UU) Free Magic | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B00006JYB3) Journey Through a Burning Brain Anthology | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B0000TXEV8) Seal Iv | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.6
(ID: B000LP4OG0) Marvellous Aphorisms of Gavin Bryars | CDs & Vinyl > Classical > Chamber Music | Rating: 4.7
(ID: B0057LZQCO) Liszt - My Piano Hero | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B009OJGKFC) Battle Of The Bulge | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.6
(ID: B000008EVW) Daydreaming | CDs & Vinyl > Pop > Dance Pop | Rating: 4.6
(ID: B0000DEQEN) Give Me Jesus | CDs & Vinyl > Christian & Gospel | Rating: 4.8
(ID: B0000030T3) Clarinet Concerto / Bagatelles | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.3
(ID: B01M06KOLG) Weasels Ripped My Flesh | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000008C2U) Letting Go | CDs & Vinyl > Rock > Progressive | Rating: 3.0
(ID: B000F7CEDY) Harlan County USA: Songs Of The Coal Miner's Struggle | CDs & Vinyl > Country > Classic Country | Rating: 4.9
(ID: B0006213MQ) My Brother & Me | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.2
(ID: B01N7AZ66Y) REEFER SONGS 16 Original Jazz Classics | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.4
(ID: B0000047DC) In All Languages | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.6
(ID: B003D7L8HQ) Jazz On a Summer's Day: Relaxing Jazz Piano Music | CDs & Vinyl > Jazz | Rating: 4.4
(ID: B0000032O3) Soul Hits of the '70s: Didn't It Blow Your Mind! - Vol. 8 | CDs & Vinyl > R&B > Soul | Rating: 4.9
(ID: B004Q1DFYC) Moonglow and Yes Indeed! | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.8
(ID: B004CZ6IKA) Art Of The Prima Donna | CDs & Vinyl > Classical | Rating: 4.7
(ID: B0725DMVL2) Chitty Chitty Bang Bang | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.7
(ID: B09Y139NFN) Preach Brother! (Blue Note Classic Vinyl Series)[LP] | CDs & Vinyl > Jazz > European Jazz | Rating: 4.8
(ID: B00000JOUZ) Mike & the Mechanics -'99 | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.5
(ID: B087N8VN72) Back To Black - Exclusive Limited Edition Pink Vinyl LP | CDs & Vinyl > Vinyl Store | Rating: 4.6
(ID: B005OSUL2K) Ella & Louis | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.9
(ID: B000QFCDF4) Ratatouille: What's Cooking | CDs & Vinyl > Children's Music > Disney | Rating: 4.4
(ID: B01022P9ME) Masked Turnip Cyclophony Rare and Wonderful Gems From The Pal StudioArchives | CDs & Vinyl > Pop | Rating: 4.5
(ID: B005SZNZAY) Songbook Explicit Lyrics | CDs & Vinyl > Rock | Rating: 4.8
(ID: B00003A9LQ) Learning By Example 1 | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B000B5KRTS) Live From the Hard Rock | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.6
(ID: B008ULRY28) Rattle Them Bones | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B00009KTZ1) Sick | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 3.8
(ID: B00005YDN1) The Don Shirley Point Of View | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.9
(ID: B008YKRRI6) Symphonies & Overture | CDs & Vinyl > Classical > Symphonies | Rating: 4.7
(ID: B000001EDB) Picture This | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.7
(ID: B006M595FI) Born to Die | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.8
(ID: B008G33P1O) Smooth Federation | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B004JUTH6A) River Kwai March: His Greatest Hits | CDs & Vinyl > Pop > Easy Listening | Rating: 4.5
(ID: B0009SA3LO) Jumping in the House of God 2 | CDs & Vinyl > Christian & Gospel > Rock & Alternative | Rating: 5.0
(ID: B00URMFZ8I) At Fillmore East | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.9
(ID: B000FDN8II) Moving Pictures | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B00008FB2V) Age of Darkness | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.9
(ID: B00000DPS7) Christmas Sax By Candlelight | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.0
(ID: B0777V8NKW) Rebirth Of Id | CDs & Vinyl > Soundtracks | Rating: 5.0
(ID: B00CP4S434) Live Anthology | CDs & Vinyl > Rock > Progressive | Rating: 2.6
(ID: B000UTOQJM) Graduation Day | CDs & Vinyl > Pop > Easy Listening | Rating: 4.0
(ID: B00000DFJ1) Gene Ammons - Greatest Hits: The 70s | CDs & Vinyl > Jazz > Bebop | Rating: 4.6
(ID: B01AJFWMKQ) Protection | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B000009D1P) Live at the Sands | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.9
(ID: B00R317TZS) Dragline: Expanded Edition | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B000001DYO) Best Of 1969-1976 Funk Essentials Series | CDs & Vinyl > R&B > Funk | Rating: 4.7
(ID: B000003R7G) Portishead | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.7
(ID: B00002ZZJF) Too Tough | CDs & Vinyl > Jazz > Soul-Jazz & Boogaloo | Rating: 4.6
(ID: B00TPVW0VM) Shake Down | CDs & Vinyl > Rock | Rating: 4.5
(ID: B003KVZ59C) Collection | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0751QGVS3) Under The Western Freeway | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000003SXS) Maurizio | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 5.0
(ID: B004YERTBQ) New York Meeting | CDs & Vinyl > International Music > South & Central America | Rating: 4.9
(ID: B000007NZM) Day By Day | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.7
(ID: B00008MOUX) Away from the Sun | CDs & Vinyl > Classic Rock > Southern Rock | Rating: 4.7
(ID: B00005NH0I) Magik: Live in Amsterdam | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.6
(ID: B004M185AK) Get Well Soon | CDs & Vinyl > Pop | Rating: 4.0
(ID: B00008AACA) Synthpop for a Darkened Room | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.5
(ID: B0009OUBHY) Live in Tokyo 1997 | CDs & Vinyl > International Music > Europe | Rating: 4.3
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B003KVZ59C
|
Collection
| 5
|
AEV5APPYJ6WOBRKTAE75T6UPURVQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Everyone Poops (My Body Science Series) | Books > Children's Books > Growing Up & Facts of Life | Rating: 4.0
- Clinical Guidelines For Advanced Practice Nursing: An Interdisciplinary Approach | Books > New, Used & Rental Textbooks > Medicine & Health Sciences | Rating: 4.0
- Symptom to Diagnosis: An Evidence Based Guide, Second Edition (LANGE Clinical Medicine) | Books > Medical Books > Medicine | Rating: 4.0
- My Big Girl Undies | Books > Children's Books > Growing Up & Facts of Life | Rating: 5.0
- My Big Boy Undies | Books > Children's Books > Growing Up & Facts of Life | Rating: 5.0
- Alone (Detective D. D. Warren) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Next Accident: An FBI Profiler Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Hide (A Detective D.D. Warren Novel) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Top Secret Recipes: (Creating kitchen clones of America's favorite brand-name foods): Super Secret Restaurant Collection | Books > Health, Fitness & Dieting > Diets & Weight Loss | Rating: 4.0
### User's music History:
- Some People's Lives | CDs & Vinyl > Today's Deals in Music > Broadway & Vocalists | Rating: 4.0
- Vault: Def Leppard Greatest Hits | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 5.0
- Greatest Hits | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B00006JJ4Y) Private Player | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 5.0
(ID: B0000457L2) Imagine | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.4
(ID: B000003QWP) Greatest Hits | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B000008MF8) Family Spirit | CDs & Vinyl > R&B > Soul | Rating: 4.6
(ID: B00005N6MR) Trumpets | CDs & Vinyl > Pop > Easy Listening | Rating: 4.6
(ID: B0015I2O7I) De Caifanes A Jaguares | CDs & Vinyl > Latin Music > Latin Pop | Rating: 5.0
(ID: B0051O9SGW) Music Of Georges I. Gurdjieff | CDs & Vinyl > Classical | Rating: 4.8
(ID: B07ZW8Z3DW) The Triangle | CDs & Vinyl > Blues | Rating: 4.5
(ID: B000000DEH) Great Gospel Songs | CDs & Vinyl > Today's Deals in Music > Christian & Gospel | Rating: 3.7
(ID: B0009NSE1K) Robot Hive: Exodus | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B0000047Q0) Paul Mauriat Christmas | CDs & Vinyl > Today's Deals in Music > Miscellaneous | Rating: 4.8
(ID: B07NRKM2SS) The Ghost of Ohio | CDs & Vinyl > Rock > Hard Rock | Rating: 4.8
(ID: B09RG2M1YL) Smallcreep's Day | CDs & Vinyl > Rock | Rating: 4.6
(ID: B00005UJCV) We Bringing the Heat | CDs & Vinyl > Blues > Regional Blues | Rating: 5.0
(ID: B000005H2P) World Christmas | CDs & Vinyl > International Music > South & Central America | Rating: 4.4
(ID: B008EN8DCC) A Deeper Tone of Longing: Love Duets Across Civilizations | CDs & Vinyl > Blues | Rating: 4.4
(ID: B000XB7WLQ) Look No Further | CDs & Vinyl > Christian & Gospel > Accompaniment | Rating: 4.8
(ID: B01KHUJTQS) X Infinity deluxe | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.8
(ID: B0094WK9GU) Until Now Deluxe | CDs & Vinyl > Dance & Electronic > Techno | Rating: 4.7
(ID: B008ZD4MWQ) Disney Fairies: Faith, Trust and Pixie Dust | CDs & Vinyl > Children's Music > Disney | Rating: 4.6
(ID: B00005QX62) Vintage Years | CDs & Vinyl > Blues > Regional Blues | Rating: 4.8
(ID: B00004TDUU) Fantasma | CDs & Vinyl > Imports > Rock | Rating: 4.1
(ID: B0000071IH) Rose of Tralee | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.6
(ID: B000089IY3) African Drums | CDs & Vinyl > Today's Deals in Music > World Music | Rating: 4.3
(ID: B005STGIJU) The King Is Coming | CDs & Vinyl > Pop | Rating: 4.4
(ID: B000AHJ842) The Best Of Billy Squier: 10 Best Series | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.6
(ID: B0042GNDWU) Complete Mythology | CDs & Vinyl > R&B | Rating: 4.4
(ID: B000059WNE) You Won't Believe Your Ears | CDs & Vinyl > Comedy & Spoken Word | Rating: 4.9
(ID: B0000070UM) Live in the UK | CDs & Vinyl > Metal > Thrash & Speed Metal | Rating: 4.7
(ID: B003Y7PM4U) Once Music From the Motion Picture | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00018U8PS) Left In Kowloon | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.2
(ID: B008B03WVU) The Portal | CDs & Vinyl > CD Rarities | Rating: 4.7
(ID: B000002CUC) Endless Love | CDs & Vinyl > Pop > Adult Contemporary | Rating: 5.0
(ID: B01AU2R924) Paradisum | CDs & Vinyl > Classical > Sacred & Religious | Rating: 4.6
(ID: B00IDZZRKM) Trying To Forget | CDs & Vinyl > Rock | Rating: 4.6
(ID: B00GIJQHOU) Has God Seen My Shadow?: An Anthology 1989-2011 | CDs & Vinyl > Rock > Folk Rock | Rating: 4.8
(ID: B00024I0OC) Valentyne Suite | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B00004ZDVK) Schubert: Symphony No. 9 "The Great" | CDs & Vinyl > Classical > Symphonies | Rating: 4.8
(ID: B00000051G) The Mail Man Explicit Lyrics | CDs & Vinyl > R&B > Funk | Rating: 4.6
(ID: B0015I2XRO) Standing on the Shoulders of Giants | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.6
(ID: B0006U3TY8) Love Songs | CDs & Vinyl > R&B > Soul | Rating: 5.0
(ID: B0012GMUZE) We Come Strapped Explicit Lyrics | CDs & Vinyl > Today's Deals in Music > Rap & Hip-Hop | Rating: 4.7
(ID: B0001HK0AC) Invoking the Muse | CDs & Vinyl > New Age > Meditation | Rating: 4.5
(ID: B00003A9OS) Bass Check 9 | CDs & Vinyl > Rap & Hip-Hop > Bass | Rating: 3.0
(ID: B0000032UJ) High Time | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 4.6
(ID: B0B2KVV8RZ) 30 Number 1 Hits - Expanded Edition | CDs & Vinyl > Rock | Rating: 4.8
(ID: B00T5MUTXC) The Very Best Of | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B004XES1XC) マジLOVE1000% | CDs & Vinyl > Soundtracks | Rating: 4.6
(ID: B07DV1D6KF) Act III | CDs & Vinyl > Rock > Hard Rock | Rating: 4.6
(ID: B00KR630UE) PTX, Vol. 1 | CDs & Vinyl > Today's Deals deprecated | Rating: 4.7
(ID: B0774W6497) Live From 3Arena | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B000000939) I Will Follow Him | CDs & Vinyl > Pop > Oldies | Rating: 4.4
(ID: B000003YT4) Pranzo Oltranzista | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.4
(ID: B00EKKLG8Q) Nam Myoho Renge Kyo | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.9
(ID: B00HHIN9OM) Keyed Up | CDs & Vinyl > Pop | Rating: 4.5
(ID: B0044RP1D6) Contagion | CDs & Vinyl > Metal > Death Metal | Rating: 4.8
(ID: B003MXLOXY) Sincopa Explicit Lyrics | CDs & Vinyl > Latin Music > Latin Hip-Hop | Rating: 4.6
(ID: B00006IJ4J) Hits of Cyndi Lauper 1 | CDs & Vinyl > Karaoke | Rating: 5.0
(ID: B01N9T13ZU) Live From The Fox Oakland | CDs & Vinyl > Rock > Blues Rock | Rating: 4.6
(ID: B000008H29) Jetsons | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.7
(ID: B0000008M0) The Soul Generation Golden Classics Edition | CDs & Vinyl > R&B > Soul | Rating: 4.5
(ID: B00000JCHK) Adventures in Blues | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.6
(ID: B00003A9EB) Cazimero Christmas Favorites | CDs & Vinyl > International Music > Pacific Islands | Rating: 4.4
(ID: B001SNXT9C) Arabian Passion According to J.S. Bach | CDs & Vinyl > Classical > Symphonies | Rating: 4.9
(ID: B000JKA3PS) Medieval Christmas | CDs & Vinyl > Today's Deals in Music > Miscellaneous | Rating: 4.5
(ID: B00003WGO5) Bernstein Century - Tchaikovsky: Symphony No. 4 / Capriccio Italien | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.8
(ID: B00CIUGDCY) I Wanna Be Around... | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.7
(ID: B000F5ZHA8) A Thin Silence | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B0001YM3ZA) Chronology | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B00005KHF3) Live In San Francisco | CDs & Vinyl > Rock > Rock Guitarists | Rating: 4.6
(ID: B000068CZE) Lost Senses, More Innocence | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 3.7
(ID: B000FG5NGK) It's All Over: The Okeh Recordings Vol. 1 | CDs & Vinyl > R&B > Soul | Rating: 4.8
(ID: B00JN4I9Q6) Seven | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.6
(ID: B078859G1V) Superorganism | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00YB9BL8G) Coda | CDs & Vinyl > Classic Rock | Rating: 4.7
(ID: B0002ABT80) ANCHOR DROPS | CDs & Vinyl > Rock > Progressive | Rating: 4.5
(ID: B000J10DVQ) Cosmos of Tomita | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.3
(ID: B001INZ74C) Aranjuez Con/Fantasy for a Gentleman | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B00YQID2MA) No No No | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B000O79FMI) Squeeze: Essential Squeeze | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.7
(ID: B000008TI6) Piano Con Sabor | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.5
(ID: B001CSQIQ4) ECM Touchstones: Conte de l'Incroyable Amour | CDs & Vinyl > International Music > Middle East | Rating: 4.6
(ID: B002YZGX2I) HONKYTONK MAN soundtrack | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.7
(ID: B005SDD8HQ) Buen Soldado | CDs & Vinyl > Latin Music > Latin Pop | Rating: 3.5
(ID: B00004W3J5) Symphonic Variations, From Death to Life, Elegy for Brahms | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B000ADKVMO) Dionne Warwick: In Concert With the Edmonton Symphony Orchestra (1976) | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.6
(ID: B000002LKU) Missing... Presumed Having a Good Time | CDs & Vinyl > Today's Deals in Music > Rock | Rating: 4.7
(ID: B00CQT9OYQ) Driftin' From Town To Town | CDs & Vinyl > Blues | Rating: 4.9
(ID: B00000319M) Unidos En El | CDs & Vinyl > Christian & Gospel | Rating: 5.0
(ID: B00P1TC634) King King | CDs & Vinyl > Pop | Rating: 4.7
(ID: B005OSFT90) Laptop Symphony | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.1
(ID: B0001Z64EU) Warmness on the Soul | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.5
(ID: B01NCODX6N) Painted From Memory | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0094GW8L0) Ela | CDs & Vinyl > Sound Investments | Rating: 4.6
(ID: B0013V2AZI) Time Waits for Everyone | CDs & Vinyl > Classical | Rating: 4.3
(ID: B004648W3I) Mondo Cane | CDs & Vinyl > Metal | Rating: 4.8
(ID: B004LP23UU) Manhattans Live In Concert | CDs & Vinyl > R&B | Rating: 4.1
(ID: B0000C4D2U) Three Short Acts | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 5.0
(ID: B000001FX4) Lion's Share | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B000FTAOQQ) Straight from the Vault | CDs & Vinyl > R&B > Soul | Rating: 4.2
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B008ZD4MWQ
|
Disney Fairies: Faith, Trust and Pixie Dust
| 5
|
AHW5UFKZ43HX3PDIGBDVUPJQ7OCQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Breath: The New Science of a Lost Art | Books > Science & Math > Biological Sciences | Rating: 5.0
- How Science Works: The Facts Visually Explained (DK How Stuff Works) | Books > Science & Math > Astronomy & Space Science | Rating: 2.0
- Grant | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 5.0
- Hold Still: A Memoir with Photographs | Books > Arts & Photography > Photography & Video | Rating: 4.0
- The Crash of 2016: The Plot to Destroy America--and What We Can Do to Stop It | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
- Marguerite de Valois | Books > Literature & Fiction > Classics | Rating: 3.0
- The Bookwoman's Last Fling: A Cliff Janeway Novel (Cliff Janeway Novels Book 5) | Books > Literature & Fiction > History & Criticism | Rating: 3.0
- 52 Pickup: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- A Christmas Carol (Illustrated) (Top Five Classics Book 4) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Girl With Braided Hair (A Wind River Reservation Myste) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 3.0
### User's music History:
- Till The Sun Turns Black | CDs & Vinyl > Folk > Contemporary Folk | Rating: 5.0
- Caught In The Act | CDs & Vinyl > Pop > Oldies | Rating: 3.0
- Caprice | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B00006LLP6) Exodus | CDs & Vinyl > Christian & Gospel > Rap & Hip-Hop | Rating: 4.5
(ID: B000005J7S) Honor Among Thieves | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.7
(ID: B003647BW2) Rise Up Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.7
(ID: B000003N3L) 75th Birthday Celebration: The Original Decca Recordings | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B003Y7PM54) Reasonable Doubt Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.7
(ID: B084DG7DHF) Earth | CDs & Vinyl > Rock | Rating: 4.5
(ID: B00004NRSV) Ultimate Club Dance: '90s Dance | CDs & Vinyl > R&B | Rating: 4.1
(ID: B000RE1U8U) Lost Tracks Of Danzig Ltd. Mediabook | CDs & Vinyl > Rock > Hard Rock | Rating: 4.8
(ID: B0000DZ3CQ) Love Is Hell Part 1 | CDs & Vinyl > Country > Americana | Rating: 4.6
(ID: B07R76QF7B) Happiness Begins | CDs & Vinyl > Dance & Electronic | Rating: 4.8
(ID: B000CAJT6Y) Black Night Fallin | CDs & Vinyl > Blues > Regional Blues | Rating: 4.5
(ID: B07CG1R3W1) Attitude Manouche | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B00008POJL) Love Affair/Somewhere My Love | CDs & Vinyl > Pop > Oldies | Rating: 4.9
(ID: B00H7NN05A) Mozart: Le nozze di Figaro | CDs & Vinyl > Classical | Rating: 4.5
(ID: B00000AFXM) Scooby-Doo's Snack Tracks: The Ultimate Collection | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B0079L6FDE) Waiting Out The Storm | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.9
(ID: B00005TPKS) Love, Whitney | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.7
(ID: B00061NLDQ) Merry 1940's Christmas | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B000001DJ7) Pioneering Women of Bluegrass | CDs & Vinyl > Country > Classic Country | Rating: 4.7
(ID: B0788XQ131) Sleepwalkers | CDs & Vinyl > Pop | Rating: 4.7
(ID: B071ZQTBT2) Raised Under Grey Skies | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000006END) Acoustic Sketches | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B000CAEIBA) Chevelle Lane | CDs & Vinyl > R&B > Funk | Rating: 4.4
(ID: B00I62LQAM) Suburban Base Records: The History of Hardcore, Jungle, Drum & Bass, 1991-1997 | CDs & Vinyl > Pop > Dance Pop | Rating: 4.5
(ID: B0000667PZ) Band Kept Playing | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.2
(ID: B00005FJZQ) Mellow | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.5
(ID: B000AA4M90) Mister Latin | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.0
(ID: B07XW6SNLB) Live At The Royal Albert Hall | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B00AK3X48C) Toscanini conducts Wagner | CDs & Vinyl > Classical > Symphonies | Rating: 4.6
(ID: B000000NET) Turning: Turning Back | CDs & Vinyl > International Music > South & Central America | Rating: 4.8
(ID: B000006TAL) Soli | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B000009D6K) Christmas With The George Shearing Quintet | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.5
(ID: B005HI7NKK) Platinum Gospel: Rev James Cleveland | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.6
(ID: B0000B12BQ) !Hero The Rock Opera Jewel Case Version | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.8
(ID: B0024RILHQ) Night on the Beach | CDs & Vinyl > Folk | Rating: 5.0
(ID: B005FI6IMG) Rat Pack-Their Greatest | CDs & Vinyl > International Music | Rating: 4.6
(ID: B00005NW8W) Carmen Sings Monk: First Editions Dig | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B07987C2SC) Off To The Races | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000003BI6) Hit & Run | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B0001AGOO0) Guitar Music from Cuba | CDs & Vinyl > Today's Deals in Music > Latin Music | Rating: 4.9
(ID: B000006C5A) Iron City | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.9
(ID: B07W47C4ST) Phenomenon | CDs & Vinyl > Rock | Rating: 4.8
(ID: B000FVQYKO) Ad Majorem Sathanas Gloriam | CDs & Vinyl > Metal > Death Metal | Rating: 4.6
(ID: B002M9FYD0) Waves | CDs & Vinyl > Rock > Hard Rock | Rating: 3.5
(ID: B00124VPF2) Metamorfoz | CDs & Vinyl > International Music | Rating: 4.6
(ID: B01B2CXHTU) Bouquet | CDs & Vinyl > Pop | Rating: 4.5
(ID: B0060ANZ2Y) Gratitude | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.8
(ID: B0000CAOH7) Instant O in the Universe | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B008S848A4) Live from the Royal Albert Hall | CDs & Vinyl > Rock > Blues Rock | Rating: 4.8
(ID: B004KO803G) Murder The Mountains | CDs & Vinyl > Pop | Rating: 4.8
(ID: B0009SC7PO) The Fearless Vampire Killers | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.4
(ID: B00000IK1N) En Vivo | CDs & Vinyl > Folk | Rating: 5.0
(ID: B00005NG22) Pearl Harbor Best of the War Years | CDs & Vinyl > Jazz > Swing Jazz | Rating: 5.0
(ID: B007HM331M) A Thousand Little Things | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.6
(ID: B00475AQZ8) The Animal Groom | CDs & Vinyl > Folk | Rating: 5.0
(ID: B003ZA57XW) Under The Wonder Sky | CDs & Vinyl > Holiday & Wedding | Rating: 4.6
(ID: B0000JKLVE) Best of Jazz Saxophone | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 3.4
(ID: B0788XVVF4) Viaje a la Amistad | CDs & Vinyl > Classical > Chamber Music | Rating: 4.5
(ID: B0B8NYY8H3) X[White LP] Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop | Rating: 4.9
(ID: B000003CV9) Mancini's Greatest Hits | CDs & Vinyl > Pop > Easy Listening | Rating: 4.4
(ID: B07QN8P37P) Spanish Songs for Children Learning Spanish | CDs & Vinyl > Children's Music > Educational | Rating: 4.3
(ID: B004NIYGXW) 4 Classic Albums | CDs & Vinyl > Jazz | Rating: 2.6
(ID: B00YN1W5GY) Behemoth | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.7
(ID: B000002BOW) The Planet Sleeps | CDs & Vinyl > Today's Deals in Music > Folk | Rating: 4.4
(ID: B000Y7ZHAW) The Ultimate Rock Ballads Collection | CDs & Vinyl > Classic Rock > Arena Rock | Rating: 4.7
(ID: B0002K70BA) Sempre Libera | CDs & Vinyl > Opera & Classical Vocal > Arias | Rating: 4.6
(ID: B00UUUMTUE) Illinois River Valley Blues | CDs & Vinyl > Rock | Rating: 4.1
(ID: B004DEVSGY) Music of Seaside Escape | CDs & Vinyl > Rock > Progressive | Rating: 5.0
(ID: B007NWPDKK) Rebel Without a Clue | CDs & Vinyl > Country > Today's Country | Rating: 5.0
(ID: B00006C2Q9) At Sixes and Sevens | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.7
(ID: B0787HBGFF) Diva | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00CEMH31Q) Anthem | CDs & Vinyl > Pop | Rating: 4.7
(ID: B085HQN5KT) Crown Him | CDs & Vinyl > CD Rarities | Rating: 4.6
(ID: B000KX0GTM) Brandenburg Concertos 1-4 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B00005ARFA) KCRW: Sounds Eclectic | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B00H3TVPF0) Cursing The Sea | CDs & Vinyl > AutoRip | Rating: 3.4
(ID: B00004S51T) High Fidelity | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.5
(ID: B000TSIK14) Humanity: Hour 1 | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B000002JTB) One Size Fits All | CDs & Vinyl > Pop > Dance Pop | Rating: 4.9
(ID: B00004TB79) The Madding Crowd | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.5
(ID: B000002BOJ) Whatever and Ever Amen | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B002F3BP6S) Black River Killer | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B00000DCHI) Greatest Hits Volume I & Volume II | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B000008FU7) A Musical Reunion with America's Girl Next Door | CDs & Vinyl > Children's Music > Disney | Rating: 4.7
(ID: B00BEJ5O4I) Afraid Of Heights | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.4
(ID: B000003DEB) Sweet Dreams | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B0000041S0) Verdi: Aida / Chiara, Pavarotti, Dimitrova, Nucci, Burchuladze, Maazel | CDs & Vinyl > Opera & Classical Vocal > Operettas | Rating: 4.2
(ID: B000PWQOM6) Voices | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.7
(ID: B08GFZKMC9) No Time For Enemies | CDs & Vinyl > Country > Bluegrass | Rating: 4.8
(ID: B00004T1EG) Boulez Conducts Ravel Boléro, La Valse, Rapsodie Espagnole, Alborada del Gracioso, Daphnis et Chloé Suite No. 2 | CDs & Vinyl > Classical > Symphonies | Rating: 4.4
(ID: B00PSQ75DG) Man Who Saved Christmas / O.C.R. | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.0
(ID: B0007US7OO) Holiday | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.8
(ID: B008V29J9W) Windy City Workout | CDs & Vinyl > Pop | Rating: 4.3
(ID: B00008IAMD) American IV: The Man Comes Around Bonus | CDs & Vinyl > Comedy & Spoken Word > Interviews | Rating: 4.8
(ID: B000026H0G) Temple of the Dog | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B000000AC3) Sym 4/Tintagel | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B000003M1A) Bad Girls Upset By The Truth | CDs & Vinyl > Country > Americana | Rating: 5.0
(ID: B000000M2B) Even If & Especially When | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B000E97I5W) Sinaa | CDs & Vinyl > International Music | Rating: 4.4
(ID: B0002TI01K) SOLARIS, THE MIRROR, STALKER (music from motion pictures) | CDs & Vinyl > Rock | Rating: 4.0
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B07XW6SNLB
|
Live At The Royal Albert Hall
| 3
|
AG7QXYBH3XTDPKRY6SZTVRDCXUZQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Cave of Bones: A Leaphorn, Chee & Manuelito Novel (A Leaphorn and Chee Novel Book 22) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Alice Cooper, Golf Monster: A Rock 'n' Roller's Life and 12 Steps to Becoming a Golf Addict | Books > Arts & Photography > Music | Rating: 5.0
- Rock with Wings: A Leaphorn, Chee & Manuelito Novel (A Leaphorn and Chee Novel Book 20) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Home (Myron Bolitar Book 11) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Falling Upward: A Spirituality for the Two Halves of Life | Books > Christian Books & Bibles > Christian Living | Rating: 5.0
- Sally's Candy Addiction: Tasty Truffles, Fudges & Treats for Your Sweet-Tooth Fix (Volume 2) (Sally's Baking Addiction, 2) | Books > Cookbooks, Food & Wine > Baking | Rating: 5.0
- Dreamweaver CC: The Missing Manual | Books > Computers & Technology > Programming | Rating: 2.0
- Notorious Nineteen: A Stephanie Plum Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
### User's music History:
- Jean-Luc Ponty - Original Album Series | CDs & Vinyl > Jazz | Rating: 5.0
- Songs Of Innocence | CDs & Vinyl > Pop | Rating: 5.0
- Elevation 2001: U2 Live from Boston | CDs & Vinyl > Pop > Vocal Pop | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00B2JUWPQ) Hits & Rarities | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.9
(ID: B000005AM1) Roll With the New Explicit Lyrics | CDs & Vinyl > Comedy & Spoken Word > Stand-Up Comedy | Rating: 4.1
(ID: B00HZDXD2W) Far Beyond Driven | CDs & Vinyl > Metal | Rating: 4.8
(ID: B0000075Z3) Centre Stage | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 5.0
(ID: B00004STOB) Trance 2: State of Altered Consciousness | CDs & Vinyl > Dance & Electronic > House | Rating: 4.7
(ID: B0025X4PYC) Cafe Music | CDs & Vinyl > Classical > Chamber Music | Rating: 4.2
(ID: B000008DEN) Puddin | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.9
(ID: B00002DDPF) Night to Remember | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.7
(ID: B000002SM6) Company - A Musical Comedy 1995 Broadway Revival Cast | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.2
(ID: B00005KA1C) Respighi's Rome | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B000002AN2) The Lion In Winter 1968 Film | CDs & Vinyl > Today's Deals in Music > Soundtracks | Rating: 4.5
(ID: B00006C76Y) Asereje - Germany | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.6
(ID: B01CF7TR54) The Hard Way | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B000I0QJJ8) Mutemath | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B00CC3N320) Bob Hope the Bob Hope Radio Show OCT 23 1945 Radiola Records (VINYL) | CDs & Vinyl > Special Interest > Radio Shows | Rating: 5.0
(ID: B06XPBKHVP) Sacred Journey Of Ku-kai 5 | CDs & Vinyl > New Age > Meditation | Rating: 4.5
(ID: B0000013G5) Toni Braxton | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 4.8
(ID: B00128UU0O) Doombringer | CDs & Vinyl > International Music > Europe | Rating: 3.9
(ID: B001ON57NW) Portrait of Petula Clark [DVD] | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.4
(ID: B00FK6SJVG) Josephine Son Pokey | CDs & Vinyl > Blues | Rating: 4.8
(ID: B00JDB4DNW) Blues Came Callin | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.7
(ID: B09S3TBVQD) Duke Ellington Meets Coleman Hawkins (Verve Acoustic Sounds Series)[LP] | CDs & Vinyl > Verve Music Group > Verve | Rating: 4.9
(ID: B00000DP15) Right Between The Eyes | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.7
(ID: B0000033PM) Fox Hunt | CDs & Vinyl > R&B > Funk | Rating: 5.0
(ID: B01MTO357M) Strange Constellations | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B083PP18JX) Ordinary Man | CDs & Vinyl > Metal | Rating: 4.7
(ID: B083XNNR9L) The Mojo Manifesto | CDs & Vinyl > Rock | Rating: 4.9
(ID: B004M8SS28) Don't Hold Back | CDs & Vinyl > CD Rarities | Rating: 4.7
(ID: B00000JDBL) Telarc's Got the Blues | CDs & Vinyl > Today's Deals in Music > Blues | Rating: 4.7
(ID: B000003CWK) Franck: The Complete Masterworks for Organ | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B000060P33) Elaine Stritch - At Liberty 2002 Original Broadway Production | CDs & Vinyl > Broadway & Vocalists > Cabaret | Rating: 4.8
(ID: B0032IYIUA) Imperceptible Shift in the Light | CDs & Vinyl > Pop > Easy Listening | Rating: 5.0
(ID: B0031IHBDC) Paul Tortelier- The Great EMI Recordings | CDs & Vinyl > Classical > Chamber Music | Rating: 4.7
(ID: B000002P74) Second Helping | CDs & Vinyl > Today's Deals in Music > Classic Rock | Rating: 4.9
(ID: B000JCES7K) Saints Are Coming | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B00013UHUO) Tripomatic Fairytales | CDs & Vinyl > International Music > Europe | Rating: 4.0
(ID: B00NCLH0N4) Place of Our Own | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.8
(ID: B00007J4SI) Complete Piano Works of Scriabin | CDs & Vinyl > Classical > Chamber Music | Rating: 4.5
(ID: B000024OE4) She: The Best of Charles Aznavour | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B000MV91XY) Platinum Collection | CDs & Vinyl > R&B > Soul | Rating: 4.2
(ID: B0012F8J4G) One Dream | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 5.0
(ID: B08XXZYDL3) if I could make it go quiet Explicit Lyrics | CDs & Vinyl > Rock | Rating: 4.7
(ID: B002935808) Over the Rainbow | CDs & Vinyl > Pop > Easy Listening | Rating: 4.8
(ID: B004D5BNIG) Tannhauser | CDs & Vinyl > Classical | Rating: 4.3
(ID: B0851LZYMF) From The Vault | CDs & Vinyl > Rock > Blues Rock | Rating: 4.7
(ID: B00000DC27) Seven Chakras: Crystal Illumination | CDs & Vinyl > New Age > Meditation | Rating: 4.4
(ID: B0000023E0) Feyer Plays Cole Porter | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.9
(ID: B000071IYO) Up! International Version | CDs & Vinyl > Country > Bluegrass | Rating: 4.5
(ID: B004UBB35G) The Essential Korn Explicit Lyrics | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00AFYQDIY) 4 Classic Albums, Volume 2 - Elvis Presley | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B07BC5ZWCQ) Pod | CDs & Vinyl > Rock | Rating: 4.7
(ID: B007T8HCUC) We Are On Fire/Tears For Animals | CDs & Vinyl > Today's Deals deprecated | Rating: 3.6
(ID: B00000I7SY) Very Best of Brother Dave Gardner | CDs & Vinyl > Comedy & Spoken Word > Country Comedy | Rating: 4.2
(ID: B001LWBM9E) Particolare#Uno | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.7
(ID: B00S2T405W) Rebel Heart Clean Version | CDs & Vinyl > Pop > Dance Pop | Rating: 4.7
(ID: B000008LDS) Do It Tam Tam | CDs & Vinyl > R&B > Soul | Rating: 5.0
(ID: B0026UZGYC) Timeless Songs: For Times Like These | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
(ID: B000CAJE00) Voyage of a Thousand Dreams | CDs & Vinyl > Pop > Adult Alternative | Rating: 5.0
(ID: B000GPIFJC) Moonshadows | CDs & Vinyl > Jazz > Bebop | Rating: 4.7
(ID: B001E0ZTTW) Starland Vocal Band | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B005NHPBVS) Walking Along - The Best Of The Solitaires ORIGINAL RECORDINGS REMASTERED SET | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.4
(ID: B00000B2AJ) ProdName | CDs & Vinyl > Pop > Easy Listening | Rating: 4.7
(ID: B000003ENM) Nocturne | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B00004XSR1) Smells Like Teen Spirit | CDs & Vinyl > Imports > Alternative Rock | Rating: 4.6
(ID: B004QDCZTQ) Btr | CDs & Vinyl > Pop | Rating: 4.7
(ID: B001AKTZQO) The Gabe Dixon Band | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.6
(ID: B00000HZHO) Fire Down Under | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B07GRV89Y8) El Mal Querer | CDs & Vinyl > AutoRip | Rating: 4.8
(ID: B00008PRRJ) One Word Extinguisher | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.5
(ID: B00005NG22) Pearl Harbor Best of the War Years | CDs & Vinyl > Jazz > Swing Jazz | Rating: 5.0
(ID: B000002WS9) The Essential Skeeter Davis | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.7
(ID: B0031XXXES) Worldhits on Harmonica | CDs & Vinyl > Pop > Easy Listening | Rating: 4.8
(ID: B084QL44VR) Live at Jazz Standard | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 5.0
(ID: B001APM3Y0) Conor Oberst | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B0711M8KP4) Paranormal | CDs & Vinyl > Classical > Chamber Music | Rating: 4.8
(ID: B00RAQF0Y8) Making Patterns Rhyme: A Tribute to Duran Duran | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.4
(ID: B002NXSTUU) JOE DIFFIE: LIVE AT BILLY BOB'S TEXAS | CDs & Vinyl > Country > Today's Country | Rating: 4.9
(ID: B000025LCS) Duran Duran + 1 | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.2
(ID: B000RIWAXK) Neptune City | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B071WNZYGD) Welcome To The Beautiful South | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00004Y762) 16/6/00 - Spodek Arena, Katowice, Poland | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B000092Q6V) Underwater Sunlight | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B00005RDAH) From Toni With Love...The Video Collection | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.6
(ID: B00172RBYS) Backwoods Barbie | CDs & Vinyl > Country > Roadhouse Country | Rating: 4.8
(ID: B000005BAA) Lili Marlene | CDs & Vinyl > Pop > Oldies | Rating: 4.1
(ID: B00000DFI7) The Trio | CDs & Vinyl > International Music > North America | Rating: 4.6
(ID: B01L0SZ6VS) Tis The Season | CDs & Vinyl > Holiday & Wedding | Rating: 4.7
(ID: B0000025ZP) A Decade of Hits, Philly International's Greatest | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 4.4
(ID: B000CAGDMM) Chanukah Favorites | CDs & Vinyl > Holiday & Wedding > Hanukkah | Rating: 4.1
(ID: B0000259ZC) Only Yazoo: The Best of Yazoo | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.6
(ID: B000MDH8VY) 20th Century Masters: Millennium Collection Eco-Friendly | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.7
(ID: B000002QZQ) A Career In Dada Processing | CDs & Vinyl > Today's Deals in Music > New Age | Rating: 4.0
(ID: B004O0VGU0) He Aloha No 'o Honolulu | CDs & Vinyl > International Music | Rating: 5.0
(ID: B00004ZDOX) Tall Texas Tales | CDs & Vinyl > Country > Americana | Rating: 5.0
(ID: B013RYXM7S) Aeolian-Skinner: The King of Instruments, AS 326: Alexander Boggs Ryan | CDs & Vinyl > Blues > Regional Blues | Rating: 5.0
(ID: B07RX2JDF8) Good Time | CDs & Vinyl > Country | Rating: 4.6
(ID: B00005QG8W) The Fake Sound of Progress | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B00QXRNC0Y) Strangers to Ourselves | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.7
(ID: B00EVSACCI) Get There | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0001A79E4) Deep Ellum Blues | CDs & Vinyl > Blues | Rating: 4.2
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0711M8KP4
|
Paranormal
| 5
|
AFWN23BKGHGRF2R5C5X5WTVWIVVA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Closer Than Blood (A Waterman & Stark Thriller Book 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Litigators | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Time Bomb: An Alex Delaware Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Run Away - A Thriller (Jon Stanton Mysteries Book 8) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Heaven's Prisoners (Dave Robicheaux Book 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Designing From The Stone: Design Techniques for Bezel Setting in Metal Clay Using the Stone as Inspiration | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 5.0
- A Morning for Flamingos (Dave Robicheaux Book 4) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- The Neon Lawyer | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Darkest Fear: A Myron Bolitar Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Let the Dead Sleep (Cafferty & Quinn Novels Book 1) | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
### User's music History:
- ART OFFICIAL AGE | CDs & Vinyl > R&B > Contemporary R&B | Rating: 5.0
- Definitive Pop: Frankie Valli & The 4 Seasons | CDs & Vinyl > Pop > Oldies | Rating: 5.0
- Wrote a Song For Everyone | CDs & Vinyl > Classic Rock | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B016A22WPW) Creole Christmas | CDs & Vinyl > Blues > Regional Blues | Rating: 4.8
(ID: B01GG30478) Orphee | CDs & Vinyl > Classical | Rating: 4.7
(ID: B0002C4IHW) Concrete Is Always Grayer On Other Side Of Street | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 5.0
(ID: B00H7KWIH4) Raw & Alive | CDs & Vinyl > Classic Rock | Rating: 4.6
(ID: B0002VEPSK) Hobo Sapiens | CDs & Vinyl > Rock > Progressive | Rating: 4.4
(ID: B01N9UNDYP) Fulfillingness' First Finale | CDs & Vinyl > R&B > Classic R&B | Rating: 4.8
(ID: B0000074LY) Love Is for Suckers | CDs & Vinyl > Classic Rock > Glam | Rating: 4.6
(ID: B07RH686XV) 151 Explicit Lyrics | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.9
(ID: B000008CGR) Two Amigos | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.7
(ID: B07YCZV22P) Winter Wonderland / Various | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000027GFW) 6 Cello Suites | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B00000DR8B) Live and Let Die | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.7
(ID: B0014Z3OEE) Worldwide | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.2
(ID: B0001HKIMM) Sunset Meditation | CDs & Vinyl > New Age > Meditation | Rating: 4.8
(ID: B000BLI3XO) Greatest Hitz Explicit Lyrics | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B00006LA3D) Everything & More | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.6
(ID: B00320JC5Y) Turn the Page | CDs & Vinyl > International Music | Rating: 5.0
(ID: 630202983X) Rusted Pieces | CDs & Vinyl > Rock > Progressive | Rating: 4.1
(ID: B005D4XYUQ) Kind of Clarke | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B0849Z7TZJ) Great American Saturday Night | CDs & Vinyl > Country | Rating: 4.7
(ID: B003J4OFB4) Great Composers - Beethoven - Karajan, Bernstein, Kempff, & Gilels | CDs & Vinyl > Classical | Rating: 4.6
(ID: B005HSP8L6) George Benson: The Essential Collection | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B01H67XML8) Suicide Squad: The Album | CDs & Vinyl > Pop | Rating: 4.6
(ID: B06Y4B8MQQ) The Company I Keep | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 5.0
(ID: B00OQ7BMZU) Star Wars: The Clone Wars Seasons One Through Six | CDs & Vinyl > Children's Music > Disney | Rating: 4.8
(ID: B000IB0E02) The Journey: A Retrospective of Mott the Hoople and Ian Hunter | CDs & Vinyl > Imports > Import Deals | Rating: 4.6
(ID: B00008CLIJ) Slow Motion Daydream | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.1
(ID: B0000542GU) Bach: French Overture, Italian Concerto, etc | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B009PI2NBM) Reborn | CDs & Vinyl > Rock > Hard Rock | Rating: 4.6
(ID: B001CJ8YJM) Buddy Holly Song Book | CDs & Vinyl > Classic Rock | Rating: 4.8
(ID: B005GFSKFG) Well-Tempered Clavier Book 1 | CDs & Vinyl > Classical | Rating: 4.8
(ID: B074L76MZ8) 3 For 3 | CDs & Vinyl > Jazz | Rating: 4.4
(ID: B008DL46J4) Spreading My Wings | CDs & Vinyl > Metal | Rating: 4.7
(ID: B000000E3Z) Her Song: Exotic Voices of Women From Around the World | CDs & Vinyl > Folk > British & Celtic Folk | Rating: 3.5
(ID: B00013NE7C) Sophie B Hawkins | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.0
(ID: B09JT3DNPR) Home | CDs & Vinyl > Country | Rating: 5.0
(ID: B0006A9FG4) Live from Mars (DVD & CD) | CDs & Vinyl > International Music > Europe | Rating: 5.0
(ID: B000003L2E) The Bing Crosby Christmas Collection | CDs & Vinyl > Today's Deals in Music > Broadway & Vocalists | Rating: 3.8
(ID: B00FJ8ZUA8) Unknown | | Rating: 0.0
(ID: B00049QJU2) Edwin McCain: Tinsel & Tap Shoes - Live at the House of Blues | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.7
(ID: B0000996FU) The Black Babies | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.9
(ID: B00BL7IFC6) Magnetized Jhonny Hates Jazz, full of their trademark wise lyrics, punchy bass-lines and addictive melodies | CDs & Vinyl > Pop | Rating: 4.8
(ID: B009QMWLE6) Terra Nova, limited-edition two-CD set | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.3
(ID: B0006MLT4S) Canto Espiritual Judeoespanol | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.7
(ID: B000VPNK5Q) Symphony 7 | CDs & Vinyl > Classical > Symphonies | Rating: 4.5
(ID: B00000C2FG) Bringing It All Back Home, Volume 1 | CDs & Vinyl > International Music > Europe | Rating: 4.2
(ID: B00PV3BHQW) Fly By Night | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B00BNWWYCG) Smile | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.8
(ID: B0019619FY) Bodymix Disco Cardio / Various | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.2
(ID: B0915PKSNH) CLOUDS THE MIXTAPE | CDs & Vinyl > Rap & Hip-Hop | Rating: 4.8
(ID: B002B4TG08) Home-Original Soundtrack | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000VLMTN4) Situation | CDs & Vinyl > Today's Deals in Music > Rap & Hip-Hop | Rating: 4.3
(ID: B00006IU6P) Nirvana Cafe | CDs & Vinyl > Dance & Electronic > Trip-Hop | Rating: 4.5
(ID: B00003CLV2) The Green Mile: Score from the Motion Picture | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.4
(ID: B00011HGIM) Wheels of Fortune | CDs & Vinyl > Country > Americana | Rating: 4.6
(ID: B0001L3LKE) Rock That Babe | CDs & Vinyl > Country > Americana | Rating: 4.6
(ID: B00GTO6XU2) The Complete Album Collection Vol. One | CDs & Vinyl > Country | Rating: 4.9
(ID: B000059GRG) Boccherini: String Quintets; Minuet in A | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.6
(ID: B000005HFJ) Plays Jobim | CDs & Vinyl > International Music > South & Central America | Rating: 4.6
(ID: B000GYHZ80) Rachmaninoff: Piano Sonata No. 2; Préludes; Études | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B0000630Z2) Essentials | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B001N5BE42) Hard To Find Jukebox Classics 1958: Pop Gold | CDs & Vinyl > Pop > Oldies | Rating: 4.5
(ID: B000006M18) Amusing the Amazing | CDs & Vinyl > Metal > Alternative Metal | Rating: 5.0
(ID: B07PL9ZRXN) Love & Reggae/Legal Now | CDs & Vinyl > Reggae | Rating: 3.8
(ID: B00003INJN) Bigger Giants | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.7
(ID: B00DY9WZES) Supremes Sing Holland-Dozier-Holland | CDs & Vinyl > Pop | Rating: 4.9
(ID: B00004WHBC) Teaches of Peaches | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B000002IIZ) Fight for Rock | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B000069HV4) Another Day | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.3
(ID: B000003ERS) Canteloube: Songs of the Auvergne / Villa-Lobos: Bachianas Brasileiras / Rachmaninoff: Vocalise | CDs & Vinyl > International Music > South & Central America | Rating: 4.5
(ID: B0000026Q6) Liszt: Hungarian Rhapsodies | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.5
(ID: B005JQHUSA) God Is My Bike | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.4
(ID: B00003JAMV) Sweet Dreams: Piano Lullabies | CDs & Vinyl > Children's Music > Lullabies | Rating: 4.5
(ID: B000000G8A) Jailhouse Blues | CDs & Vinyl > Blues > Regional Blues | Rating: 3.5
(ID: B089TT1NKV) The Ultimate Collection Recorded Live: Volume 1 | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.9
(ID: B000000ECN) The Collected Country Joe and the Fish 1965-1970 | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.4
(ID: B0009X7628) Vertical Infinity | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.5
(ID: B0002L56M4) Sweet Music | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.7
(ID: B008XBISCK) Spirit Indestructible | CDs & Vinyl > Pop | Rating: 4.4
(ID: B00005OLD5) Phantoms | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 4.8
(ID: B00BN1H5L2) In Concert | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0000038ZR) 97 Octane | CDs & Vinyl > Dance & Electronic > Drum & Bass | Rating: 4.3
(ID: B00006ZUL4) Ragged Glory | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B07PHH76ZK) Tool: Vinyl Record Collection - 3 Albums (Opiate / Undertow / Lateralus) + Bonus Art Card | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.6
(ID: B01N5T00FZ) All The Way | CDs & Vinyl > Rock | Rating: 4.7
(ID: B000BHNEGY) Boutique Chill | CDs & Vinyl > Pop > Adult Alternative | Rating: 3.8
(ID: B00N0YJVGW) Plectrumelectrum | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0000072K8) Remixes | CDs & Vinyl > Dance & Electronic > House | Rating: 4.7
(ID: B0142W4S1S) Dollhouse Ep | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000EQH27Y) Panoramic-Rhythm Through the Unobstructed View | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 5.0
(ID: B009Q54L78) Sea of Bright Lights | CDs & Vinyl > Rock | Rating: 5.0
(ID: B07D5H7LFP) Sad Clown Bad Year #9-#12 Collection | CDs & Vinyl > AutoRip | Rating: 4.4
(ID: B0018CBK3A) Attack of the Killer B's, Vol.1 | CDs & Vinyl > Vinyl Store | Rating: 4.8
(ID: B000BPN2AO) Groovin' Out On Life: Later Hickory Singles & Solo Rarities | CDs & Vinyl > Pop > Oldies | Rating: 3.9
(ID: B00KXH19LY) Wonderful World of Sam Cooke | CDs & Vinyl > R&B > Soul | Rating: 4.7
(ID: B0741DDYKC) Skeletons in the Closet | CDs & Vinyl > Rock > Hard Rock | Rating: 4.3
(ID: B00KW8HMPQ) I Like Men | CDs & Vinyl > Jazz | Rating: 5.0
(ID: B000808YHS) Devils & Dust | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B001662F4G) Welcome Home: Live At The Arlington Theater 1992 | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.7
(ID: B000E3L6PQ) Collections | CDs & Vinyl > Pop > Oldies | Rating: 5.0
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00N0YJVGW
|
Plectrumelectrum
| 5
|
AG67AEXULJQMW7GLFJDJGZEBNT2A
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Sea Turtles: A Complete Guide to Their Biology, Behavior, and Conservation | Books > Science & Math > Biological Sciences | Rating: 5.0
- The Beach House (The Beach House, 1) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Beach House Memories (The Beach House) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- A Lowcountry Christmas (Lowcountry Summer Trilogy) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Bookshop at Water's End | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Island: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The South's Best Butts: Pitmaster Secrets for Southern Barbecue Perfection | Books > Cookbooks, Food & Wine > Regional & International | Rating: 2.0
- The Diverticulitis Diet Guide: A Complete Diet Guide for People with Diverticulitis (Causes, Diet and Other Remedial Measures) | Books > Health, Fitness & Dieting > Alternative Medicine | Rating: 5.0
- Between the Tides | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Driftwood Summer | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
### User's music History:
- Mr Misunderstood: Deluxe | CDs & Vinyl > Pop | Rating: 5.0
- 50 Number Ones | CDs & Vinyl > Country > Today's Country | Rating: 5.0
- Chief | CDs & Vinyl > Country | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0745JJ6WJ) Raging Through the Silence | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000000DAE) Frankie Valli - Greatest Hits | CDs & Vinyl > Pop > Oldies | Rating: 4.4
(ID: B000005E94) 20th Century Flute Masterpieces | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B000008O4G) The Hits: Garth Brooks | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B00005Y7BL) Everybody Has a Song Demo | CDs & Vinyl > Pop | Rating: 3.7
(ID: B00005RTOV) Chris Norman | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00006J3W9) Secret Society | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.1
(ID: B0000026G4) Giordano: Andrea Chénier | CDs & Vinyl > The Sony Music Masterworks Store > Opera & Vocal | Rating: 4.6
(ID: B0B3GBJKY8) Doggerel | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B004US3B1I) 4 Classics-Blues and Roots/Mingus Three-Trio/Jazz Portraits/Jazzical | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B00004RJRT) Dino Collector's Series | CDs & Vinyl > Christian & Gospel | Rating: 4.5
(ID: B000005CLY) The Celts Rise Again | CDs & Vinyl > International Music > Europe | Rating: 5.0
(ID: B093M675DH) I Know I'm Funny Haha | CDs & Vinyl > Rock > Blues Rock | Rating: 4.7
(ID: B07X2M265K) Feels Like Country Music | CDs & Vinyl > CD Rarities | Rating: 4.0
(ID: B07HBR6LVS) Oil Of Every Pearl's Un-Insides | CDs & Vinyl > Dance & Electronic | Rating: 4.8
(ID: B00PGAA1AS) Lacy J. Dalton - Her Very Best | CDs & Vinyl > Country | Rating: 4.4
(ID: B0000046OY) The Harold Arlen Songbook, Vol. 2 | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B000CAEII8) Adapt | CDs & Vinyl > Pop > Easy Listening | Rating: 4.7
(ID: B0000047QY) Best of Southern Rock / Various | CDs & Vinyl > Today's Deals in Music > Classic Rock | Rating: 4.4
(ID: B003457RKE) Man Up | CDs & Vinyl > Pop | Rating: 4.9
(ID: B007K7IBSE) Jesus Christ Superstar | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 3.9
(ID: B00004VXEJ) The Rough Guide to World Music, Vol. 2 | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.2
(ID: B0BS48V39J) Money For Nothing | CDs & Vinyl > Rock | Rating: 4.6
(ID: B0000DGRA9) Live At Brixton Academy this is different than Live at Brixton | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.8
(ID: B000UCHBPA) Daisy | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.8
(ID: B000002H4V) Into the Woods | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B001AKTZQE) 50 Years Of Dave Brubeck: Live At The Monterey Jazz Festival 1958-2007 | CDs & Vinyl > Jazz > Cool Jazz | Rating: 4.9
(ID: B000006PKA) Russian Folk Songs | CDs & Vinyl > International Music > Far East & Asia | Rating: 5.0
(ID: B001BP4U8Q) Western Hymns And Spirituals | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.7
(ID: B002J0QDSC) Here Waits Thy Doom | CDs & Vinyl > Metal > Alternative Metal | Rating: 4.3
(ID: B0000249HV) Across a Wire-Live in New York | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.5
(ID: B0046CC5N8) Fat Music Vol. 7: Harder, Fatter + Louder! | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.5
(ID: B000051XV2) Spanish | CDs & Vinyl > Children's Music > Educational | Rating: 4.1
(ID: B000026F43) Hot Mikado Original 1995 London Cast | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.4
(ID: B0000076NJ) Further Inflight Entertainment Audio Further Inflight Entertainment | CDs & Vinyl > Dance & Electronic > Techno | Rating: 4.4
(ID: B00701QV8W) Volunteers | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.7
(ID: B07HML6HLZ) Myth Of Man | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.3
(ID: B07CG1QP1F) Jurassic World: Fallen Kingdom Soundtrack | CDs & Vinyl > Soundtracks | Rating: 4.7
(ID: B000005Z1D) Starday Years box | CDs & Vinyl > Comedy & Spoken Word > Country Comedy | Rating: 5.0
(ID: B00009NJ93) Ghost of a Rose | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B0000026UE) Into the Faddisphere | CDs & Vinyl > Jazz > Bebop | Rating: 5.0
(ID: B000KLRQEW) Overflow | CDs & Vinyl > Christian & Gospel | Rating: 4.8
(ID: B000004BJ7) Kidney Stew Is Fine | CDs & Vinyl > Blues > Regional Blues | Rating: 4.7
(ID: B000667G00) Mississippi Po Boy | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 5.0
(ID: B00000I7RF) Young, Victor / Uninvited Soundtrack. | CDs & Vinyl > Today's Deals in Music > Soundtracks | Rating: 4.8
(ID: B000A2H5LA) Lost In A Moment | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 4.2
(ID: B000026ASW) Christmas Music from St Paul's Cathedral | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 5.0
(ID: B007YZ38LW) Essential Chess Blues / Various | CDs & Vinyl > Blues | Rating: 4.8
(ID: B000026CWO) Piano Quintet / Piano Trio / Cello Sonata | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.5
(ID: B0000647IJ) Bel Canto: Arias by Bellini & Donizetti; Roberto Alagna | CDs & Vinyl > Opera & Classical Vocal > Arias | Rating: 4.1
(ID: B000006CQT) Volume 1: The Crown House Bands | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.8
(ID: B000000T14) Smart Went Crazy | CDs & Vinyl > Classical > Chamber Music | Rating: 4.3
(ID: B000U618C8) In Our Nature | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B00003ZA7E) Hole / My Body the Hand Grenade City Slang 04995-2 | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B06WD6K6HH) Best Of | CDs & Vinyl > R&B | Rating: 4.7
(ID: B01HOWHN7O) Gala: Collection | CDs & Vinyl > Classical | Rating: 4.6
(ID: B076151XB8) Between Two Shores | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.5
(ID: B07D5185VJ) Conexao | CDs & Vinyl > Rock | Rating: 4.5
(ID: B000056H7K) I Need Drugs | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.5
(ID: B00YWBOB5I) No Need to Argue | CDs & Vinyl > Pop | Rating: 4.7
(ID: B07NRFVBHX) The Highwaymen Music From the Film | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.5
(ID: B000ROAACM) Eternally Yours | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B006QYVTYU) Saxo Beets | CDs & Vinyl > Dance & Electronic > House | Rating: 4.3
(ID: B0757HTJCZ) Master Of Puppets Remastered | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.8
(ID: B00004V829) Ma Jeunesse Fout Le Camp | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B000A1OF6E) After All These Years | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.6
(ID: B00005YLON) Genocyber 2 | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 3.8
(ID: B000002QOA) Rockin' The Blues | CDs & Vinyl > Today's Deals in Music > Blues | Rating: 4.4
(ID: B0000040UN) The City of Lost Children | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.8
(ID: B06VXNJ4MT) Blue Velvet Soundtrack | CDs & Vinyl > Soundtracks | Rating: 4.6
(ID: B005DEVGFG) Original Album Series | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000059LET) Company You Keep | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.6
(ID: B01DLG73IG) Watch The World | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.4
(ID: B000002I2M) L.A. Woman | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B009KE33W4) The Ambient Zone Just Music Cafe, Vol. 4 | CDs & Vinyl > Pop > Easy Listening | Rating: 4.5
(ID: B003XKMS7C) Welsh Male Voice Choir Christmas | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.3
(ID: B003KIUKK4) Golden Age of Country Set Superset Various | CDs & Vinyl > Pop | Rating: 5.0
(ID: B000000XN8) Tatum Group Masterpieces, Vol 7 | CDs & Vinyl > Jazz > Traditional Jazz & Ragtime | Rating: 4.9
(ID: B000UGG350) We Can't Take Life For Granted | CDs & Vinyl > R&B > Funk | Rating: 4.5
(ID: B01MTX8WZW) The Devil Don't Sleep | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B00005B4GR) Big Towne 2061 | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.4
(ID: B00ZLE7YU4) If I've Only One Time Askin' | CDs & Vinyl > Pop | Rating: 4.6
(ID: B004NEV6MA) The Best Of Gary B.B. Coleman | CDs & Vinyl > Blues > Electric Blues | Rating: 4.5
(ID: B01F7FOJ22) Theories Of Flight | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B000008L7U) Stress | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.9
(ID: B000H30BT0) Lucky You Original Soundtrack | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.8
(ID: B089J17DLR) Bear's Sonic Journals: Found in the Ozone | CDs & Vinyl > Rock | Rating: 4.7
(ID: B001DZN5W6) Burn After Reading | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 3.4
(ID: B00000619N) Chronicles 1 | CDs & Vinyl > Rock > Progressive | Rating: 4.4
(ID: B00274SHZM) Greatest Hits | CDs & Vinyl > Classic Rock > Southern Rock | Rating: 4.8
(ID: B0000640B8) The Golden Age of American Rock 'n' Roll: Special Country Music Edition | CDs & Vinyl > Country > Bluegrass | Rating: 4.8
(ID: B00000IKMK) Brahms: Hungarian Dances complete | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.6
(ID: B00ADQ7JKA) Shine | CDs & Vinyl > Pop | Rating: 4.4
(ID: B000WMEAMU) Voice Lessons to Go: Stamina 4 | CDs & Vinyl > Comedy & Spoken Word > Spoken Word | Rating: 4.3
(ID: B000225Q32) Faces Memories Places | CDs & Vinyl > AutoRip | Rating: 5.0
(ID: B0012GDUAI) Rainbow's End (Rainbows) | CDs & Vinyl > Christian & Gospel | Rating: 4.9
(ID: B01GKJQN8C) Encore: Movie Partners Sing Broadway | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.5
(ID: B00N3G3PAK) Studio Albums | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.5
(ID: B000J563YI) Smokey And The Bandit 2 | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.7
(ID: B00FOSH9UC) Clychau Dibon | CDs & Vinyl > International Music > Africa | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B000008O4G
|
The Hits: Garth Brooks
| 5
|
AGIXFABIDD4HZWMCLSCDUEDN246Q
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Avenger: A Thriller | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Our Lost Constitution: The Willful Subversion of America's Founding Document | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
- Bradbury 13 (Dramatized) | Books > Science Fiction & Fantasy > Science Fiction | Rating: 4.0
- Dodger | Books > Teen & Young Adult > Literature & Fiction | Rating: 5.0
- The Baseball Box Prophecy: The Hag and the Box | Books > Science Fiction & Fantasy > Fantasy | Rating: 5.0
### User's music History:
- How To Train Your Dragon | CDs & Vinyl > Pop | Rating: 5.0
- The Way It Was | CDs & Vinyl > Pop | Rating: 5.0
- The Tourist James Newton Howard | CDs & Vinyl > Pop | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000002CWP) If You Love Me | CDs & Vinyl > Pop > Dance Pop | Rating: 4.9
(ID: B000AQKXTW) Savivity | CDs & Vinyl > Jazz > Bebop | Rating: 4.4
(ID: B07R44R8FZ) 8 Classic Albums | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B000001HFL) Listen to the Banned: 20 Risque Songs From The 20s & 30s | CDs & Vinyl > Pop > Oldies | Rating: 4.4
(ID: B0013L5M08) Nothing But the Best | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B00DAVNJQ8) Dunya | CDs & Vinyl > International Music > Middle East | Rating: 4.2
(ID: B000009NWQ) Who Says God Is Dead | CDs & Vinyl > Today's Deals in Music > Christian & Gospel | Rating: 5.0
(ID: B000008BOL) Consciousness | CDs & Vinyl > Jazz > Bebop | Rating: 4.3
(ID: B000000EAZ) Gospel Sound of Spirit Feel | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 5.0
(ID: B00L9EL68G) Double Live Gonzo | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000051Y1Y) At Last | CDs & Vinyl > R&B > Classic R&B | Rating: 4.7
(ID: B000008N41) A Musical Spectacular: Songs from the Classic MGM Musicals | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.5
(ID: B07HSM5VPM) Simple Case Of The Blues | CDs & Vinyl > Rock > Country Rock | Rating: 4.7
(ID: B00000JOV4) They Say | CDs & Vinyl > International Music > North America | Rating: 4.7
(ID: B000BOH98Q) Made in Miami | CDs & Vinyl > Dance & Electronic > House | Rating: 4.6
(ID: B00KG10ZXU) Sings The Great Italian HIts | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.7
(ID: B0000A4GC1) The Best Is Yet To Come | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B01LZWB0I8) Words In The Distance 1994-1998 | CDs & Vinyl > Rock | Rating: 4.6
(ID: B0007PICUI) Exotic Sounds of the Alter Boys | CDs & Vinyl > Dance & Electronic > House | Rating: 4.7
(ID: B084MZS1J5) Gold | CDs & Vinyl > Rock | Rating: 4.7
(ID: B01CJD62Y8) Goldfinger | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B001KVAMM4) Violin Concerto in E Minor | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B000046Q8N) Scandinavian Moods | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B09MD1SRLF) RESIST | CDs & Vinyl > AutoRip | Rating: 4.8
(ID: B003L8AKHG) Albums | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0000931MU) The Very Best of the A&M Years 1977-1988 | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.8
(ID: B0000025J5) Echoes of Spain | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.8
(ID: B008DL473E) Heart Like a Wheel | CDs & Vinyl > Pop > Soft Rock | Rating: 4.7
(ID: B00000JNPW) Claudio Arrau 3 III Great Pianists of the Century series Chopin / Debussy / Granados / Liszt / Mozart / Schubert | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B00004XMW5) Bill & Gloria Gaither - Harmony in the Heartland VHS | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.9
(ID: B0046CC6S2) Best of the Best | CDs & Vinyl > Country > Today's Country | Rating: 4.1
(ID: B01H4EW1LU) Mozart: Die Zauberflöte | CDs & Vinyl > Classical > Symphonies | Rating: 4.9
(ID: B001DKBJVA) Dvorak: Symphony No. 9 Shm | CDs & Vinyl > Imports > Classical | Rating: 4.4
(ID: B000002IJL) Stand By Me | CDs & Vinyl > Today's Deals in Music > Soundtracks | Rating: 4.7
(ID: B0000089LU) L'Italiano | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B01MTKIPA2) DARKNESS AND LIGHT Explicit Lyrics | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000WZSLWC) War of the Worlds (Original Radio Broadcast) | CDs & Vinyl > Comedy & Spoken Word > Spoken Word | Rating: 4.5
(ID: B000001B94) Little Dreamer/Lullabies/Young & Old | CDs & Vinyl > Blues > Contemporary Blues | Rating: 5.0
(ID: B00000J7IR) King Of Rock | CDs & Vinyl > R&B > Soul | Rating: 4.7
(ID: B000CCFKUG) PIANO a PIANO | CDs & Vinyl > International Music | Rating: 4.0
(ID: B00004WN09) Born to Do It | CDs & Vinyl > Dance & Electronic > House | Rating: 4.7
(ID: B00012QLM8) Fuera De Serie | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.4
(ID: B00005Y36H) Love Songs | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B000008JVD) Jimmy Reed 18 Greatest Hits Compact Command Performances | CDs & Vinyl > Blues > Regional Blues | Rating: 5.0
(ID: B006ASDYXQ) Disco Discography 1 | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.8
(ID: B00000E2Y2) Ponchielli: La Gioconda | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.3
(ID: B000000PDH) Cabin Fever | CDs & Vinyl > Jazz > Bebop | Rating: 4.6
(ID: B09JBKMRK2) Unforgettable...With Love | CDs & Vinyl > Pop | Rating: 4.8
(ID: B01A22VCB6) When You Walk A Long Distance You Are Tired | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000004AWY) Inevitable | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 4.5
(ID: B000005WNO) This Conversation Seems Like a Dream | CDs & Vinyl > Metal | Rating: 4.6
(ID: B0050AX20K) Madonna - Like A Virgin (Solid White Vinyl)(Back To The 80's Exclusive) (Vinyl) | CDs & Vinyl > Vinyl Store | Rating: 4.6
(ID: B000AA4GXW) Crazy Rhythm | CDs & Vinyl > Pop > Oldies | Rating: 4.5
(ID: B005SZ1NM6) Sparta Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.7
(ID: B00HVP46X4) A New Direction - Solo Piano | CDs & Vinyl > New Age | Rating: 5.0
(ID: B00006BC53) Sixties Hits | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B00000I952) Visitors | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B01AU17ZZQ) Bellini: 5 Complete Operas | CDs & Vinyl > Classical | Rating: 4.5
(ID: B000OZ2VIK) The Beatles at the Hollywood Bowl | CDs & Vinyl > Classic Rock | Rating: 4.4
(ID: B000000TMD) Vaughan Williams: Symphony 6 / Symphony 3 "Pastoral" | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B000LW7L2M) Baby Blues (1999) | CDs & Vinyl > International Music > Europe | Rating: 3.4
(ID: B003X5ETU6) This Is Greatest Hits | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00000071C) King of Instruments / Various | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.7
(ID: B000068ONU) Steady As She Goes Explicit Lyrics | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.6
(ID: B0BGWZ7JCS) At The Half Note Café, Vol.1 (Blue Note Tone Poet Series)[LP] | CDs & Vinyl > Blue Note Records | Rating: 4.8
(ID: B000001EQ3) Beyond Life With Timothy Leary | CDs & Vinyl > Comedy & Spoken Word > Spoken Word | Rating: 4.4
(ID: B000O77SKY) The Boy With No Name | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B00ZE5NSPA) Voice: Complete Season 8 Collection | CDs & Vinyl > R&B > Motown | Rating: 4.8
(ID: B000LP4O1K) Celtic Grace | CDs & Vinyl > International Music > Europe | Rating: 5.0
(ID: B000068QEL) Mediterranean Tales | CDs & Vinyl > Rock > Progressive | Rating: 4.4
(ID: B074J9RHY2) Rise | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B008VBSQII) Standup Comedian Explicit Lyrics | CDs & Vinyl > Comedy & Spoken Word | Rating: 4.7
(ID: B00KH2X1YI) Pink Shoelaces & Rainbows ORIGINAL RECORDINGS REMASTERED | CDs & Vinyl > Pop > Easy Listening | Rating: 4.7
(ID: B000008KSR) Free Your Feelings | CDs & Vinyl > Dance & Electronic > House | Rating: 4.0
(ID: B016MSBR6O) III - 2015 Edition | CDs & Vinyl > Pop | Rating: 4.5
(ID: B00RUT3DP8) Toto XIV | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0002PQ13S) Ammunition Dub Collection | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.0
(ID: B00000217O) Strip Jointz 1 | CDs & Vinyl > Pop > Dance Pop | Rating: 4.8
(ID: B002APNO24) Sleep | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.5
(ID: B000B9RVQG) Intuition | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 5.0
(ID: B014S315GC) Blood Is Thicker Than Gold | CDs & Vinyl > Blues | Rating: 4.5
(ID: B00013NDJQ) The Spanish Guitar Golden Classics | CDs & Vinyl > Today's Deals in Music > World Music | Rating: 4.0
(ID: B0000282VA) The Auctioneer | CDs & Vinyl > Country > Classic Country | Rating: 4.5
(ID: B001DJ7QPE) Nervous Constellations | CDs & Vinyl > Pop | Rating: 4.2
(ID: B000000Z3P) Tenor Scene | CDs & Vinyl > Jazz > Bebop | Rating: 4.9
(ID: B0000014CF) Best of Operetta 1 | CDs & Vinyl > Classical > Chamber Music | Rating: 3.9
(ID: B000M502GU) Mary Poppins Original Soundtrack | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.7
(ID: B00A2WNB2A) Apokalypsis | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00447G2T8) 7 Sinners | CDs & Vinyl > Pop | Rating: 4.4
(ID: B00KB49272) From Parts Unknown | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.8
(ID: B0090PX440) A Jewish Celebration | CDs & Vinyl > International Music > Middle East | Rating: 4.7
(ID: B01BVENAD2) Marvel's Music from Captain America | CDs & Vinyl > Children's Music > Disney | Rating: 4.5
(ID: B000000RQS) Car Trax: California Cruisin | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.2
(ID: B0762SS5L5) Lullaby Renditions of Bruno Mars | CDs & Vinyl > Children's Music > Lullabies | Rating: 4.5
(ID: B0742XTS7B) Darkest Darks, Lightest Lights | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0080HAFSC) Slaughterhouse | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000OYC1MC) Beau Brummels 66 | CDs & Vinyl > Folk > Traditional Folk | Rating: 3.5
(ID: B0745J37PJ) Venice Mating Call | CDs & Vinyl > Folk | Rating: 4.5
(ID: B000099O4N) Supperclub Presents Nomads | CDs & Vinyl > Pop > Dance Pop | Rating: 3.9
(ID: B000087HXN) Trans Europe Express | CDs & Vinyl > International Music > Europe | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00RUT3DP8
|
Toto XIV
| 5
|
AEVAM6HQVDOOWTW4FGGKA45VZIUA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Pioneer Woman Cooks: The New Frontier | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
- Rachael Ray 50: Memories and Meals from a Sweet and Savory Life: A Cookbook | Books > Biographies & Memoirs > Arts & Literature | Rating: 5.0
- Train (DK Eyewitness Books) | Books > Children's Books > Science, Nature & How It Works | Rating: 5.0
- Mom Knows Best Cookbook (Everyday Cookbook Collection) | Books > Cookbooks, Food & Wine > Cooking Methods | Rating: 5.0
- 2015 Gooseberry Patch Appointment Calendar (Gooseberry Patch Calendars) | Books > Cookbooks, Food & Wine > Entertaining & Holidays | Rating: 2.0
- Busy-Day Slow Cooking Cookbook (Everyday Cookbook Collection) | Books > Cookbooks, Food & Wine > Kitchen Appliances | Rating: 4.0
- The Everyday Meat Guide: A Neighborhood Butcher's Advice Book (Meat Cookbook, Meat Eater Cookbook, Paleo Cookbook) | Books > Cookbooks, Food & Wine > Cooking by Ingredient | Rating: 4.0
- If Animals Kissed Good Night | Books > Children's Books > Growing Up & Facts of Life | Rating: 5.0
- Santa's Little Engine (Thomas & Friends) (Step into Reading) | Books > Children's Books > Literature & Fiction | Rating: 5.0
- Great Food Fast : Bob Warden's Ultimate Pressure Cooker Recipes | Books > Cookbooks, Food & Wine > Kitchen Appliances | Rating: 2.0
### User's music History:
- Greatest Hits: Decade #1 | CDs & Vinyl > Country > Today's Country | Rating: 5.0
- Steel Magnolia | CDs & Vinyl > Country > Today's Country | Rating: 5.0
- Man Against Machine | CDs & Vinyl > Country > Today's Country | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00004YU9H) Schubert: Die Schone Mullerin ~ Gura | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.3
(ID: B0000020BV) Loooking Goood! | CDs & Vinyl > Indie & Alternative > Ska | Rating: 4.8
(ID: B00004TCQN) Really Really | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.5
(ID: B00LTM1D5O) The Big Revival | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B009SYZACW) Golden Age of Song | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000050IE6) Still Life | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B00004T9AR) Islands | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B0000030GF) David Del Tredici: Steps/Haddocks Eyes | CDs & Vinyl > Classical > Symphonies | Rating: 4.6
(ID: B00001IVOQ) Beethoven: Violin Sonatas No. 5 - Spring & No. 9 - Kreutzer | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.9
(ID: B00003INJR) California Dreamin` | CDs & Vinyl > Pop > Oldies | Rating: 4.3
(ID: B000000609) Day at the Beach | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.2
(ID: B001CSQIRS) ECM Touchstones: Batik | CDs & Vinyl > Jazz > Bebop | Rating: 4.2
(ID: B000NA289I) South African Homecoming | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.1
(ID: B07TH15QGN) Mott The Hoople | CDs & Vinyl > Rock | Rating: 4.7
(ID: B000003A0O) Trolling the Hootchy | CDs & Vinyl > Blues > Electric Blues | Rating: 4.5
(ID: B00TKGOKGK) Day Dream | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B00000391N) Doc & Dawg | CDs & Vinyl > Country > Classic Country | Rating: 4.8
(ID: B004NDVKIQ) ICON | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00000AFKI) To Hot for the Devil | CDs & Vinyl > Today's Deals in Music > Blues | Rating: 4.5
(ID: B098KRCSPC) A Valediction | CDs & Vinyl > Metal | Rating: 4.7
(ID: B0089N77PG) Up All Night: The Mexican Souvenir Edition | CDs & Vinyl > Rock | Rating: 4.8
(ID: B000005P72) Return of the Guardians | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B016W6402E) As I Am | CDs & Vinyl > Rap & Hip-Hop > International Rap | Rating: 4.7
(ID: B0000EI2KT) The Dresden Dolls | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B06XDRWGGF) Warning Signs | CDs & Vinyl > Country > Bluegrass | Rating: 4.9
(ID: B008F1NJ54) Piramida | CDs & Vinyl > Pop | Rating: 4.3
(ID: B00AAVMLB0) Serie de Oro | CDs & Vinyl > Latin Music > Latin Pop | Rating: 5.0
(ID: B0000002RY) Anchored In Love: Their Complete Victor Recordings - 1927-1928 | CDs & Vinyl > Country > Classic Country | Rating: 4.7
(ID: B008M7NR08) For My Parents | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.6
(ID: B004VY1XHK) Strong Love | CDs & Vinyl > AutoRip | Rating: 5.0
(ID: B0099TIWHG) Walking Home | CDs & Vinyl > Jazz | Rating: 5.0
(ID: B00009B8EQ) It's Nap Time | CDs & Vinyl > Children's Music | Rating: 4.8
(ID: B000K30BBU) Listen To The City | CDs & Vinyl > Classical | Rating: 4.4
(ID: B000001G3K) Come to My Window / Ain't It Heavy | CDs & Vinyl > Pop > Adult Alternative | Rating: 5.0
(ID: B0000014S6) La Femme Nikita Soundtrack | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.5
(ID: B0019GAOI2) Modern Guilt | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.6
(ID: B000002SRN) Poulenc: Dialogues des Carmélites | CDs & Vinyl > Opera & Classical Vocal > Operettas | Rating: 4.6
(ID: B00DT55OO0) Moon Tides | CDs & Vinyl > Pop | Rating: 4.6
(ID: B01N5GAI1T) Station to Station 2016 | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00000JMC4) Crave | CDs & Vinyl > R&B > Neo-Soul | Rating: 4.7
(ID: B000000EB7) Best Of Eric Andersen | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.2
(ID: B000N0W9EW) French Chamber Music | CDs & Vinyl > Classical > Forms & Genres | Rating: 3.5
(ID: B000PY30K8) Caravan | CDs & Vinyl > Jazz > Bebop | Rating: 4.8
(ID: B006ONOUWQ) Coleccion Definitiva | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.7
(ID: B01C4LNK1S) Music for Meditation Yoga & Any Other Wellbeing Moments | CDs & Vinyl > Pop > Easy Listening | Rating: 4.5
(ID: B0091V6T40) Playlist: The Very Best Of Laura Nyro | CDs & Vinyl > Pop | Rating: 4.4
(ID: B003ZX23NG) Essential Billy Joel | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.7
(ID: B07HGHZ7KQ) Kalapana the Original Album Collection | CDs & Vinyl > Rock | Rating: 4.9
(ID: B07QLB6PT2) Tinnitus The Night | CDs & Vinyl > Rock > Hard Rock | Rating: 4.5
(ID: B00KYQS3TA) Through Art We Are All Equals | CDs & Vinyl > Metal | Rating: 4.6
(ID: B00008EX7B) We Insist! Max Roach's - Freedom Now Suite | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.6
(ID: B000000QCV) Rompin & Stompin | CDs & Vinyl > Jazz > Dixieland | Rating: 5.0
(ID: B000003IXT) Fantasie Espagnole | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.2
(ID: B00004S2TH) La Fanciulla del West | CDs & Vinyl > Opera & Classical Vocal > Operettas | Rating: 3.4
(ID: B000DXS7H2) Fever You Can't Sweat Out | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B000IHY9AM) Best | CDs & Vinyl > Country > Americana | Rating: 4.7
(ID: B0000032NX) Soul Hits of the '70s: Didn't It Blow Your Mind! - Vol. 5 | CDs & Vinyl > R&B > Soul | Rating: 4.6
(ID: B001R0KH4G) Centennial Celebration | CDs & Vinyl > Jazz | Rating: 3.1
(ID: B00M1SRAT8) Engelbert Calling | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.7
(ID: B000066RO7) It's All About The Blues | CDs & Vinyl > Blues > Regional Blues | Rating: 3.0
(ID: B00000261Q) Make It Big | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.7
(ID: B00004YWVE) Live in Concert | CDs & Vinyl > R&B > Contemporary R&B | Rating: 4.2
(ID: B002IPDZAW) The Essential Roy Orbison 3.0 | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B00009QI3R) New York City | CDs & Vinyl > Blues > Regional Blues | Rating: 4.4
(ID: B000006E49) Super Natural | CDs & Vinyl > Rock > Jam Bands | Rating: 4.6
(ID: B001L4LABM) Les Doigts Dans La Prise | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B00000JZ7P) Love Sweat | CDs & Vinyl > Classic Rock > Arena Rock | Rating: 4.6
(ID: B00VQS32P0) Emerald | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.4
(ID: B00413GTKW) along comes mary / cherish 45 rpm single | CDs & Vinyl > Vinyl Store | Rating: 4.6
(ID: B00002CF4Y) The Bone Collector Soundtrack | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.5
(ID: B000003BBN) Paul Togawa Quartet | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B00EWJ3Y6C) C.U.L.T: Too Young to Die | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.7
(ID: B00004U66W) Big Sounds of the Drags | CDs & Vinyl > Dance & Electronic > Big Beat | Rating: 4.8
(ID: B00000HZPS) One World | CDs & Vinyl > New Age > Meditation | Rating: 4.5
(ID: B000000QI6) Life's What You Make It | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.1
(ID: B0000C8YN9) Tunula Eno | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.6
(ID: B000008C4M) Guitar Artistry of | CDs & Vinyl > Jazz > Bebop | Rating: 5.0
(ID: B000002O29) Six Silver Strings | CDs & Vinyl > Today's Deals in Music > Blues | Rating: 4.0
(ID: B0000E1AM4) Politics | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.1
(ID: B00007FKUE) Postaeolian Train Robbery | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B00514MDXW) Best Of Exhilarate Soundtrack, Vol. 1 | CDs & Vinyl > International Music | Rating: 4.2
(ID: B0012OTVQ2) Beat Me Daddy Eight To The Bar: Boogie Woogie Hits | CDs & Vinyl > Pop > Easy Listening | Rating: 4.4
(ID: B000024PKN) Lighting Strikes Twice | CDs & Vinyl > Classic Rock > Southern Rock | Rating: 4.3
(ID: B0000A4GDS) Jazzmasters 4 | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.5
(ID: B07DKS65JF) The Graveyard | CDs & Vinyl > Metal > Black Metal | Rating: 4.6
(ID: B07CSLK5SF) All That Reckoning | CDs & Vinyl > Rock | Rating: 4.6
(ID: B000BHN7NE) Cry, My Guitar | CDs & Vinyl > International Music > South & Central America | Rating: 4.3
(ID: B009JI4EVU) No Baby for You | CDs & Vinyl > Comedy & Spoken Word | Rating: 4.8
(ID: B000063T5K) Beautiful | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.2
(ID: B000008J69) Don't Stop | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.6
(ID: B000008PMA) Very Early | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.5
(ID: B000006ROB) Gaia | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B071XGB5VH) Blue & Lonesome - The Original Versions Plus 19 Other Blues And R&B Classics Covered By The Stones ORIGINAL RECORDINGS REMASTERED | CDs & Vinyl > Blues | Rating: 4.3
(ID: B000046S13) Up to Here | CDs & Vinyl > Classic Rock > Arena Rock | Rating: 4.8
(ID: B00000DF6H) Good Side Bad Side | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.6
(ID: B00ARXVCK2) Legend of Love K2KD | CDs & Vinyl > Pop | Rating: 5.0
(ID: B0000630YA) Welcome to My Nightmare | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B000BM3YH8) Stormblast MMV Bonus | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B00005NDFR) Agatsuma | CDs & Vinyl > Imports > Rock | Rating: 4.5
(ID: B000002W7J) Best of Dolly Parton | CDs & Vinyl > Country > Today's Country | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00LTM1D5O
|
The Big Revival
| 3
|
AGMDTQJ3SHET5UUXT2V2NKO2XF4Q
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Juiced: Wild Times, Rampant 'Roids, Smash Hits, and How Baseball Got Big | Books > Biographies & Memoirs > Community & Culture | Rating: 5.0
- Cruel Tricks for Dear Friends | Books > Humor & Entertainment > Humor | Rating: 3.0
- Catch-22: Introduction by Malcolm Bradbury (Everyman's Library) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Rabbit, Run | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Great Expectations (Everyman's Library) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Postman | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Cuba Libre | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
### User's music History:
- Golden Throats: The Great Celebrity Sing Off | CDs & Vinyl > Pop > Oldies | Rating: 5.0
- What Am I Doing in New Jersey | CDs & Vinyl > Comedy & Spoken Word > Spoken Word | Rating: 5.0
- Mr Spock's Music From Outer Space | CDs & Vinyl > Comedy & Spoken Word > Comedic Music | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B0001HAHHS) Britten: A Ceremony of Carols | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.7
(ID: B000069JLG) Beethoven: Piano Concerto No. 5, Op. 73 "Emperor" & Triple Concerto, Op. 56 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B0015I2PEU) The Spirit Of New Orleans | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.2
(ID: B000031VRG) Sevillanas | CDs & Vinyl > Dance & Electronic > World Dance | Rating: 4.6
(ID: B0068TTI7I) Gregorian Chant for Meditation Chant Music for the Soul | CDs & Vinyl > CD Rarities | Rating: 4.5
(ID: B000091NKA) Leather Jackets ,, Elton John | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.3
(ID: B0000296U2) Fallow | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.6
(ID: B000000FC8) Plastic Surgery & In God We Trust Inc | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B0011Z692Q) Live At The Monterey Jazz Festival 1994 | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B001U4XZT8) Eccles: Judgement of Paris . Three Mad Songs | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B00V435UG6) Creation | CDs & Vinyl > Jazz > Traditional Jazz & Ragtime | Rating: 4.5
(ID: B00B7IJEMY) Sun Ship: The Complete Sessions | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B0024EWP58) Alkohol: Sljivovica & Champagne | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B00008Z6T9) Once Upon a Time In America | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.9
(ID: B0046CUJJA) The Chronicles of Narnia: The Voyage of the Dawn Treader | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000002MIA) Star | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 4.7
(ID: B00007MB83) Love Songs | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.5
(ID: B00TIOZNG0) Live at Biko | CDs & Vinyl > Rock | Rating: 4.2
(ID: B015VGC9TC) Sin and Salvation: Live At The Carlyle | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0001WGE48) Scissor Sisters | CDs & Vinyl > Pop > Dance Pop | Rating: 4.5
(ID: B07GKGCPGB) Various Artists - Riverdale Carrie The Musical Original Television Soundtrack Limited Edition Red color LP Vinyl | CDs & Vinyl > Soundtracks | Rating: 4.1
(ID: B00004V9PB) Saint-Saens: REQUIEM | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.2
(ID: B004LS4NDW) Vampire Knight: Original Soundtrack | CDs & Vinyl > Soundtracks | Rating: 4.6
(ID: B01GIKM724) Wintergatan Bonus Track | CDs & Vinyl > AutoRip | Rating: 4.8
(ID: B000M897OA) Oh! Gravity- Best Buy Exclusive | CDs & Vinyl > Christian & Gospel > Rock & Alternative | Rating: 3.7
(ID: B000E1NX3G) The Believer | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 3.6
(ID: B0000U4PUG) Spirit Of '94 Explicit Lyrics | CDs & Vinyl > International Music > Far East & Asia | Rating: 3.0
(ID: B014LZ9H2Q) A Sort Of Homecoming | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000056OMS) DNA.LevelOne.Activation 2 | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.6
(ID: B0000025HI) Master Of The Game | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.8
(ID: B004YP3U7M) The Pulitzer Project: Pulitzer Prize-Winning Works by Schuman, Sowerby & Copland | CDs & Vinyl > Classical > Symphonies | Rating: 4.4
(ID: B000YD7EYI) New Attitude | CDs & Vinyl > Pop > Adult Alternative | Rating: 5.0
(ID: B09GP18D6K) Blurryface | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B000A3MHWG) Wrong Way Up | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B006W33T7K) Hits Collection | CDs & Vinyl > Pop | Rating: 4.5
(ID: B0948LNSDS) Small Town Boy Deluxe | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0007RO57K) Mass in B Minor | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.4
(ID: B000BTULGS) Friedrich Kummer: Cello Duets | CDs & Vinyl > Classical > Chamber Music | Rating: 5.0
(ID: B000008J2G) Stronger Than the Mafia | CDs & Vinyl > R&B > Soul | Rating: 4.2
(ID: B08L14W9LB) Waiting To Continue | CDs & Vinyl > Jazz | Rating: 5.0
(ID: B003TXS7G4) Wordpower | CDs & Vinyl > CD Rarities | Rating: 4.7
(ID: B0018RWMUU) La Mas Completa Coleccion | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.5
(ID: B000008IUZ) Venus Kissed the Moon | CDs & Vinyl > Pop | Rating: 4.2
(ID: B000001DOQ) My 6 Latest & 6 Greatest | CDs & Vinyl > Country | Rating: 4.3
(ID: B00004S9RN) Feelin So Good | CDs & Vinyl > Latin Music > Latin Pop | Rating: 3.6
(ID: B00E6G23CW) Fresh Evidence | CDs & Vinyl > Rock > Blues Rock | Rating: 4.6
(ID: B003LWLG3O) Witchkrieg | CDs & Vinyl > Metal > Death Metal | Rating: 4.7
(ID: B004TWOXAI) Yiddish, Klezmer and Sephardic Music | CDs & Vinyl > International Music > Middle East | Rating: 4.6
(ID: B000A7HF6U) Piano Transcriptions | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B000003XIB) Piano Concerto 2 / Piano Concerto 3 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B002NULKTK) Escape Route | CDs & Vinyl > Rap & Hip-Hop > East Coast | Rating: 4.2
(ID: B003FMV0PY) White Noise Sleeping Sounds for Sound Sleep | CDs & Vinyl > Children's Music | Rating: 4.0
(ID: B000U1ZIR4) Foregone Conclusion | CDs & Vinyl > Pop > Adult Alternative | Rating: 5.0
(ID: B000008MQH) Heavy Weather Sunlight Again | CDs & Vinyl > R&B > Contemporary R&B | Rating: 4.3
(ID: B00006ZXOJ) Jethro Tull: Too Old to Rock 'N' Roll, Too Young to Die | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B00005KATP) Extended Versions | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 3.5
(ID: B0009W5IWO) El Sexto Sentido | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.2
(ID: B000GY72G0) Gothic Spirits | CDs & Vinyl > Rock > Progressive | Rating: 4.2
(ID: B0798GS4PW) 52nd Street | CDs & Vinyl > Rock | Rating: 4.6
(ID: B00OYH1WKW) Holiday Magic Coast Style CD | CDs & Vinyl > Holiday & Wedding | Rating: 4.4
(ID: B000TZI4QS) Heresy | CDs & Vinyl > Dance & Electronic > Techno | Rating: 4.8
(ID: B000000R26) Fog Tropes / Gradual Requiem | CDs & Vinyl > Classical > Chamber Music | Rating: 5.0
(ID: B00004TRS3) Southern Comfort | CDs & Vinyl > Classic Rock > Southern Rock | Rating: 4.6
(ID: B00HQSBS50) Love Letters | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.7
(ID: B01N6E9I94) Songs Our Dads Wrote | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B0000025H4) Unleashed In The East Live In Japan | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.8
(ID: B07G1YC47W) Earthly Days | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.6
(ID: B000000USG) Honest I Do & Other Classics | CDs & Vinyl > Today's Deals in Music > Blues | Rating: 5.0
(ID: B0000DD75X) Entre Amigos Y Exitos | CDs & Vinyl > Latin Music > Latin Pop | Rating: 5.0
(ID: B001DMF2T8) 1972 Blues & Jazz festival 180g 45RPM 8LP Box Set | CDs & Vinyl > Blues | Rating: 4.0
(ID: B00008E2M4) Roaming | CDs & Vinyl > International Music > Europe | Rating: 3.6
(ID: B00004NRXK) Tunnel Into Summer | CDs & Vinyl > Pop > Adult Alternative | Rating: 3.3
(ID: B00AKV1KAS) Playlist: The Very Best of Mountain | CDs & Vinyl > Pop | Rating: 5.0
(ID: B086BBXJK1) NOW Yacht Rock 2 Translucent Shimmery Sea Glass | CDs & Vinyl > Rock | Rating: 4.7
(ID: B000ENUL70) Route 666 explicit_lyrics | CDs & Vinyl > Metal > Death Metal | Rating: 5.0
(ID: B000006TNQ) Restless Heart | CDs & Vinyl > Classic Rock > Arena Rock | Rating: 4.7
(ID: B00FJX96FS) Rescue & Restore Foreign & Familiar Edition | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B0000AQVED) Baked Alaska: Cool Sounds of Martin Denny | CDs & Vinyl > International Music > Pacific Islands | Rating: 4.4
(ID: B00JPO96RU) Restart | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B000QUU2N4) Lost 1967 Album - Rarities 1 | CDs & Vinyl > Folk > Traditional Folk | Rating: 3.4
(ID: B000005ENR) Dead Elvis | CDs & Vinyl > Dance & Electronic > Big Beat | Rating: 4.5
(ID: B000CQ97WY) Alegría Cirque du Soleil | CDs & Vinyl > International Music > North America | Rating: 4.6
(ID: B07T4RYNVT) Complete Potatoland: Remastered & Expanded | CDs & Vinyl > Rock | Rating: 4.5
(ID: B000002LJZ) Chicago - Greatest Hits: 1982-1989 | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.8
(ID: B08J5BHTGS) The Jerky Boys | CDs & Vinyl > Comedy & Spoken Word | Rating: 4.1
(ID: B000MKE7X4) Desolation Boulevard | CDs & Vinyl > Classic Rock > Glam | Rating: 4.7
(ID: B01MU7BSJQ) Relayer | CDs & Vinyl > Pop | Rating: 4.4
(ID: B0000006C5) Scott Hamilton 2 | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.7
(ID: B001TW693K) Traditional Music To Scotland | CDs & Vinyl > International Music > Europe | Rating: 4.4
(ID: B000003U6N) H2O | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.6
(ID: B00305GLKA) Lost in Dirty Dancing | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B00005J9YE) What I Learned About Ego, Opinion, Art & Commerce | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B000002LEY) Buenas Noches From a Lonely Room | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.8
(ID: B07X6CN5V6) Faulkner County | CDs & Vinyl > Country | Rating: 4.7
(ID: B000KM3ICK) How Many Times Can We Say Goodbye? | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.4
(ID: B00WV0KWL4) Doobie Brothers | CDs & Vinyl > Pop | Rating: 4.7
(ID: B008B094EY) Run | CDs & Vinyl > Blues | Rating: 4.8
(ID: B00004UAIU) Too Much Stereo | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B003YP7NAI) Introduction to Syd Barrett | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00DPH7SSW) PICKIN' UP THE PIECES | CDs & Vinyl > Rock > Country Rock | Rating: 4.5
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0000025H4
|
Unleashed In The East Live In Japan
| 5
|
AE3VYKJLJQ6II7JYUMXKN7K4BXYQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Raven Black: Book One of the Shetland Island Mysteries | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Crow Tarot | Books > Religion & Spirituality > New Age & Spirituality | Rating: 5.0
- Chrysalis Tarot | Books > Religion & Spirituality > New Age & Spirituality | Rating: 5.0
- Enchanted Forest: An Inky Quest and Coloring book (Activity Books, Mindfulness and Meditation, Illustrated Floral Prints) | Books > Children's Books > Activities, Crafts & Games | Rating: 5.0
- Beyond Reach | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
### User's music History:
- Tso - The Lost Christmas | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 5.0
- Goodbye My Lover Pt 1 | CDs & Vinyl > Pop > Adult Alternative | Rating: 5.0
- Fleetwood Mac - Destiny Rules | CDs & Vinyl > International Music > Europe | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B07JYQN74T) I'm Every Woman: Decades in the Groove Warner Bros. Records 60th Anniversary Collection | CDs & Vinyl > Dance & Electronic | Rating: 4.7
(ID: B000091NVJ) Music From Graffiti Bridge explicit_lyrics | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0000641CD) Osmium | CDs & Vinyl > Today's Deals in Music > R&B | Rating: 4.6
(ID: B004C9P9M4) Them Dirty Blues | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B082PQML3B) Project-K | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B000000DDO) 25 Hits Special Collection | CDs & Vinyl > Country > Today's Country | Rating: 4.5
(ID: B00004NRWX) Chili Pepper Sunset | CDs & Vinyl > Country > Today's Country | Rating: 4.9
(ID: B0002EWVSI) Bringin on the Heartbreak | CDs & Vinyl > Pop | Rating: 3.8
(ID: B0000668JX) Sound of the Jam | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.6
(ID: B000002KMR) Lady & Her Music: Live on Broadway | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B0000009TQ) You Can't Do That On Stage Anymore - Vol. 4 | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B007VI17ME) Top 25 Praise Series Classics Edition | CDs & Vinyl > Christian & Gospel > Praise & Worship | Rating: 4.7
(ID: B000BW9USU) One Long Song | CDs & Vinyl > Imports > Rock | Rating: 4.7
(ID: B000JJSJBE) Arroz Con Habichuela | CDs & Vinyl > Today's Deals in Music > Latin Music | Rating: 4.9
(ID: B00LGGKWGY) Antologia | CDs & Vinyl > International Music | Rating: 3.8
(ID: B00005BGUE) Ishati | CDs & Vinyl > International Music | Rating: 3.2
(ID: B077PKNR8M) Orchestral Works | CDs & Vinyl > Classical > Chamber Music | Rating: 4.5
(ID: B001EGFXFG) The Best of Big Bertha - Vol.1 | CDs & Vinyl > Pop > Easy Listening | Rating: 4.6
(ID: B00016L9LM) To Heaven and Beyond | CDs & Vinyl > New Age > Meditation | Rating: 4.8
(ID: B00005A89I) Throwing Myself | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.2
(ID: B00005LNE6) A Revolution Transmission | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.6
(ID: B0002VGU1U) Sportin Life | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.5
(ID: B000BFNZI8) Best of the Best LACY J. DALTON | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.5
(ID: B00LOORN8I) The Songs of Distant Earth | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000008LO2) Direct | CDs & Vinyl > R&B > Funk | Rating: 4.4
(ID: B001TW68IG) Rising | CDs & Vinyl > Classic Rock > Glam | Rating: 4.4
(ID: B0039208L2) Sparkle City | CDs & Vinyl > Country | Rating: 4.0
(ID: B004UHF62Q) The Blasters Live 1986 | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00NV8YCL6) Signs & Wonders | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.5
(ID: B00006GOEO) An All Star Lineup Performing The Songs Of Pink Floyd | CDs & Vinyl > Rock > Progressive | Rating: 3.7
(ID: B0000C6VO3) Streams of Success | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.1
(ID: B000002N1O) Live at Azusa | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B000053F0U) Nerve-Wrackin' Christmas Part 2 | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.9
(ID: B002GYS1EU) Fluorescent Black | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.5
(ID: B01N4EBIWD) A Little Bit Of Soul 1957-1962 ORIGINAL RECORDINGS REMASTERED | CDs & Vinyl > Blues | Rating: 4.8
(ID: B005ED5NKU) Blues, Ballads and Work Songs | CDs & Vinyl > Blues > Vocal Blues | Rating: 4.7
(ID: B000000X8S) Universe 4: A Hearts Of Space Collection | CDs & Vinyl > Rock > Progressive | Rating: 3.9
(ID: B00004SGH2) Masquerade Ball | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B00ISYLBHG) Heroes | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B0000DI4UI) A Tribute To Audioslave | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 2.7
(ID: B004KX5KPI) The Boatman's Call | CDs & Vinyl > Rock | Rating: 4.7
(ID: B003L8AKG2) Nil Recurring | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B0000046Q9) Three Originals | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.8
(ID: B0000668MU) The Very Best of The Searchers | CDs & Vinyl > Classic Rock > British Invasion | Rating: 4.5
(ID: B0000248LM) 1039 / Smoothed Out Slappy Hours | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B004HIEM1O) Self-Titled | CDs & Vinyl > Pop | Rating: 3.5
(ID: B000027IFO) Archives of Arabian Music 1 | CDs & Vinyl > International Music > Africa | Rating: 2.5
(ID: B001MBTRSC) Tranquil Vibrations of Deep Resonant Chimes, Ocean Waves, Rain and Thunder | CDs & Vinyl > New Age > Relaxation | Rating: 3.9
(ID: B000002BWS) Sex & Religion | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.5
(ID: B000002P2B) Moseley Shoals | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B000046Q2R) Bach Edition 6 - Bach: Brandenburg Concertos I 1,2,3 & 6 | CDs & Vinyl > Classical > Forms & Genres | Rating: 3.7
(ID: B000V9B7P2) The Arthur Fiedler Legacy: From Fabulous Broadway To Hollywood's Reel Thing, Vol. 4 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B002DM3406) Waylon & Willie (& Willie Nelson, 1978) / Vinyl record [Vinyl-LP] | CDs & Vinyl > Vinyl Store | Rating: 4.8
(ID: B0029VX276) OPTION PARALYSIS | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B0002ZDVR2) Walking Cloud and Deep Red Sky, Flag Fluttered and The Sun Shined | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.6
(ID: B001CB6RPS) Gift of Screws | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.4
(ID: B000VUDSGC) Fairport Convention: Maidstone 1970 | CDs & Vinyl > International Music > Europe | Rating: 4.0
(ID: B000007QWO) Angels Versus Animals | CDs & Vinyl > International Music > Europe | Rating: 4.3
(ID: B005CAAY8Q) 30 Favorite Bluegrass Hymns: Instrumental Bluegrass Gospel Favorites | CDs & Vinyl > Christian & Gospel > Country & Bluegrass | Rating: 4.6
(ID: B000GDH8RO) Put It in the Alley | CDs & Vinyl > Blues | Rating: 4.3
(ID: B0016AK3DW) If | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.6
(ID: B000007Z8U) Time to Remember 1956 | CDs & Vinyl > Pop | Rating: 5.0
(ID: B00CCEHQ2M) Minnie's Favorites Songs From Mickey Mouse Clubhouse | CDs & Vinyl > Children's Music > Disney | Rating: 4.9
(ID: B00ZR9LZTY) Meri Kahani - Best Of Arijit Singh (2-CD Set) | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 3.8
(ID: B00000JA0F) Jess Roden | CDs & Vinyl > Country > Bluegrass | Rating: 4.6
(ID: B00IGJLCX6) Scream for Love: The Remixes | CDs & Vinyl > Pop > Dance Pop | Rating: 3.3
(ID: B0007XL392) Baby's First Lullabies | CDs & Vinyl > Children's Music > Educational | Rating: 5.0
(ID: B003CNUL1K) Belus | CDs & Vinyl > Metal > Black Metal | Rating: 4.7
(ID: B0034A7Y16) I Believe | CDs & Vinyl > Jazz | Rating: 4.4
(ID: B0154ZSZMU) LIVE All Access Edition | CDs & Vinyl > Holiday & Wedding | Rating: 4.7
(ID: B071VTWWBW) Nick Lowe and His Cowboy Outfit | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000QGDIC0) Home for the Holidays | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.5
(ID: B0000CABLQ) Dangerous Magical Noise | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.5
(ID: B004ILRG9U) Late Night Jazz / Various | CDs & Vinyl > Jazz | Rating: 4.3
(ID: B003Y01JKS) In the Name of Love | CDs & Vinyl > R&B > Soul | Rating: 3.6
(ID: B0002IQI88) House Of Secrets Explicit Lyrics | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.5
(ID: B000001DUI) Joseph And The Amazing Technicolor Dreamcoat 1991 London Revival Cast | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.5
(ID: B0090PX4SG) I'm Right Here | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.8
(ID: B00001R3C5) Dr Hee | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.6
(ID: B0000029AS) Rocks | CDs & Vinyl > Today's Deals in Music > Classic Rock | Rating: 4.8
(ID: B00002JXA1) Jasnoslyszenie | CDs & Vinyl > International Music > Europe | Rating: 4.1
(ID: B000VAQX8C) Fast Lane Addiction | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.6
(ID: B00175G78Q) iWorship Special Platinum Edition | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.9
(ID: B002IDH5C8) Love Don't Make You Juliet | CDs & Vinyl > Folk > Contemporary Folk | Rating: 5.0
(ID: B072HFY8CN) Hope | CDs & Vinyl > New Age > Meditation | Rating: 4.7
(ID: B000005S17) The Best of Living in a Box | CDs & Vinyl > Pop > Dance Pop | Rating: 3.9
(ID: B000006Z6K) Chiastic Slide eng | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.7
(ID: B00000AEO6) Ghost of the Willow Grove | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.0
(ID: B00004U8EF) Soundcolors 3 | CDs & Vinyl > Dance & Electronic > House | Rating: 5.0
(ID: B001GD6VUI) Talento de Barrio / Straight from the Barrio | CDs & Vinyl > Latin Music > Reggaeton | Rating: 4.6
(ID: B00008G71P) Hiroshima | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.5
(ID: B000F1HQYW) Wayo Bring War | CDs & Vinyl > International Music > Europe | Rating: 3.5
(ID: B000002OZL) Top O' The Morning: His Irish Collection | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B01D5IZZJ4) Boxes | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.6
(ID: B003YGC7XU) Mi Ni¤a Bonita Reloaded | CDs & Vinyl > Latin Music > Latin Hip-Hop | Rating: 4.2
(ID: B00D39AMF8) Shape of Dreams | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.6
(ID: B0000047H7) Motown Legends | CDs & Vinyl > Today's Deals in Music > R&B | Rating: 4.4
(ID: B0012DR4CG) LEGENDS Karaoke CDG All Choice Hits of JIM REEVES | CDs & Vinyl > Karaoke | Rating: 4.1
(ID: B000008EVN) Necessary Measures | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.4
(ID: B0015X6QIQ) Classic Branford Marsalis | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.4
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B001CB6RPS
|
Gift of Screws
| 4
|
AG4IAN6N44O3CFMOZTMQS6P4WQAA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Wind Thief (Vanished, #4) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- The Atlantis Gene: A Thriller (The Origin Mystery, Book 1) | Books > Literature & Fiction > Action & Adventure | Rating: 4.0
- I Reside Here II | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- I Reside Here | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- The 7 1/2 Deaths of Evelyn Hardcastle | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- The First Order (The Chronicles of Sister June Book 1) | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Bleak Harbor: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- The House of Long Shadows (House of Souls Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- House of Secrets (Ghosts and Shadows Book 2) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- House of Shadows (Ghosts and Shadows Book 1) | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
### User's music History:
- Encounter | CDs & Vinyl > Pop > Dance Pop | Rating: 5.0
- Celtic Soul | CDs & Vinyl > International Music > Europe | Rating: 4.0
- Live Bullet | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B079FLRC8H) Beautiful Song | CDs & Vinyl > New Age | Rating: 5.0
(ID: B00005J9Z7) 10 Years Of Abuse Still Broke | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.8
(ID: B00005V7GB) Live at the Cinegrill | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.7
(ID: B00094AT2Q) An Evening With Lena Horne [DVD] | CDs & Vinyl > Pop > Oldies | Rating: 4.3
(ID: B0000658PJ) Take a Message | CDs & Vinyl > R&B > Soul | Rating: 3.4
(ID: B073LJR2VL) Cryptoriana - The Seductiveness Of Decay | CDs & Vinyl > Metal | Rating: 4.8
(ID: B000006MU5) No Greater Love | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.3
(ID: B002LB6EJW) For Always: The Best of Cece Winans | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.7
(ID: B00K0PDRD2) Patterson Singers | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 5.0
(ID: B004LZ4G6Y) Oscar Concert | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B000001Y4P) Fush Yu Mang Clean Version | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.6
(ID: B00005LZPA) More Sing Along / Still More Sing Along | CDs & Vinyl > Pop > Oldies | Rating: 4.5
(ID: B000026GR9) Music for the People | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.6
(ID: B00007MB91) Jazz for the Open Road Bonus | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.6
(ID: B00005JH54) Macross Plus - Original Soundrack - Vol. 1 | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.8
(ID: B0000630CC) CTI: The Master Collection | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.6
(ID: B0040JHXT8) The Promise | CDs & Vinyl > Rock > Singer-Songwriters | Rating: 4.6
(ID: B00008L3JP) Bang to This | CDs & Vinyl > Dance & Electronic > House | Rating: 3.1
(ID: B07HBYHWTN) The Girl Can't He It Soundtrack ORIGINAL RECORDINGS REMASTERED | CDs & Vinyl > Pop > Easy Listening | Rating: 4.8
(ID: B00006G8FU) The N.W.A. Legacy Videos | CDs & Vinyl > Pop > Vocal Pop | Rating: 3.8
(ID: B000008MKG) City Slicker | CDs & Vinyl > Pop | Rating: 3.8
(ID: B0060ZJ2CQ) Real Life... High Fidelity | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000002SZ8) Christmas Wishes | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.7
(ID: B00009N1ZV) Portrait of a Legend 1951-1964 | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B07T976B7V) NCT 127 4th Mini Album - NCT # 127 WE ARE SUPERHUMAN Booklet + Photocard + Circle Card + FREE GIFT | CDs & Vinyl > Pop > Korean Pop | Rating: 4.8
(ID: B001QE99A6) Reality | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.3
(ID: B00008FJC0) Prokofiev: Peter and the Wolf, Op. 67 / Tchaikovsky: Nutcracker Suite, Op. 71a | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.3
(ID: B00000J7R4) Bad Love | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.4
(ID: B007UOSCP4) Trails of Imaginaerum | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 5.0
(ID: B00HEXWUOA) Coming Up | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B000A2WDNA) Elis Regina - MPB Especial 1973 - Gravado na TV Cultura | CDs & Vinyl > International Music > South & Central America | Rating: 4.8
(ID: B000001ZBI) Earth Heart | CDs & Vinyl > International Music | Rating: 5.0
(ID: B000PFU9RO) Monterey Pop Festival | CDs & Vinyl > R&B > Soul | Rating: 4.4
(ID: B07CF6X6XM) Scars | CDs & Vinyl > Dance & Electronic > Trance | Rating: 4.8
(ID: B01N9BGPSO) Daylight Ghosts | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B01I4CK5DW) Alone Together | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B081KQXXWX) Covers (COLOR VINYL) | CDs & Vinyl > Rock | Rating: 4.7
(ID: B00WU4XD94) Nocturnes of Hellfire & Damnation | CDs & Vinyl > Pop | Rating: 4.2
(ID: B00000DQYL) He's Right on Time | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.9
(ID: B000Q6ZUVM) The Sea Hawk / Deception | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B011EK2E76) Jack of All Trades | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.6
(ID: B06XCCS61Q) The Very Best of Dokken | CDs & Vinyl > Metal > Pop Metal | Rating: 4.6
(ID: B01M0V4KFN) Greatest Hits - Deja Vu - Crosby, Stills, Nash & Young Album Bundling | CDs & Vinyl > Rhino Records | Rating: 4.7
(ID: B00QNYZ6N8) Constant Sorrow: Tribute to Ralph Stanley / Various | CDs & Vinyl > Country > Bluegrass | Rating: 3.4
(ID: B07G24NZ6R) American Dreamers: Voices Of Hope, Music Of Freedom | CDs & Vinyl > Jazz | Rating: 3.9
(ID: B08WZBYWRN) Rosegold | CDs & Vinyl > Country | Rating: 4.4
(ID: B000PDZH8M) Limited Edition | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B00004U61G) Lebanon Forever [IMPORT] | CDs & Vinyl > International Music > Middle East | Rating: 5.0
(ID: B07XW8DX3C) Vile Nilotic Rites | CDs & Vinyl > Rock > Hard Rock | Rating: 4.7
(ID: B000UGG364) Made In NYC | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B06XTVD222) The X Factor Set | CDs & Vinyl > Pop | Rating: 4.6
(ID: B001PUTNJ8) Then Sings My Soul: 24 Favorite Hymns & Gospel | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.6
(ID: B00004YRCG) So Many Times the Lord Made a Way for Me | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B076DBYR9Q) Our Generation | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000G5SANI) Best of: KASSAV | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.9
(ID: B00000IILB) With Antonio Carlos Jobim | CDs & Vinyl > International Music > South & Central America | Rating: 4.3
(ID: B000087DU7) By the Beautiful Sea 1954 Original Broadway Cast | CDs & Vinyl > Today's Deals in Music > Broadway & Vocalists | Rating: 3.7
(ID: B000001FSU) State Of Euphoria Explicit Lyrics | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.7
(ID: B0001RVUW4) Diamond Dogs | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B00005OMVX) Sunborne | CDs & Vinyl > Rock > Progressive | Rating: 4.0
(ID: B00006LSP1) Danza | CDs & Vinyl > International Music > Europe | Rating: 3.5
(ID: B00B8ZOWVO) Battisti 70Mo | CDs & Vinyl > International Music > Europe | Rating: 4.3
(ID: B00000JR0E) Big Band Gospel Classics | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.5
(ID: B000027JPW) Great Masters Of Flamenco, Vol. 5 | CDs & Vinyl > International Music > Europe | Rating: 4.2
(ID: B08W7SNLF6) Another Side Of John Coltrane | CDs & Vinyl > Jazz | Rating: 4.9
(ID: B002E2LW86) Sings Porgy & Bess & Other Gershwin Melodies | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.6
(ID: B099P4GLH4) The Stars Beneath My Feet 2004 - 2021 | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000LC4BIE) Greatest Hits | CDs & Vinyl > Pop > Dance Pop | Rating: 4.5
(ID: B01GTQZNPK) Keep The Faith | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00POTP5LQ) Kings & Queens | CDs & Vinyl > Rock > Hard Rock | Rating: 4.7
(ID: B00MV65KBU) Friends Family and Neighbors | CDs & Vinyl > Folk | Rating: 3.0
(ID: B00YQIFKN4) Stephen Kovacevich - Complete Philips Recordings | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B08FP54MRC) Scorn | CDs & Vinyl > Sony, UMG, RED, ADA, and WEA | Rating: 4.7
(ID: B000IV73G0) Love Songs | CDs & Vinyl > Pop | Rating: 4.5
(ID: B00004XSIR) Lonely Avenue/Newmanism | CDs & Vinyl > Jazz | Rating: 4.3
(ID: B000002GIO) Innocence Mission | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.6
(ID: B00PCCX15M) Indian Summer Revisited | CDs & Vinyl > Pop | Rating: 4.4
(ID: B000006ZU6) What About Me | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.5
(ID: B07S28TLT8) CrasH Talk Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop | Rating: 4.7
(ID: B000NDFNFQ) Gospel Music-Hall Of Fame Series-Jake Hess and The Jordanaires | CDs & Vinyl > Today's Deals deprecated | Rating: 4.6
(ID: B00004D3CT) Scottish Fire | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B000LP4NTI) Let's Face The Music and Dance | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 3.9
(ID: B07BQNDXCQ) Drowned In A Sea Of Sound | CDs & Vinyl > Pop | Rating: 4.9
(ID: B0001MMGI6) Frigg | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B00020HALU) Long Gone Before Daylight | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 4.7
(ID: B07522MR5L) The Modern Lives Vol. 1 | CDs & Vinyl > Rock > Country Rock | Rating: 4.1
(ID: B0BCRTW661) Jazz Impressions Of Black Orpheus (Expanded Edition)[Deluxe 3 LP] | CDs & Vinyl > Jazz | Rating: 4.9
(ID: B01L7DXG1S) All Is Not Lost | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B016LGO5YS) Jump with Jill Upper Elementary Boom! | CDs & Vinyl > Children's Music > Educational | Rating: 5.0
(ID: B08L6ZYTR3) O Brother, Where Art Thou? (Original Soundtrack) | CDs & Vinyl > Soundtracks | Rating: 4.5
(ID: B00008H2LO) Live at Billy Bob's Texas | CDs & Vinyl > Country > Today's Country | Rating: 4.5
(ID: B0000ALWDN) New Romance | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 3.8
(ID: B0169PLOM2) Clinton The Musical Original Cast Recording | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 3.9
(ID: B0006J8EVW) Sing The Hits Of Frankie Laine, Tennessee Ernie Ford, Johnnie Ray & Johnny Horton | CDs & Vinyl > Karaoke | Rating: 4.4
(ID: B0000CDL6V) Casting Crowns | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B000000DC3) Inside | CDs & Vinyl > Today's Deals in Music > Christian & Gospel | Rating: 4.6
(ID: B014ZDIIT2) Symphony No.4 - Hungarian Dances Nos. 3 7 & 11 | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.3
(ID: B00000J5QT) Mr Bojangles | CDs & Vinyl > Today's Deals in Music > Broadway & Vocalists | Rating: 4.6
(ID: B004X6J260) Omega La La | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00005AMAM) Country Boy-City Boy | CDs & Vinyl > Country > Today's Country | Rating: 4.6
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0000CDL6V
|
Casting Crowns
| 5
|
AHDXSWJMA52O3YKC6VGQM2OVTKGQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Out of the Corner: A Memoir | Books > Biographies & Memoirs > Arts & Literature | Rating: 4.0
- The Field Guide to Dumb Birds of North America (Bird Books, Books for Bird Lovers, Humor Books) | Books > Humor & Entertainment > Humor | Rating: 2.0
- Dreyer's English: An Utterly Correct Guide to Clarity and Style | Books > Reference > Writing, Research & Publishing Guides | Rating: 5.0
- Blood, Sweat, and Pixels: The Triumphant, Turbulent Stories Behind How Video Games Are Made | Books > Business & Money > Industries | Rating: 3.0
- Patience | Books > Comics & Graphic Novels > Graphic Novels | Rating: 5.0
- Make: Electronics: Learning Through Discovery | Books > Engineering & Transportation > Engineering | Rating: 5.0
- Ultimate Nintendo: Guide to the NES Library (1985-1995) | Unknown | Rating: 5.0
- Here's Looking at Euclid: From Counting Ants to Games of Chance - An Awe-Inspiring Journey Through the World of Numbers | Books > Science & Math > Mathematics | Rating: 5.0
- The Big Payback: The History of the Business of Hip-Hop | Books > Arts & Photography > Music | Rating: 4.0
- Beyond Snapshots: How to Take That Fancy DSLR Camera Off "Auto" and Photograph Your Life like a Pro | Books > Arts & Photography > Photography & Video | Rating: 3.0
### User's music History:
- Tiny Music...Songs From The Vatican Gift Shop | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 5.0
- The Pleasure And The Greed | CDs & Vinyl > Rock > Progressive | Rating: 5.0
- In Loving Memory Of... | CDs & Vinyl > Rock > Progressive | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000ICLR7U) Definitive Rock | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.3
(ID: B01ITFXQNA) Dig Your Roots | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B01N5WK53J) Live In Gettysburg | CDs & Vinyl > Rock > Folk Rock | Rating: 4.6
(ID: B073LF8CDJ) Anchovies | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.7
(ID: B00000030E) Pick Up On This! | CDs & Vinyl > Blues > Regional Blues | Rating: 4.8
(ID: B000FO44K8) Caught Up | CDs & Vinyl > R&B > Soul | Rating: 4.9
(ID: B00008ADJQ) Hugo Wolf: Lieder & Orchesterwerke | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B07NB8XWXP) 8 Classic Albums | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B00005BC2X) Wingspan: Hits and History | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B00H2JZG9M) Zion Acoustic Sessions | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B0046JSDCI) Pequeno Cabaret Ambulante | CDs & Vinyl > Latin Music > Latin Rock | Rating: 4.7
(ID: B01LTHL90M) Fresh Air | CDs & Vinyl > Blues | Rating: 4.3
(ID: B00000JIRY) Pale Folklore | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B078P8MRZL) Superunknown | CDs & Vinyl > Metal | Rating: 4.8
(ID: B0036B8WIC) Batman Begins Soundtrack | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.6
(ID: B000000OXV) The Cotton Club Soundtrack | CDs & Vinyl > Today's Deals in Music > Soundtracks | Rating: 4.5
(ID: B00009028Z) Ugly Ego | CDs & Vinyl > R&B > Funk | Rating: 4.2
(ID: B00008MND9) A Brutal Christmas: The Season in Chaos | CDs & Vinyl > Rock | Rating: 4.5
(ID: B071LFH5V8) Chronology | CDs & Vinyl > Reggae | Rating: 4.8
(ID: B0056NYFXY) In the Element | CDs & Vinyl > Jazz | Rating: 4.4
(ID: B084DFYSBG) Hurry Up and Wait | CDs & Vinyl > Rock | Rating: 4.6
(ID: B000002933) Ungod | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.6
(ID: B00MBIG2RE) Memoirs of a Madman | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B0000244W6) Flux | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.9
(ID: B000U65G26) Atmosphere | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.5
(ID: B00NLRZLKS) Lumen Drones | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.1
(ID: B0000636CP) Always Take Me Back | CDs & Vinyl > Country > Americana | Rating: 4.7
(ID: B0007ULMLY) Gypsy Noodle | CDs & Vinyl > Rock > Rock Guitarists | Rating: 5.0
(ID: B00JDCORSC) Violet / O.B.C. | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.5
(ID: B00IJ9M5M0) BEYONCÉ Explicit Lyrics | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000000S8A) Sings Monteverdi | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 5.0
(ID: B000050HYV) Carte Blanche 2 | CDs & Vinyl > Dance & Electronic > House | Rating: 4.8
(ID: B07P61PWXZ) Evans in England | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B000025R6S) Honegger: Symphonies Complete | CDs & Vinyl > Classical > Symphonies | Rating: 4.6
(ID: B013EGFLCS) Reach for the Sky | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000087DTV) Songs from the Material World: A Tribute to George Harrison | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 3.7
(ID: B075LCYGR8) With A Beaker On The Burner & An Otter In The Oven | CDs & Vinyl > Pop | Rating: 4.3
(ID: B00008O30X) The Gospel Collection | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.7
(ID: B007KL8TVE) Chopin: The Complete Preludes | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B0000009KM) Early Girls Volume 2 | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B003A060V0) Welcome to the Real World Original Recording Master/Ltd Edition | CDs & Vinyl > Pop | Rating: 4.6
(ID: B002BZQHDG) Way Out There | CDs & Vinyl > Country > Classic Country | Rating: 4.4
(ID: B00000182R) High Tea | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.4
(ID: B0001GWBGE) Triumph - A Night of Triumph Live | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B000000KS1) Caribbean Surf | CDs & Vinyl > Today's Deals in Music > World Music | Rating: 3.7
(ID: B0006UZ9QE) Greatest Hits | CDs & Vinyl > Jazz > European Jazz | Rating: 4.7
(ID: B0000ALWF6) Underground | CDs & Vinyl > Jazz > Bebop | Rating: 4.7
(ID: B005PY4YDK) Pieces Of Eight Audiophile Anniversary | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B000007NUQ) I Believe the Promise | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.9
(ID: B0009POI4A) TP.3 Reloaded Explicit Lyrics | CDs & Vinyl > R&B > Contemporary R&B | Rating: 4.7
(ID: 1572524111) Ruben Blades: The Return of Ruben Blades [DVD] | CDs & Vinyl > Jazz > Latin Jazz | Rating: 4.0
(ID: B00003Q07Z) Morton Feldman: For Samuel Beckett | CDs & Vinyl > Classical > Chamber Music | Rating: 4.7
(ID: B0000018P2) Come Thou Almighty King | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B00000DEKM) Desesperada / Desperate Lovers | CDs & Vinyl > Latin Music > Latin Pop | Rating: 3.5
(ID: B00L326LTI) Mandatory Fun | CDs & Vinyl > Comedy & Spoken Word | Rating: 4.8
(ID: B0011V7P50) Fortress | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B000002681) Dan Hill | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.7
(ID: B009DKCBM8) Psychedelic Pill | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.5
(ID: B006JSMOSS) Hymns | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.8
(ID: B0043CT99O) For Your Entertainment- Glam Box | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B08ND3C9RJ) October Rust - The Demos | CDs & Vinyl > Metal > Alternative Metal | Rating: 4.8
(ID: B06X9GK4C7) Honeybeat: Groovy 60s Girl Pop | CDs & Vinyl > Pop | Rating: 4.8
(ID: B0000033V1) Heart Beats: Closer Than a Kiss - Crooner | CDs & Vinyl > Jazz > Swing Jazz | Rating: 3.8
(ID: B000WCN86O) Best Of Broadway, Vol. 1 | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.1
(ID: B000BMSY1O) K-Tel Presents: Funny Favorites | CDs & Vinyl > Pop > Oldies | Rating: 4.2
(ID: B0000047WP) He Keeps on Blessing Me | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.9
(ID: B004GZSWUA) Oh Carol And All The Early Classics ORIGINAL RECORDINGS REMASTERED SET | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000FGFUTA) Summer U.S.A.! The Best Of The Rip Chords | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.5
(ID: B000PKG5KO) The Best Of Toto Cutugno | CDs & Vinyl > Pop | Rating: 4.6
(ID: B007I7GH0U) Oh Wow | CDs & Vinyl > Blues | Rating: 5.0
(ID: B00004T40X) Ecliptica | CDs & Vinyl > Imports > Hard Rock & Metal | Rating: 4.8
(ID: B00004TDV9) Village Green Preservation Society | CDs & Vinyl > Classic Rock > British Invasion | Rating: 4.7
(ID: B00192KCH4) Chris Botti In Boston | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.7
(ID: B01M3XMVOT) Fences Music From The Motion Pictur E | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 5.0
(ID: B0001BRIUS) Joy Ride | CDs & Vinyl > Jazz > Cool Jazz | Rating: 4.2
(ID: B000003CCG) Brahms / Schumann Zigeunerlieder und Quartette Wechsellied zum Tanze Op31/1; Kommt dir manchmal in den Sinn Op103/7 | CDs & Vinyl > Classical > Chamber Music | Rating: 3.0
(ID: B00005O7UP) Hi Fidelity Lounge 3 | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.8
(ID: B01KK4X3LI) The Traveling Wilburys, Vol. 3 | CDs & Vinyl > Pop | Rating: 4.7
(ID: B009YOGYD0) Screws | CDs & Vinyl > Pop > Dance Pop | Rating: 4.6
(ID: B00E5XLZ9I) Surrealistic Pillow | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.3
(ID: B00006B1KZ) Arrive Without Travelling / Ever After | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.5
(ID: B00W2XBHCI) Walls And Bridges | CDs & Vinyl > Pop | Rating: 4.7
(ID: B01JN99XJ2) Greatest X | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.8
(ID: B00CU9QFL2) The Way Way Back - Music From The Motion Picture | CDs & Vinyl > Pop | Rating: 4.8
(ID: B01EHAYPJA) EXTRA-DELUXE-SUPREME | CDs & Vinyl > Pop | Rating: 4.7
(ID: B007EG1MI2) Rebel Transmission | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.6
(ID: B000002G21) Thought Ya Knew | CDs & Vinyl > Pop > Dance Pop | Rating: 4.8
(ID: B001KZOUZU) Gabriel Amor Inmortal | CDs & Vinyl > Latin Music > Latin Pop | Rating: 5.0
(ID: B0015I2O7I) De Caifanes A Jaguares | CDs & Vinyl > Latin Music > Latin Pop | Rating: 5.0
(ID: B0B82VTDX5) Linger Awhile | CDs & Vinyl > Verve Music Group > Verve | Rating: 4.8
(ID: B00005Y43G) Puccini's Heroines: Power of Love | CDs & Vinyl > Classical | Rating: 5.0
(ID: B001O2ZVSY) Adult Nights Explicit Lyrics | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B003LMHW1E) Chopin: Ses Contemporains Et Ses in | CDs & Vinyl > Today's Deals deprecated | Rating: 4.7
(ID: B000RN86BK) Finding Forever Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Experimental Rap | Rating: 4.6
(ID: B0009F79NM) Crash | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B0000025QC) Caverna Magica | CDs & Vinyl > New Age > Meditation | Rating: 4.7
(ID: B000008MSA) Too Many Dogs | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 3.0
(ID: B01373B04G) It's Everly Time! | CDs & Vinyl > Pop | Rating: 4.9
(ID: B000VFGSUK) Ultimate Collection | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.7
(ID: B00000C40J) Shades of Bey | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.9
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00L326LTI
|
Mandatory Fun
| 5
|
AGKH7PQNSX7XISH7CRPMR652NHTQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Good Night, Little One-Beautiful Illustrations and a Heartwarming Poem make this the Perfect Bedtime Read (Tender Moments) | Books > Children's Books > Growing Up & Facts of Life | Rating: 5.0
- Baby Touch and Feel: Animals | Books > Children's Books > Early Learning | Rating: 5.0
- Three Days in January: Dwight Eisenhower's Final Mission (Three Days Series) | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 5.0
- Will Shortz Presents Genius Sudoku: 200 Extreme Puzzles | Books > Humor & Entertainment > Puzzles & Games | Rating: 5.0
- Will Shortz Presents Double Shot Sudoku: 200 Challenging Puzzles | Books > Humor & Entertainment > Puzzles & Games | Rating: 5.0
- Will Shortz Presents The Huge Book of Hard Sudoku: 300 Challenging Puzzles | Books > Humor & Entertainment > Puzzles & Games | Rating: 4.0
- Will Shortz Presents Ferocious Sudoku: 200 Hard Puzzles | Books > Humor & Entertainment > Puzzles & Games | Rating: 4.0
- Rand McNally Easy To Fold: Delaware, Maryland (Laminated Fold Map) | Books > Reference > Atlases & Maps | Rating: 5.0
- Rand McNally Easy To Fold: Pennsylvania (Laminated Fold Map) | Books > Reference > Atlases & Maps | Rating: 5.0
- Time Gettysburg | Books > History > Americas | Rating: 5.0
### User's music History:
- If I Can Dream: Elvis Presley with the Royal Philharmonic Orchestra | CDs & Vinyl > Pop | Rating: 5.0
- Elvis: Ultimate Gospel | CDs & Vinyl > Christian & Gospel > Country & Bluegrass | Rating: 5.0
- Ballads | CDs & Vinyl > Country | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B07QF6BJHD) A Different Kind Of Human Step II | CDs & Vinyl > Rock | Rating: 4.8
(ID: B00DP5D5OA) Toy Theatre | CDs & Vinyl > Pop > Vocal Pop | Rating: 5.0
(ID: B00MPVW15Y) Greenwich Village Folk Scene / Various | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.5
(ID: B00QTVKD2Y) When You're Smiling | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B00005BJ9Y) Album Seven by Rick / Ricky Sings Spirituals | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.6
(ID: B09LHZ1NBT) Night Parade Of One Hundred Demons Gold | CDs & Vinyl > Rock > Blues Rock | Rating: 4.6
(ID: B006WUEQ0C) Eighty One | CDs & Vinyl > Pop > Dance Pop | Rating: 4.6
(ID: B0078461AO) Let Them Be Little | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000006JNG) Glory River - The Buddah Years 1968-1972 | CDs & Vinyl > Pop > Oldies | Rating: 4.0
(ID: B000E6EJHA) Alpha Boys' School: Music in Education 1910-2006 | CDs & Vinyl > Reggae > Rocksteady | Rating: 4.8
(ID: B00133KEMC) Platinum All Time Favorites | CDs & Vinyl > Children's Music > Educational | Rating: 4.7
(ID: B000TSMOU2) Ella Fitzgerald's Christmas | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B000005OZS) 10 Pebbles | CDs & Vinyl > New Age > Meditation | Rating: 4.7
(ID: B000003H8L) Solo Piano | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.2
(ID: B00006JIC0) All the Best | CDs & Vinyl > Country > Classic Country | Rating: 4.6
(ID: B07PNKB6WT) Wedding Bell Blues Clear Yellow | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B00002DCXU) El Mundo | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B000002I0B) Back to Skull / Snail Shell / Ondine | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.9
(ID: B07MWXGDF7) This Wild Willing | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.5
(ID: B005H0DV8Q) Stylish Songs for Unforgettable Gals | CDs & Vinyl > Pop | Rating: 4.6
(ID: B07KBTKCJQ) When A Shadow Is Forced Into The Light | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B000KUGQSK) The Osmond Christmas Album | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.8
(ID: B0009QQ6HG) At Newport | CDs & Vinyl > Blues > Piano Blues | Rating: 4.9
(ID: B00000619N) Chronicles 1 | CDs & Vinyl > Rock > Progressive | Rating: 4.4
(ID: B0002ABSZE) Jazz Moods - 'Round Midnight | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 3.9
(ID: B000001VTI) Jazz Collector Edition | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 3.0
(ID: B08WP7H52F) Preserved In Time | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B00652G10A) Plus Minus | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0000020RC) Rockin on TV | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.8
(ID: B00004TKOB) I Would Like to See You Again | CDs & Vinyl > Country > Today's Country | Rating: 4.2
(ID: B0028C5EFO) Survivorman: Season One Soundtrack | CDs & Vinyl > Blues > Traditional Blues | Rating: 4.2
(ID: B01LOMM8QG) The Wonder of You: Elvis Presley with The Royal Philharmonic Orchestra | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000X5KT9O) Japanese Music By Michio Miyagi Vol 2 | CDs & Vinyl > Classical > Chamber Music | Rating: 3.8
(ID: B00000JXQ0) Stay Asleep | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.9
(ID: B08KRSJKR4) GOT7 Mini Album - DYE [ E ver. ] CD + Photobook + Mirror Card + Bookmark + Photocards + FREE GIFT | CDs & Vinyl > Pop > Korean Pop | Rating: 4.8
(ID: B00005OAFV) Legend of Tommy Johnson Act 1 | CDs & Vinyl > Blues > Regional Blues | Rating: 4.2
(ID: B000002L1E) Music From The Films Of Audrey Hepburn | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.7
(ID: B01LZMPTX9) Legacy | CDs & Vinyl > Rock | Rating: 4.8
(ID: B000001LF3) Anthology | CDs & Vinyl > Rock > Rock Guitarists | Rating: 3.8
(ID: B00007L9O8) Carboot Soul | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.7
(ID: B000000QHM) Club 69-Adults Only | CDs & Vinyl > Dance & Electronic > House | Rating: 4.4
(ID: B079PCBC8V) Elementals | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B00H9GJND8) 10,000 Towns | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B0002VGSJ4) Parades and Panoramas: 25 Songs Collected by Carl Sandburg | CDs & Vinyl > Children's Music > Sing-A-Longs | Rating: 4.5
(ID: B000000JDU) Complete Recorded Works 1 | CDs & Vinyl > Blues > Vocal Blues | Rating: 3.5
(ID: B000BNOKES) Echoes From The Past | CDs & Vinyl > International Music | Rating: 3.8
(ID: B00000613W) Organ Works | CDs & Vinyl > Classical | Rating: 4.6
(ID: B00IFTU15C) Mstislav Rostropovich: Legendary Recordings | CDs & Vinyl > Classical > Symphonies | Rating: 4.5
(ID: B07D57L8KV) Double Concertos | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.9
(ID: B0000001S3) All Star Big Band | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.4
(ID: B002LFFKMK) Voices Of Bach | CDs & Vinyl > Classical > Chamber Music | Rating: 4.3
(ID: B01169B5B6) V | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B00005AUIN) Born to Be Blue | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B00ECXXJJK) Twenty Seven Club | CDs & Vinyl > Rock > Progressive | Rating: 4.3
(ID: B0017TCSXA) This Is Not The World | CDs & Vinyl > International Music > Europe | Rating: 4.4
(ID: B000B8I918) The Ultimate Relaxation Christmas Album II | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.3
(ID: B0797HSJW8) The December Letter feat. Andrew Meaney | CDs & Vinyl > Folk | Rating: 3.0
(ID: B005CP5O2C) Korsakov-Scheherazade | CDs & Vinyl > Classical > Symphonies | Rating: 4.5
(ID: B0002J58P6) Piano In The Background | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.9
(ID: B0009NSDLG) Night Out | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.8
(ID: B00000IFUE) Loudmouth | CDs & Vinyl > Pop | Rating: 4.3
(ID: B07ND82277) Batman Forever - Music From The Motion Picture | CDs & Vinyl > Vinyl Store | Rating: 4.7
(ID: B000000GKT) Way to Say Goodbye | CDs & Vinyl > Blues > Regional Blues | Rating: 3.5
(ID: B00SSPXQEG) Imperio Nazza Farruko Edition | CDs & Vinyl > International Music | Rating: 3.8
(ID: B0001DMXB0) Fantasia O Realidad | CDs & Vinyl > International Music > Europe | Rating: 4.9
(ID: B0000264YM) Tchaikovsky and Rachmaninov Concertos | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.3
(ID: B00R42SWWU) Thinking Out Loud: Australian Exclusive Ep | CDs & Vinyl > Pop | Rating: 4.0
(ID: B0000070OV) Twisted | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.6
(ID: B00000DQLL) Off the Ground / Cosmically Conscious | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.5
(ID: B01J7W9QME) Bad Vibrations | CDs & Vinyl > Pop | Rating: 4.8
(ID: B0007Z1S68) Chamillitary Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.9
(ID: B0BSR51DLT) RökFlöte | CDs & Vinyl > Rock | Rating: 4.3
(ID: B00005MNFU) Bandshell Explicit Lyrics | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.9
(ID: B000DZ7YA6) Livin for You | CDs & Vinyl > R&B > Soul | Rating: 4.8
(ID: B000008LY9) Mind Blowin | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.7
(ID: B073BMS4JD) The Singles | CDs & Vinyl > Rock | Rating: 4.7
(ID: B004TSDWQS) Rubber | CDs & Vinyl > Rock > Hard Rock | Rating: 3.8
(ID: B08ZB6CRPN) The Rumble | CDs & Vinyl > Rock | Rating: 4.8
(ID: B0052KJ5XG) Tim Robbins And The Rogues Gallery Band | CDs & Vinyl > Rock > Folk Rock | Rating: 3.7
(ID: B0000DD78F) One Hit Wonder | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 3.7
(ID: B00000K3LO) There Are Many Sides To The Night | CDs & Vinyl > Rock > Progressive | Rating: 4.1
(ID: B01BLTTMHK) Something Out Of The Blue | CDs & Vinyl > Country > Bluegrass | Rating: 5.0
(ID: B00EHYI44Y) Love of Mine | CDs & Vinyl > Pop | Rating: 4.0
(ID: B000AYYTEO) Oh Martha! | CDs & Vinyl > Imports > Hard Rock & Metal | Rating: 4.5
(ID: B001IBC1MA) Christmas With Frank & Bing | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.7
(ID: B00IV5F362) Congratulations | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B0000247GJ) Steve Miller Band - Greatest Hits | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.8
(ID: B07G1YNCQT) Euringer | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B000IFRRA8) Children of Bodom: Chaos Ridden Years/Stockholm Knockout Live [DVD] | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B0000026PT) Tchaikovsky: Symphony No. 4 & Romeo and Juliet | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.7
(ID: B000063DSF) Schumann: Frauenliebe & Leben Liederkreis Op. 39 / Respighi: Il Tramonto | CDs & Vinyl > Rock > Country Rock | Rating: 4.0
(ID: B00L1N7S9G) Lot of 26 - 7" 45s Vinyl Various Records. ALL LOOK AND PLAY GREAT. | CDs & Vinyl > Vinyl Store | Rating: 3.4
(ID: B001064YGY) Johannes Schmoelling/Wuivend Riet | CDs & Vinyl > Rock | Rating: 3.8
(ID: B003MQNDVM) Music from the Original Series Breaking Bad | CDs & Vinyl > Soundtracks > Television Soundtracks | Rating: 4.1
(ID: B00003XAR7) Son of the South | CDs & Vinyl > Classic Rock > Southern Rock | Rating: 4.4
(ID: B0002D6JXC) A Wonderful Life | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.4
(ID: B000008DYH) Unconditional Love | CDs & Vinyl > Country | Rating: 5.0
(ID: B000008EKI) House Full of Love: Music from the Cosby Show | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.5
(ID: B0001XARBS) Poisonous Friend | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.7
(ID: B000WBIU9A) Annihilation Absolute | CDs & Vinyl > Pop | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B01LOMM8QG
|
The Wonder of You: Elvis Presley with The Royal Philharmonic Orchestra
| 5
|
AGKTBRXSL3NCQFEFSCTW2DWQPQPQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- My Best Friend's Funeral: A Memoir | Books > History > Americas | Rating: 4.0
- Harry Potter and the Deathly Hallows (Book 7) | Books > Children's Books > Science Fiction & Fantasy | Rating: 4.0
- Jack's Life: The Life Story of C.S. Lewis | Books > Literature & Fiction > History & Criticism | Rating: 2.0
- Soul Survivor: Why I am Still a Christian | Books > Christian Books & Bibles > Christian Living | Rating: 5.0
- Traveling Mercies: Some Thoughts on Faith | Books > Christian Books & Bibles > Catholicism | Rating: 5.0
### User's music History:
- Eroica | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.0
- Largo | CDs & Vinyl > Jazz | Rating: 5.0
- Live At Sin-é | CDs & Vinyl > Folk > Contemporary Folk | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000JU7ITW) Dog House Music | CDs & Vinyl > Blues > Traditional Blues | Rating: 4.5
(ID: B0000041LB) Fantasia On Greensleeves | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B00004YNVN) News | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.4
(ID: B000M05VNY) Metropolitan Opera Gala honoring Sir Rudolf Bing | CDs & Vinyl > Opera & Classical Vocal > Operettas | Rating: 4.4
(ID: B01MZZMTHH) Delia Derbyshire Appreciation Society | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.3
(ID: B000051W5Z) Real Cat | CDs & Vinyl > Classical > Chamber Music | Rating: 4.1
(ID: B00008PX8P) Led Zeppelin | CDs & Vinyl > Rock > Progressive | Rating: 4.3
(ID: B000SM7R7O) The New Bossa Nova | CDs & Vinyl > International Music > South & Central America | Rating: 4.2
(ID: B075VWJB5Z) The Thrill Of It All | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00005UE1O) White Lies | CDs & Vinyl > International Music > Europe | Rating: 4.4
(ID: B01K4O9HE6) Best & Rarities | CDs & Vinyl > Classical > Symphonies | Rating: 4.6
(ID: B07N3S5PML) No Geography | CDs & Vinyl > Dance & Electronic > House | Rating: 4.7
(ID: B000B9VDMO) Playing the Angel | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B0000033VG) Christmas In The Stars: Star Wars Christmas Album | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.4
(ID: B00DJYK9VE) Live at Jittery Joe's | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.3
(ID: B000MP2B5K) Classic Country: 1970-1974 (Time-Life) | CDs & Vinyl > Country > Classic Country | Rating: 4.8
(ID: B00000DB91) Star Gold | CDs & Vinyl > International Music > Europe | Rating: 4.3
(ID: B000PSJDXW) THE SCENERY OF FAREWELL | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B003EA5DPA) Bang | CDs & Vinyl > International Music | Rating: 5.0
(ID: B000E6EGXC) Spring & Kreutzer Sonatas | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B00000416B) Chopin: Complete Works for Piano and Orchestra | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.8
(ID: B00004S38O) Lute Music for Witches and Alchemists / Lutz Kirchhof | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.7
(ID: B0002RQ2RQ) Billy Miles | CDs & Vinyl > Pop | Rating: 4.2
(ID: B007LMPBNG) Dance Tribute to Flo Rida | CDs & Vinyl > Dance & Electronic > House | Rating: 1.0
(ID: B014JC1LZM) Mythology | CDs & Vinyl > Classics & Essentials | Rating: 4.7
(ID: B000003IHX) Beethoven: Sinfonia Symphony No.3 "Eroica", Op.55 / Coriolan Overture Op.62 | CDs & Vinyl > Classical > Symphonies | Rating: 4.7
(ID: B00005LN1Y) Yoshiesque 2 | CDs & Vinyl > Dance & Electronic > House | Rating: 4.6
(ID: B00I8R32NO) Rolling Down the Mountainside/Music Maximus | CDs & Vinyl > Pop | Rating: 4.5
(ID: B01GHYRIT8) XX | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0000996FE) It's Still Workin: Tommy Boys Classic Cuts | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 5.0
(ID: B00H48VKEQ) Essential Brunswick Collection | CDs & Vinyl > Blues | Rating: 4.9
(ID: B09LHYHY48) Night Parade Of One Hundred Demons | CDs & Vinyl > Rock > Blues Rock | Rating: 4.6
(ID: B00NVWRETE) Jazz Workshop Boston January 9th 1976 | CDs & Vinyl > Pop | Rating: 4.3
(ID: B000027UDE) Looking at Bird | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.8
(ID: B08FP3SQHG) Alabama Christmas | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.8
(ID: B09KNTQ96W) Live In Brixton Includes Translucent Red, Orange, Green & Blue | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B00YQIFXWW) Sibelius: Complete Songs | CDs & Vinyl > Classical > Symphonies | Rating: 4.0
(ID: B001I4YWI8) Very Best of | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.6
(ID: B000MZHT0W) She's About to Cross My Mind | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B0000072QM) Green Man | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.2
(ID: B0000025S0) Taste of Yesterday's Wine | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.7
(ID: B00K6YTE84) Fallen King | CDs & Vinyl > Christian & Gospel > Rap & Hip-Hop | Rating: 4.6
(ID: B000066AC6) Rush of Blood to the Head | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B002PDUWJO) Worth It | CDs & Vinyl > Christian & Gospel | Rating: 4.8
(ID: B004EVOL2E) Vintage | CDs & Vinyl > Country | Rating: 4.8
(ID: B000001GK9) Mahler: Symphony No. 9 | CDs & Vinyl > Classical > Symphonies | Rating: 4.7
(ID: B000A9QKMI) Les Paul & Friends: American Made, World Played | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.4
(ID: B000W4E3OS) Scriabin: Das Solo-Klavierwerk The Solo Piano Works | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B000009DI2) Everybody's in Showbiz | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.8
(ID: B07S15T9J8) Hollywood Bowl '65 Fm | CDs & Vinyl > Rock > Folk Rock | Rating: 4.4
(ID: B0019D3DAQ) Chant Music For The Soul | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.7
(ID: B00004Y6RS) Journey to Anywhere | CDs & Vinyl > Rap & Hip-Hop > Experimental Rap | Rating: 4.2
(ID: B0000006H7) A Perfect Match | CDs & Vinyl > Jazz > Bebop | Rating: 5.0
(ID: B00GI0ADB2) Christmas Sing-Along Music 24 Piece Puzzle In Collectors Tin | CDs & Vinyl > Children's Music | Rating: 5.0
(ID: B00005MK3W) Fantastic Voyage: G.H. | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.6
(ID: B0000658FE) Taken Alive | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B000002WPB) The Essential Nina Simone | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.8
(ID: B0000008TY) Golden Classics Edition | CDs & Vinyl > Pop > Oldies | Rating: 4.0
(ID: B01HDE6E00) Endure | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00WRR5Y0K) Freedom | CDs & Vinyl > Rock > Hard Rock | Rating: 4.5
(ID: B0001ADB4G) It's Time: Lady's Choice | CDs & Vinyl > Classic Rock > Southern Rock | Rating: 4.4
(ID: B00KGA93YI) First Mind | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.7
(ID: B003Y090PE) Crooked Still- Live | CDs & Vinyl > AutoRip | Rating: 4.0
(ID: B00000IPYG) Big 12 Inches: Groovin You | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.3
(ID: B000641A18) Top 40 Praise & Worship | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.3
(ID: B000LPR4Z8) Early Years | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.9
(ID: B07WDDLLJY) Mr. Bad Guy | CDs & Vinyl > Rock | Rating: 4.8
(ID: B00004SUZD) La Luna | CDs & Vinyl > Pop > Oldies | Rating: 4.5
(ID: B002QMAK0K) Porgy And Bess: Original Motion Picture Soundtrack Recording | CDs & Vinyl > Soundtracks | Rating: 3.8
(ID: B001CGT13I) Postcards From the Third Rock | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 5.0
(ID: B0000BX5L9) Margherita D'anjou | CDs & Vinyl > Opera & Classical Vocal > Arias | Rating: 4.7
(ID: B000006J5S) Interpretations of Monk, Vol. 2 - Evening Concert from Soundscape Series | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 5.0
(ID: B008BGNS18) What A Life | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B07R9327LQ) Songs Of The Century - A Tribute To Supertramp / Various | CDs & Vinyl > Rock | Rating: 4.3
(ID: B092XBNYKC) Luca | CDs & Vinyl > Children's Music > Disney | Rating: 4.7
(ID: B000002Z1G) Love's Duet | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 3.4
(ID: B000K7UGRU) Music for Magicians | CDs & Vinyl > New Age > Meditation | Rating: 3.5
(ID: B003KT3NRA) Tattoos & Tequila | CDs & Vinyl > Pop | Rating: 4.3
(ID: B000FQJPEG) Rock Did It | CDs & Vinyl > Metal > Pop Metal | Rating: 3.8
(ID: B000003EM6) Casablanca: Classic Film Scores for Humphrey Bogart | CDs & Vinyl > Pop > Easy Listening | Rating: 4.4
(ID: B00004RCW1) Lynyrd Skynyrd - All Time Greatest Hits | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.8
(ID: B08YQCS42Z) High Dive | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.9
(ID: B01N4UTX7Z) The King & I | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.3
(ID: B000008DVH) Leonard Gregory Burks And The Voices Of Praise Live | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.5
(ID: B00004TH6X) Boys And Girls 2000 Film | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.5
(ID: B0002L57UA) New Life: Live In Harvey, IL | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.4
(ID: B075VW6ZZF) Palmian Chord Ryddle for Electric Violin | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B00000DHVL) Don't Let the Stars Get in Your Eyes | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B000UYCQO4) I Will Be Free | CDs & Vinyl > Christian & Gospel | Rating: 5.0
(ID: B000MTPADG) Road Trip | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.8
(ID: B077GCYJWB) it's not us | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00006LWQ6) Best of: The ABC Years | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.4
(ID: B000F9RIBU) The Fourth Season, Holiday Music from the Winter Season | CDs & Vinyl > International Music | Rating: 5.0
(ID: B00004WN14) People on the Highway: Bert Jansch Tribute | CDs & Vinyl > Folk > British & Celtic Folk | Rating: 4.3
(ID: B00OU39AGS) Earth Angel: Dootone / Various | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000R7I2BA) Noble Creatures | CDs & Vinyl > Country > Americana | Rating: 3.6
(ID: B000ERU29S) Closer | CDs & Vinyl > Folk > Contemporary Folk | Rating: 5.0
(ID: B0000250S0) Little Anthony & the Imperials - 25 Greatest Hits | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B000026FWK) Bad For Good | CDs & Vinyl > Pop | Rating: 4.5
(ID: B0000014H2) Best of Beethoven | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00008PX8P
|
Led Zeppelin
| 5
|
AEWKSI2GIOVMYR47MF2RSWHTMBYQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Big Honey Hunt, 50th Anniversary Edition (The Berenstain Bears) | Books > Children's Books > Literature & Fiction | Rating: 5.0
- The Secret Language of Birthdays: Your Complete Personology Guide for Each Day of the Year | Books > Religion & Spirituality > New Age & Spirituality | Rating: 5.0
- Where the Wild Things Are: A Caldecott Award Winner | Books > Children's Books > Science Fiction & Fantasy | Rating: 5.0
- Drummer Hoff | Books > Children's Books > Arts, Music & Photography | Rating: 5.0
- Katy and the Big Snow: A Winter and Holiday Book for Kids | Books > Children's Books > Cars, Trains & Things That Go | Rating: 5.0
- Pat the Cat (Pat the Bunny) (Touch-and-Feel) | Books > Children's Books > Early Learning | Rating: 4.0
### User's music History:
- Time To Discover | CDs & Vinyl > Blues > Electric Blues | Rating: 5.0
- New Ground | CDs & Vinyl > Blues > Electric Blues | Rating: 5.0
- Physical Graffiti | CDs & Vinyl > Classic Rock | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000007QCL) Mahler: Symphony No. 1; Brahms: Haydn Variations | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.9
(ID: B00004X0HZ) Fiya N' Ice Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 5.0
(ID: B0085T1SCC) Debussy: Preludes Books 1 & 2 | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B072K3QGTY) The Darker The Night The Brighter The Morning | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.5
(ID: B007LS09AU) Yellow Submarine Songtrack | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00006IGR8) On the Radio | CDs & Vinyl > Country > Bluegrass | Rating: 4.9
(ID: B00076OMQA) Absolute Modern Worship | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.0
(ID: B0009JDAHM) We Wish You a Merry Christmas Twin Pianos | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 5.0
(ID: B00000IAJZ) Feather on the Breath of God | CDs & Vinyl > New Age > Meditation | Rating: 4.9
(ID: B00008FPT5) Caribbean's Greatest Hits: Hot Hot Hot | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 3.5
(ID: B00LGWX2OM) Cassette on Vinyl EP | CDs & Vinyl > AutoRip | Rating: 5.0
(ID: B000LWN1OO) Ink Complete | CDs & Vinyl > Rock > Progressive | Rating: 3.9
(ID: B000006NOM) Carlos Ponce | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.9
(ID: B0085FF660) Black On Blues: A Tribute To The Black Keys | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.2
(ID: B00004S9AQ) Days Gone By | CDs & Vinyl > Country | Rating: 5.0
(ID: B003WO4UOS) Icon: Lynyrd Skynyrd | CDs & Vinyl > Pop | Rating: 4.7
(ID: B001AQ8WKI) Odessey & Oracle 40th An | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B00000C40J) Shades of Bey | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.9
(ID: B000006JMU) Leprechaun | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 5.0
(ID: B08PJKJHD7) Still Time | CDs & Vinyl > International Music | Rating: 4.8
(ID: B07117TJ1H) Neospection | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.4
(ID: B00000AF63) Wisdom | CDs & Vinyl > Reggae | Rating: 4.5
(ID: B00EYIKWC0) Let It Lie | CDs & Vinyl > Pop | Rating: 4.8
(ID: B08FKP8NNH) Le Chanteur | CDs & Vinyl > Pop | Rating: 4.4
(ID: B00000GB7R) Anime Salve | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B074ZPK7R8) Nat King Cole Sings / George Shearing Plays + 3 Bonus Tracks | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.7
(ID: B000063RW0) Wie Der Hirsch Schreit: Church Music 4 | CDs & Vinyl > Classical > Chamber Music | Rating: 5.0
(ID: B0000AYLK2) Share: Songs of Hope Awareness & Recovery | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 3.3
(ID: B00837EJN6) Flesh & Blood | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0000028ZA) Unforgettable | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.7
(ID: B000002KBU) Blue | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.7
(ID: B01N9WB174) Robert Cray & Hi Rhythm | CDs & Vinyl > Rock > Blues Rock | Rating: 4.6
(ID: B0057VDGNK) Drive: Original Motion Picture Soundtrack | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.6
(ID: B01GT33NZK) Honey Bones | CDs & Vinyl > Pop | Rating: 4.6
(ID: B07NRDV6N3) Basketball Diaries Ost Limited Basketball Rsd | CDs & Vinyl > Soundtracks | Rating: 4.7
(ID: B000001138) Sounds of the Animal Kingdom | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B0034PHWEK) We Are The Void | CDs & Vinyl > Metal > Pop Metal | Rating: 4.4
(ID: B000NA6EBQ) Eternamente...La Historia [DVD] | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.9
(ID: B003X5F4R8) Fly Me To The Moon...The Great American Songbook Volume V | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00004D3IW) Virgil Thomson: Symphony No 1-3 | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.7
(ID: B000SHPXG6) Van Cliburn - PBS Presents Legendary Performances - 2 CD Set - Tchaikovsky - Brahms - Liszt - Macdowell - Prokofiev - Rachmaninoff - Chopin - Debussy - | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B0000630Z1) Essentials | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.5
(ID: B00E8K2I2Q) No Stranger to Love | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B078XXCJZL) Muscle Shoals Has Got The Swampers | CDs & Vinyl > R&B > Soul | Rating: 4.1
(ID: B004PP3IB4) CLUB LIFE - Volume One Las Vegas | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.4
(ID: B08KMKYWFY) Polydans | CDs & Vinyl > Dance & Electronic | Rating: 4.7
(ID: B07Q3LGWL2) A Violent Happy Place | CDs & Vinyl > Rock | Rating: 5.0
(ID: B014167PGA) For The Company | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00005LIQA) No One Explicit Lyrics | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 3.9
(ID: B07BF2PQJV) Fenfo Something To Say | CDs & Vinyl > International Music | Rating: 4.8
(ID: B00000IQ76) Coxa | CDs & Vinyl > New Age > Meditation | Rating: 4.7
(ID: B00BBQD6UI) Original Album Classics Sl Ipcase | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.7
(ID: B071Z6ZGBG) Gunmen | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B004GVZUDG) Beast explicit_lyrics | CDs & Vinyl > Metal > Pop Metal | Rating: 4.5
(ID: B000002SE0) Turandot | CDs & Vinyl > Opera & Classical Vocal > Operettas | Rating: 4.5
(ID: B003O7Z196) Give the People What They Want | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0000032LS) The Rocky Horror Picture Show | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.8
(ID: 6301267850) The Ladies Sing the Blues [VHS] | CDs & Vinyl > Blues > Vocal Blues | Rating: 4.2
(ID: B07GW1DKNP) Reason For The Season | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.5
(ID: B00133FASU) Greatest Country Hits of 1954 / Various | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B004FNBWAK) 20 Grandes Exitos | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.3
(ID: B00004XSU5) Most Girls | CDs & Vinyl > Pop > Teen Pop | Rating: 4.4
(ID: B0068RHGI8) 24 Hours | CDs & Vinyl > Pop | Rating: 4.5
(ID: B001FBSLW2) Unfold 2 | CDs & Vinyl > Dance & Electronic > Techno | Rating: 4.5
(ID: B00IT7SOWW) With His Hot & Blue Guitar | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.8
(ID: B000002WZ1) Robert Bradley's Blackwater Surprise | CDs & Vinyl > Today's Deals in Music > R&B | Rating: 4.4
(ID: B000002UCO) Best of | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B00000339G) Billboard Top Hits: 1989 | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 4.6
(ID: B00JC4XINQ) Hogtied Revisited | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00UCAFJAO) Chill Out | CDs & Vinyl > Pop | Rating: 4.0
(ID: B000008GYV) Capitol Collectors Series | CDs & Vinyl > Country > Classic Country | Rating: 4.5
(ID: B00000I8AN) Very Best of Bobby Darin 1966-1969 | CDs & Vinyl > Pop > Oldies | Rating: 4.0
(ID: B0000029AF) Paul Desmond & the Modern Jazz Quartet | CDs & Vinyl > Jazz > Cool Jazz | Rating: 4.6
(ID: B006R7NJFS) En Vivo! | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B001KR4Q70) A State Of Trance Yearmix 2008 | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B0015UKX6A) Bolero & Others | CDs & Vinyl > Classical > Chamber Music | Rating: 4.1
(ID: B00LXLQ0V8) Ego Dominus Tuus | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000EFVGIG) Currier & Ives: Christmas Collection (5-CD Set) | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 2.0
(ID: B000007TMN) Industrial Lullaby | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.9
(ID: B0000082N4) In Search of a New Dawn | CDs & Vinyl > Rock > Progressive | Rating: 4.2
(ID: B000VAQXD2) Conviviencia | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B000025TAM) Carlos Santana & Buddy Miles Live | CDs & Vinyl > Latin Music > Latin Rock | Rating: 4.6
(ID: B000VS0XE4) The Kink Kronikles [Vinyl LP] | CDs & Vinyl > Rock | Rating: 4.1
(ID: B000005J7X) Forgiven Not Forgotten | CDs & Vinyl > New Age > Celtic New Age | Rating: 4.7
(ID: B000001EFK) Supernigger | CDs & Vinyl > Comedy & Spoken Word | Rating: 4.2
(ID: B007PKDWB2) New Order Tribute: Ceremony The Digital Album | CDs & Vinyl > Pop > Tributes | Rating: 2.4
(ID: B001UJIMR8) Sax for the Soul | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B00003Q49W) Eydie in Love | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.8
(ID: B0000CEPAH) Music Garden | CDs & Vinyl > Pop | Rating: 4.4
(ID: B000002S40) Art of Beverly Sills | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.3
(ID: B000091OB2) all the best! LP | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.4
(ID: B00000JPCL) Weckt Die Toten | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B0002475HU) 10 9 8 7 6 5 4 3 2 1 | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.5
(ID: B09VGGZKFN) Heavy Pendulum | CDs & Vinyl > Rock | Rating: 4.8
(ID: B00005LVZJ) Space Boogie: Smoke Oddessey Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.7
(ID: B00MGFJTJU) Bout It Bout It: All of Me | CDs & Vinyl > Blues | Rating: 4.7
(ID: B000005BOQ) Two Spheres featuring Felix Spengler | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.2
(ID: B0000WN15Y) Classics | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B00M2MTAKK) Ambient Alchemy | CDs & Vinyl > New Age > Meditation | Rating: 4.5
(ID: B00H5VN6GC) The Lego Movie Soundtrack | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.4
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B000002WZ1
|
Robert Bradley's Blackwater Surprise
| 5
|
AFD6IUF45FECAURIYBC3OM4CFW2Q
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Harry Potter Coloring Book | Books > Children's Books > Arts, Music & Photography | Rating: 4.0
- Outlive Your Life: You Were Made to Make A Difference | Books > Christian Books & Bibles > Christian Living | Rating: 4.0
- Rumble! Zap! Pow!: Mighty Stories of God | Books > Children's Books > Religions | Rating: 5.0
- Plan B: What Do You Do When God Doesn't Show Up the Way You Thought He Would? | Books > Christian Books & Bibles > Christian Living | Rating: 5.0
- Anatomy of the Soul: Surprising Connections between Neuroscience and Spiritual Practices That Can Transform Your Life and Relationships | Books > Medical Books > Medicine | Rating: 4.0
- God's Promises for Boys | Books > Children's Books > Religions | Rating: 5.0
- Bible Jumble for Kids | Books > Children's Books > Religions | Rating: 5.0
- The Sacred Journey (The Ancient Practices Series) | Books > Christian Books & Bibles > Worship & Devotion | Rating: 4.0
- Julie and Julia: My Year of Cooking Dangerously | Books > Biographies & Memoirs > Community & Culture | Rating: 5.0
- Famous Figures of Ancient Times | Books > Children's Books > Activities, Crafts & Games | Rating: 5.0
### User's music History:
- Spongebob Squarepants: Greatest Hits | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 5.0
- The Other Side of Me | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 5.0
- Mockingbird | CDs & Vinyl > Folk > Contemporary Folk | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0001D0FTW) Hellfire Club | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B00004S363) Innervisions Remastered | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.8
(ID: B0087WRGX2) Song, Song, Song | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B0002U4EIM) Bittersweet & Blue | CDs & Vinyl > Imports > Rock | Rating: 4.6
(ID: B0075MFRNG) Sweet, Sad and Salty | CDs & Vinyl > Country > Bluegrass | Rating: 4.2
(ID: B00F1W1SS0) Live at Luna Park [Blu-ray] | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.8
(ID: B000253UAA) Allophone | CDs & Vinyl > Rock > Jam Bands | Rating: 5.0
(ID: B000MCICWY) Super Hits | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B000005E5C) Werther | CDs & Vinyl > Opera & Classical Vocal > Operettas | Rating: 4.6
(ID: B000065EBF) Goro Matsui & Koji Tamaki: Ballad Collection Only You | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.8
(ID: B08XL9QMTL) Needle Paw | CDs & Vinyl > AutoRip | Rating: 4.6
(ID: B00CLF81PI) The Definitive Doc Watson | CDs & Vinyl > Folk | Rating: 4.6
(ID: B08XWW4HKX) One Direction Up All Night Limited Edition Green Vinyl Record LP Album | CDs & Vinyl > Vinyl Store | Rating: 4.7
(ID: B00U2RIG7K) PRINCE 45 RPM When Doves Cry / 17 Days | CDs & Vinyl > Vinyl Store | Rating: 4.8
(ID: B0000027HJ) The Godfather Part III: Music From The Soundtrack | CDs & Vinyl > Today's Deals in Music > Soundtracks | Rating: 4.3
(ID: B000BVEKK4) Plays Brahms | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B00FJX96PI) Wagner Reloaded - Live in Leipzig | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B00JAD11VA) Bad Attitude | CDs & Vinyl > Pop | Rating: 4.5
(ID: B07MNTWWKN) The Wild Wild West : Music From the Television Series | CDs & Vinyl > Soundtracks | Rating: 4.7
(ID: B000065UFD) The Who: The Ultimate Collection | CDs & Vinyl > Today's Deals in Music > Rock | Rating: 4.7
(ID: B000005ZDN) Awakening | CDs & Vinyl > Metal | Rating: 4.5
(ID: B00TPVW7JC) Born to Run | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00BOPBAZO) Magia Maluma | CDs & Vinyl > International Music > South & Central America | Rating: 4.4
(ID: B0000501OK) Tom Canta Vinicius: Ao Vivo | CDs & Vinyl > International Music > South & Central America | Rating: 5.0
(ID: B000AD1NYE) Living a Dream | CDs & Vinyl > Classical > Sacred & Religious | Rating: 4.4
(ID: B00000072L) Beauty & The Beat:favorite Disney Tunes / Various | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.9
(ID: B0991LHQQP) 2X1=4 | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.6
(ID: B00KYQS1R4) Pop Crimes | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0007V2WWG) Pepper's Waltz | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B0019579Z4) New Order: Live In Glasgow (2DV) | CDs & Vinyl > International Music > Europe | Rating: 4.3
(ID: B000000KCX) Serenity Sampler | CDs & Vinyl > Today's Deals in Music > New Age | Rating: 4.2
(ID: B004P8R808) Early Dreams | CDs & Vinyl > Classical > Chamber Music | Rating: 4.7
(ID: B00OGYUUY2) Brazilian Nights | CDs & Vinyl > International Music > South & Central America | Rating: 4.6
(ID: B0000CAXJQ) Peep | CDs & Vinyl > Imports > Rock | Rating: 4.6
(ID: B00VA32C7U) Ashes | CDs & Vinyl > Christian & Gospel | Rating: 4.7
(ID: B08BWCBM4Q) Halloween 81: Live At The Palladium, NYC Highlights | CDs & Vinyl > Rock | Rating: 4.8
(ID: B00009NH9U) Los Primos | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.7
(ID: B001B89XOY) Il Est Ne | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 2.4
(ID: B07W3RVJRS) Falling | CDs & Vinyl > Rock | Rating: 4.0
(ID: B0002T2Q1A) The Artistry Of... | CDs & Vinyl > Jazz > Swing Jazz | Rating: 5.0
(ID: B001MUJSIC) Red Hail | CDs & Vinyl > Imports > Jazz | Rating: 4.7
(ID: B0002LE9H2) Songs 4 Worship: Southern Gospel | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.8
(ID: B000001E4U) Damn Yankees: 1994 Original Broadway Cast Recording | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.6
(ID: B00BP18RGW) Verdi: Requiem | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B000FGG6YS) The Politics Of Ecstasy | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B00004U2T4) Forgot About Dre Pt.1 explicit_lyrics | CDs & Vinyl > R&B > Funk | Rating: 4.5
(ID: B0000041VF) Gilbert & Sullivan: The Pirates of Penzance | CDs & Vinyl > Classical | Rating: 4.6
(ID: B004T0145W) Beethoven: Symphony No.3 - Eroica December 19 & 20, 1944 | CDs & Vinyl > Classical > Symphonies | Rating: 4.8
(ID: B003INBNN4) Gateway | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.2
(ID: B005K15XNI) Vim | CDs & Vinyl > Classic Rock | Rating: 4.9
(ID: B000009NXM) Songs From The Homeplace | CDs & Vinyl > Country > Bluegrass | Rating: 4.4
(ID: B07HN55B2F) El Mal Querer | CDs & Vinyl > AutoRip | Rating: 4.8
(ID: B0006U3TZM) Love Songs | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.6
(ID: B000002TLI) How Big'a Boy Are Ya 3 | CDs & Vinyl > Comedy & Spoken Word > Country Comedy | Rating: 4.7
(ID: B0006OSDIQ) Miracle | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.9
(ID: B00DV3A7JC) Bad Blood | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B000L21F92) The Blue Sky Boys | CDs & Vinyl > Country > Classic Country | Rating: 4.9
(ID: B000077R7V) Carajo | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.4
(ID: B0000ARKSO) Mina Con Bignè | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B000002PEJ) Indian Summer | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.4
(ID: B003YWUTJI) ...Featuring Norah Jones | CDs & Vinyl > Blue Note Records | Rating: 4.4
(ID: B00004KD0W) Live From the Sun: Best From the West | CDs & Vinyl > Classic Rock > Arena Rock | Rating: 4.1
(ID: B07D58QQ7Q) Achtung Baby | CDs & Vinyl > Rock | Rating: 4.8
(ID: B001E7XG5O) 5 Stars - Favorites From The 5 Browns | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.3
(ID: B000002R7T) Complete Live Oblivion | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B00000K4GP) Una Mas | CDs & Vinyl > Jazz > Bebop | Rating: 4.8
(ID: B000000F2E) Traveler | CDs & Vinyl > Country > Bluegrass | Rating: 4.6
(ID: B002XTBEBU) Best of Shanghai Lounge / Various | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 3.6
(ID: B00187AGGW) Cosita Buena | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.4
(ID: B019D3J0K0) Either That or the Moon | CDs & Vinyl > Pop | Rating: 4.6
(ID: B008L3XHQM) Album | CDs & Vinyl > Pop | Rating: 4.3
(ID: B00007E8TB) Carl Oglesby / Going to Damascus | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.8
(ID: B017TBVQL4) Ravel: Complete Piano Works | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B000ALJ0Z0) Rag'n Roll Revue Mini Sleeve | CDs & Vinyl > Imports > Rock | Rating: 5.0
(ID: B010NOZWX2) High Country | CDs & Vinyl > Rock > Hard Rock | Rating: 4.2
(ID: B08NHPC2Y7) Bob Marley - Legend The Best Of Bob Marley (Exclusive Tri-Color Rasta Vinyl) | CDs & Vinyl > Vinyl Store | Rating: 4.7
(ID: B000003JFM) Sittin Pretty | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 5.0
(ID: B072FBLLSW) Living Colour - Shade | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B000001G8B) Tchaikovsky: Symphonies 4, 5 & 6 | CDs & Vinyl > Classical > Symphonies | Rating: 4.7
(ID: B08HRTYL9Y) Tea For The Tillerman | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00NIR8IE2) On The Road To Freedom | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000CZ0POO) Over And Over | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.6
(ID: B00006RAKZ) Thought for Food | CDs & Vinyl > Dance & Electronic | Rating: 4.7
(ID: B0002ZYEHI) Revolver | CDs & Vinyl > Metal > Death Metal | Rating: 4.7
(ID: B000003LID) Complete Josef Hofmann 1 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.9
(ID: B00063MC4S) DANCEHALL STRINGBUSTERS CRUNCHY GUITAR INSTROS OF THE 60'S | CDs & Vinyl > Pop | Rating: 4.2
(ID: B005HJAGQW) Beethoven's Wig Sing Along P | CDs & Vinyl > Children's Music | Rating: 4.6
(ID: B000AGZXI8) World of Dance - New Wave the 80's -Extended Long Play Club Versions | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.3
(ID: B00004TJ95) Live at the Bottom Line | CDs & Vinyl > Metal | Rating: 4.7
(ID: B000001DT4) Memorabilia: The Singles Collection | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.5
(ID: B005FQNIDK) From Silence | CDs & Vinyl > Pop | Rating: 4.8
(ID: B001EVITNE) Seeing Things | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.5
(ID: B000A2H9PC) No Way to Treat a Lady: Music Music | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.9
(ID: B0798LR87Y) Sometimes The Blues Got Me | CDs & Vinyl > Blues | Rating: 4.7
(ID: B01HDE6E00) Endure | CDs & Vinyl > Pop | Rating: 4.6
(ID: B07ZLKH1DF) Meatloaf & Friends - Their Ultimate Collection | CDs & Vinyl > Rock | Rating: 4.7
(ID: B0002Y4TUQ) Retrospective | CDs & Vinyl > Jazz > Bebop | Rating: 5.0
(ID: B075KG3MVH) Finally | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.3
(ID: B00WNF9QZA) Living Waters | CDs & Vinyl > Christian & Gospel | Rating: 5.0
(ID: B00000030G) Live! At The Habibi Temple, Lake Charles, LA | CDs & Vinyl > Blues > Regional Blues | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B003YWUTJI
|
...Featuring Norah Jones
| 5
|
AEUW6HSDWFV2MD5Z4PGEFNUI3VUA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Be A Plant-Based Woman Warrior: Live Fierce, Stay Bold, Eat Delicious [video game] | Unknown | Rating: 5.0
- The Heartbeat of Trees: Embracing Our Ancient Bond with Forests and Nature | Books > Science & Math > Biological Sciences | Rating: 5.0
- Ramen Obsession: The Ultimate Bible for Mastering Japanese Ramen | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
- The China Study Cookbook: Revised and Expanded Edition with Over 175 Whole Food, Plant-Based Recipes | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 5.0
- Lucky Dog Lessons: Train Your Dog in 7 Days | Books > Crafts, Hobbies & Home > Pets & Animal Care | Rating: 5.0
- The Hitchhiker's Guide to the Galaxy | Books > Comics & Graphic Novels > Graphic Novels | Rating: 5.0
- The Seat of the Soul: 25th Anniversary Edition with a Study Guide | Books > Religion & Spirituality > New Age & Spirituality | Rating: 5.0
- The Yoga Mind: 52 Essential Principles of Yoga Philosophy to Deepen Your Practice | Books > Health, Fitness & Dieting > Exercise & Fitness | Rating: 5.0
- A Religion of One's Own: A Guide to Creating a Personal Spirituality in a Secular World | Books > Christian Books & Bibles > Christian Living | Rating: 4.0
- National Geographic Guide to Medicinal Herbs: The World's Most Effective Healing Plants | Books > Health, Fitness & Dieting > Alternative Medicine | Rating: 5.0
### User's music History:
- Josh Groban Noel Deluxe | CDs & Vinyl > Pop | Rating: 5.0
- 50th Anniversary Collection | CDs & Vinyl > Pop > Vocal Pop | Rating: 5.0
- Namaste / Various | CDs & Vinyl > New Age > Meditation | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B081WVBKKB) Disney Dreamin' with Matthew Morrison | CDs & Vinyl > Children's Music > Disney | Rating: 4.5
(ID: B000003DEB) Sweet Dreams | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B002E2M3L6) A Kind of Magic | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B000003GFO) Other Side of Jobim | CDs & Vinyl > International Music > South & Central America | Rating: 4.8
(ID: B09YPWGZWQ) Bridges [2 LP] | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00F2HW2WK) In the Silence | CDs & Vinyl > Folk | Rating: 4.7
(ID: B000CNET8Y) You Are Not Alone | CDs & Vinyl > Pop | Rating: 4.8
(ID: B09CRTSMTK) The Atlantic Albums 1986-1994 | CDs & Vinyl > Rock | Rating: 4.8
(ID: B01DPLSBGA) Greg Dean Project | CDs & Vinyl > Pop | Rating: 5.0
(ID: B00002ML66) Crystal Chandeliers | CDs & Vinyl > Imports > Country | Rating: 4.3
(ID: B002NV9ACI) Blue Notes | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00006961H) Vol. 2-Capcom Game Music | CDs & Vinyl > Soundtracks | Rating: 3.5
(ID: B0044R8G4C) Sounds From Nowheresville | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.4
(ID: B07DXRW682) Abacab Half-Speed | CDs & Vinyl > Rock | Rating: 4.6
(ID: B00GWOK6U2) Essential Too | CDs & Vinyl > Folk > British & Celtic Folk | Rating: 4.7
(ID: B00000I5LS) Dose | CDs & Vinyl > Today's Deals in Music > Rock | Rating: 4.4
(ID: B003TTZSVK) All We Grow | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.8
(ID: B0000005BO) Live In Atlanta | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B00FUAIIUE) Sings Ballads & Blues / at Carnegie Hall | CDs & Vinyl > Blues > Vocal Blues | Rating: 4.4
(ID: B01NCODX6N) Painted From Memory | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00GM7A8GQ) A Christmas Carol | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 5.0
(ID: B00005QK4Z) Right Or Wrong / Seven Year Ache | CDs & Vinyl > Country > Bluegrass | Rating: 4.5
(ID: B00005UEPQ) Expect No Mercy | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B00000JSSC) Luz | CDs & Vinyl > International Music > South & Central America | Rating: 4.6
(ID: B000008M9K) Golden Tones | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B000002J05) Woodstock Diary | CDs & Vinyl > Rock > Progressive | Rating: 4.4
(ID: B0002BWYQ0) Fasedown | CDs & Vinyl > Rock | Rating: 5.0
(ID: B002LIZWTI) Exquisite Corpse | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.8
(ID: B0767KNBDJ) Gems From The Equinox explicit_lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.4
(ID: B002FG9KOY) Shelter Me | CDs & Vinyl > Pop > Easy Listening | Rating: 5.0
(ID: B00KS6EPKC) Live at Montreux | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.6
(ID: B00009Y3Q3) Imagine | CDs & Vinyl > International Music > Europe | Rating: 4.4
(ID: B000001GNG) Violin Concerto Brahms: Violin Concerto Masters | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.7
(ID: B06XGMDRST) In Spades | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.6
(ID: B00FFHGTB2) Sing the Best in the Country & Words & Music | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.5
(ID: B00008FD4S) Heart Break | CDs & Vinyl > Pop > Teen Pop | Rating: 4.8
(ID: B000008PVF) Tickets for a Player Wheel | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.4
(ID: B00005NTPF) A-Town Blues | CDs & Vinyl > Country > Americana | Rating: 4.7
(ID: B074VD3BQF) One Nation Underground | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.5
(ID: B07YMJNR6L) Eight Classic Albums | CDs & Vinyl > Jazz | Rating: 4.7
(ID: B000FDJ2VU) Doc at the Radar Station | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B00005QJHM) Three Mo Tenors | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.9
(ID: B0000019H6) Twelve Point Buck | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 5.0
(ID: B00005OC8W) Sealed With a Kiss | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.1
(ID: B000002ZL0) Victoria: Responsories for Tenebrae | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.6
(ID: B000003CAM) In the Scene of the Mind | CDs & Vinyl > Dance & Electronic > Techno | Rating: 4.8
(ID: B000000SNG) Symphony 5 | CDs & Vinyl > Classical > Symphonies | Rating: 3.4
(ID: B00UTHB1KW) Terror 404 | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.7
(ID: B00MYBS9CY) Tigermilk | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B000MU4E9Q) I Pledge Allegiance To The Grind | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.8
(ID: B0000001QF) Urban Daydreams | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.5
(ID: B00020Q37C) The Work Which Transforms God | CDs & Vinyl > Metal > Death Metal | Rating: 4.8
(ID: B000007MW1) Thank You World | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.2
(ID: B000PMG9G2) Instant Karma: The Amnesty International Campaign to Save Darfur | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.3
(ID: B000000G9E) Secret Museum of Manking 2 / Various | CDs & Vinyl > International Music | Rating: 4.8
(ID: B000027UOK) Apartment | CDs & Vinyl > Jazz > Bebop | Rating: 4.3
(ID: B00006JKCK) Behind the Music | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.3
(ID: B000009NT2) Speak My Language | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 5.0
(ID: B00410M1K2) Amy Hanaiali'i and Slack Key Masters of Hawai'i | CDs & Vinyl > International Music > Pacific Islands | Rating: 4.7
(ID: B000CS43K8) SONIC IMMERSION - Vibrational Sound Healing Attunement Remastered | CDs & Vinyl > New Age > Healing | Rating: 3.9
(ID: B000000G2S) Mmalo-We | CDs & Vinyl > International Music > Africa | Rating: 4.3
(ID: B00005RG6M) A Night at the Opera | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B01NADP9QR) Stop Making Sense Tour | CDs & Vinyl > Vinyl Store | Rating: 4.7
(ID: B00000JQG0) Cinema Serenade II - "The Golden Age" | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.7
(ID: B000AA7HKQ) Trojan: Dub Rarities | CDs & Vinyl > Reggae > Dub | Rating: 4.4
(ID: B0000072KY) In Utero | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.8
(ID: 630519081X) Backstreet Boys - A Night Out with the Backstreet Boys VHS | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.0
(ID: B00004YRRI) One Zillion Guitars | CDs & Vinyl > Rock > Rock Guitarists | Rating: 5.0
(ID: B001AUKURM) It Is What It Is | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.7
(ID: B00000E8HO) High Praises 1 | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.6
(ID: B0015Y9B0K) Heavy Metal 1981 FSM Soundtrack | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.8
(ID: B002QVBMLM) Rod | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000MTOLMW) Bone Box: Thugs for Life explicit_lyrics | CDs & Vinyl > Pop > Tributes | Rating: 4.7
(ID: B000002TXO) Root Down | CDs & Vinyl > Rap & Hip-Hop > East Coast | Rating: 4.8
(ID: B0050546BY) Damnesia | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B0000SZLKQ) Empires | CDs & Vinyl > Imports > Rock | Rating: 4.6
(ID: B00002ME8M) Advocate | CDs & Vinyl > Jazz | Rating: 4.0
(ID: B004INNRXM) Bassoon Goes Latin-Jazz | CDs & Vinyl > Jazz | Rating: 1.0
(ID: B0002IQI7Y) Schoolboys in Disgrace | CDs & Vinyl > Rock > Progressive | Rating: 4.5
(ID: B00005RDCF) March / Free-For-All | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.5
(ID: B0006ZXJ84) The Real Twang Thang | CDs & Vinyl > Comedy & Spoken Word > Country Comedy | Rating: 4.9
(ID: B000008P4J) Songs of Love & Life | CDs & Vinyl > Country > Classic Country | Rating: 4.8
(ID: B0000034QG) After Ours | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B00S1LR62U) Older | CDs & Vinyl > Pop | Rating: 4.2
(ID: B000001VUG) Top 100 Classical Music 1685-1928 1-10 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B000009FER) ProdName | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.4
(ID: B00005LNGT) Bells Are Ringing 2001 Revival Broadway Cast | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 3.7
(ID: B000OPQ11S) Hit Collection | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.7
(ID: B073PQ7WBH) Tibetan Singing Bowls | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.4
(ID: B01BN1CRT6) Web Of Life CD | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 5.0
(ID: B000008B2H) Heat | CDs & Vinyl > New Age > Meditation | Rating: 4.9
(ID: B006UREQRK) 16 Biggest Hits | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B0007LEJKY) Kanye West - College Dropout: Video Anthology | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.8
(ID: B003NZ4K50) Star Wars - The Story Of ... | CDs & Vinyl > Vinyl Store | Rating: 4.8
(ID: B007C7FFHM) Rachmaninov: Morceaux de Fantaisie, Op. | CDs & Vinyl > Classical > Chamber Music | Rating: 4.4
(ID: B00005RGNK) Phi in the Sky Explicit Lyrics | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.4
(ID: B00007JR9F) Josephine Baker ... en La Habana | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B000003SSH) Shakin' Things Up | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B000008GJ9) Flying Lessons | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 3.6
(ID: B00B1PT9S2) Feels Like a New Morning | CDs & Vinyl > Pop | Rating: 4.6
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B073PQ7WBH
|
Tibetan Singing Bowls
| 5
|
AH65ZFSB3Z7PZJYLJLA7UERX5Z6A
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Where the Sky Begins: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Call Me American: A Memoir | Books > History > Americas | Rating: 5.0
- Mercury: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Amherst: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Safekeeping: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- A Place We Knew Well: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Lilac Girls: A Novel (Woolsey-Ferriday) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- A Wedding in Provence: A Novel | Books > Literature & Fiction > Women's Fiction | Rating: 3.0
- Hyacinth Girls: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- And the Dark Sacred Night: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
### User's music History:
- Through A Dog's Ear: Vol 1, Music To Calm Your Canine Companion | CDs & Vinyl > Special Interest > Instructional | Rating: 5.0
- Julie & Julia Soundtrack | CDs & Vinyl > Comedy & Spoken Word | Rating: 5.0
- Mendelssohn: Piano Trios Nos. 1 & 2 | CDs & Vinyl > Classical > Chamber Music | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0133LXAEK) The Christmas Album | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.8
(ID: B074JDPWD4) Light of Smiles | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00000C2HV) John Taverner: The Protecting Veil / The Last Sleep of the Virgin | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.6
(ID: B000M8N408) The Hills-The Soundtrack | CDs & Vinyl > Today's Deals in Music > Soundtracks | Rating: 4.4
(ID: B00A8QINV4) The Comeback/Hell On Wheels | CDs & Vinyl > Pop | Rating: 4.1
(ID: B006Z7NJJ6) Look To Your Heart - The Gene McDaniels Story 1959-1961 ORIGINAL RECORDINGS REMASTERED SET | CDs & Vinyl > Pop | Rating: 4.5
(ID: B00004WF6I) Consent To Treatment | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.8
(ID: B000I0QK60) Joy To The World | CDs & Vinyl > Today's Deals in Music > Miscellaneous | Rating: 5.0
(ID: B0BLQM2HZZ) The Traveler | CDs & Vinyl > Classic Rock | Rating: 4.3
(ID: B01JKN9Q0C) Retribution | CDs & Vinyl > International Music | Rating: 4.4
(ID: B0000026FU) Beethoven: Piano Concerto No. 5 | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.9
(ID: B000UO8BDE) Back At The Chicken Shack: The Incredible Jimmy Smith | CDs & Vinyl > Jazz > Bebop | Rating: 4.7
(ID: B0000027HX) Up 'Til Now | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.4
(ID: B005EVVF0E) Spectrum: An Anthology of Relaxing Instrumental | CDs & Vinyl > New Age > Meditation | Rating: 4.1
(ID: B00000145A) Russian Favorites | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 3.9
(ID: B0BJ4STDBX) Q.a.r. | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 5.0
(ID: B00003XARF) Mawio'mi | CDs & Vinyl > International Music > North America | Rating: 4.6
(ID: B00A304Z80) R.E.D. | CDs & Vinyl > R&B > Motown | Rating: 4.8
(ID: B007FZ7PRO) All in | CDs & Vinyl > Country > Bluegrass | Rating: 4.6
(ID: B0144R8JHA) The Huntress | CDs & Vinyl > Folk | Rating: 4.5
(ID: B000H49OZG) Krux, Vol. 2 | CDs & Vinyl > Metal > Death Metal | Rating: 4.9
(ID: B000GFKXII) Here, There, And Anymore | CDs & Vinyl > Pop > Adult Alternative | Rating: 5.0
(ID: B005QROPVM) The Scotch Tape | CDs & Vinyl > Pop > Dance Pop | Rating: 4.9
(ID: B000001FYJ) Dancing Years | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.1
(ID: B00000JA2A) Curvystrasse | CDs & Vinyl > Latin Music | Rating: 5.0
(ID: B0085FF660) Black On Blues: A Tribute To The Black Keys | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.2
(ID: B000005QZC) Spooky Disharmonious Conflict Hell Ride | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.1
(ID: B078XXC7Z2) The Songs We Sang on the Andy Williams Show | CDs & Vinyl > Rock | Rating: 4.9
(ID: B00004U8S9) Best of | CDs & Vinyl > Blues > Vocal Blues | Rating: 4.7
(ID: B0002C4IN6) Los Bacatranes | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.3
(ID: 1591796431) Through A Dog's Ear: Driving Edition, Music To Calm Your Dog In The Car | CDs & Vinyl > New Age > Meditation | Rating: 4.3
(ID: B00021LS9E) Council Estate of the Mind | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.8
(ID: B000N0WX0M) Sweetbread | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.8
(ID: B00000JWCK) Nypd Blue: Best of Mike Post | CDs & Vinyl > Pop > Easy Listening | Rating: 3.8
(ID: B00005LN01) Freedom Is a State of Mind Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.6
(ID: B000002TPW) Home | CDs & Vinyl > R&B > Soul | Rating: 4.4
(ID: B0010VHXOE) Life in Slow Motion | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B000000PQ8) Inside Looking Out | CDs & Vinyl > International Music > Europe | Rating: 5.0
(ID: B00004TCGQ) Everly Brothers Best | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.9
(ID: B00I9LA78W) Aurora Solfeggio 528hz with Theta Brainwave Entrainment | CDs & Vinyl > New Age | Rating: 4.4
(ID: B00005PJIL) Best of Karel Gott | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000J4MHRQ) A Star Is Born | CDs & Vinyl > Broadway & Vocalists > Classic Vocalists | Rating: 4.8
(ID: B007MY46OI) Everyday Salama | CDs & Vinyl > International Music | Rating: 5.0
(ID: B0000018XN) Land Of Merlin | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B00005LANG) Exodus | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.7
(ID: B000003CMF) Wipe The Windows, Check The Oil, Dollar Gas | CDs & Vinyl > Blues > Slide Guitar | Rating: 4.7
(ID: B08LNH67TT) Out Of Control | CDs & Vinyl > Rock | Rating: 4.6
(ID: B008DL4A4A) Greater Than One | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0000003GI) Four Seasons: Wintersongs | CDs & Vinyl > Holiday & Wedding | Rating: 4.9
(ID: B001LPNW62) Lights in the Night | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.5
(ID: B00022308K) Curren | CDs & Vinyl > International Music > Pacific Islands | Rating: 4.7
(ID: B079JCJSMQ) An Original Album Collection | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B000TSMOVG) Country Christmas | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.4
(ID: B00XW3WMXU) Hours | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00C6P7IFW) Hunter Hayes Encore Deluxe | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B00CG6G9OC) The Triple Album Collection | CDs & Vinyl > Pop | Rating: 4.7
(ID: B07R44QN8X) Flamagra | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B000Y0ZVZA) Comin a Time | CDs & Vinyl > Blues | Rating: 5.0
(ID: B0009298Y8) The Wedding | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.2
(ID: B001NR25LQ) Ghetto Sci-Fi | CDs & Vinyl > Rap & Hip-Hop > Experimental Rap | Rating: 3.5
(ID: B000VXRCFM) La Vida...Es Un Ratico | CDs & Vinyl > International Music > South & Central America | Rating: 4.7
(ID: B0028R1LXI) Born On Flag Day | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B00000I41D) Fingertip Ship | CDs & Vinyl > New Age > Meditation | Rating: 4.0
(ID: B00U38Z1OE) ABBA: Deluxe | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000046S3P) Marty Balin's Greatest Hits | CDs & Vinyl > Pop | Rating: 3.1
(ID: B00LZZ6SPK) Scratchin': The Wild Jimmy Spruill Story | CDs & Vinyl > R&B > Contemporary R&B | Rating: 4.4
(ID: B07NRJTWF6) Cowboys For Indians | CDs & Vinyl > Rock > Folk Rock | Rating: 4.1
(ID: B000H9HWSM) Straight Outta Lynwood | CDs & Vinyl > Comedy & Spoken Word > Comedic Music | Rating: 4.5
(ID: B000069BIY) Chooglin: Tribute to John Fogerty / Various | CDs & Vinyl > Pop > Tributes | Rating: 3.3
(ID: B00DK85SP6) Volume 1 | CDs & Vinyl > Rock > Hard Rock | Rating: 4.9
(ID: B000S5S99Q) War Live | CDs & Vinyl > Rock | Rating: 4.4
(ID: B000002D32) ONE SWEET DAY | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.6
(ID: B000001GH6) Weber: Clarinet Concertos | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B00UCFI1SQ) Lost Radio Recordings Released for the First Time 1935 & 1936 Kraft Music Hall Performances | CDs & Vinyl > Pop > Easy Listening | Rating: 4.0
(ID: B00KYBBT96) Singles Collection 1949-62 | CDs & Vinyl > Jazz | Rating: 4.2
(ID: B000025JQE) Provision | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.5
(ID: B0000645HS) Just a Little Pt. 1 | CDs & Vinyl > Pop > Dance Pop | Rating: 4.0
(ID: B08GLSY66L) Wrecking Ball | CDs & Vinyl > Rock > Country Rock | Rating: 4.7
(ID: B000003MWF) Strange Cargo: Hinterland | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.6
(ID: B002BF58HM) Del Shannon Live in England | CDs & Vinyl > Vinyl Store | Rating: 4.5
(ID: B000C20VBY) Rev. James Moore: Joy | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.6
(ID: B004QDAEAI) Switched-On Bach SQ Quadraphonic LP: Walter (Wendy) Carlos | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.2
(ID: B00005Q2YK) A Billy Graham Music Homecoming, Vol. 2 [VHS] | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.5
(ID: B00000612O) Gasoline Alley | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B0000E331W) Native Spirit: Gentle World | CDs & Vinyl > New Age > Meditation | Rating: 4.7
(ID: B0007OY3NY) Very Best of Asleep at the Wheel | CDs & Vinyl > Country > Today's Country | Rating: 4.9
(ID: B075K6SHCW) Day Breaks | CDs & Vinyl > Blue Note Records | Rating: 4.4
(ID: B01N5LVNG2) Piano Concertos / Symphonies Rhapsody on a Theme | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B001D25N38) Girlicious explicit_lyrics | CDs & Vinyl > Imports > R&B | Rating: 4.6
(ID: B000024JI7) Welcome to the Neighbourhood | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B000063S6Z) 18 | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.6
(ID: B00000JJVP) Big Band Christmas | CDs & Vinyl > Today's Deals in Music > Miscellaneous | Rating: 4.2
(ID: B00000IONG) Ponyoak | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B00000JWI1) Ear Plugs 50 | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 5.0
(ID: B000228EHC) Soca Gold 2004 | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.3
(ID: B008NHNFJK) 10,000 Reasons Bless The Lord Accompaniment/Performance Track | CDs & Vinyl > Christian & Gospel > Praise & Worship | Rating: 4.8
(ID: B07MD8NJKN) Cat's Back:The Complete Broadcasts 1966-67 | CDs & Vinyl > Rock > Folk Rock | Rating: 3.6
(ID: B0766237QG) Something Poppin' | CDs & Vinyl > Blues | Rating: 5.0
(ID: B000LC5B1A) Emissaries | CDs & Vinyl > Metal > Death Metal | Rating: 4.8
(ID: B000000AMD) Choral Works | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.4
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
1591796431
|
Through A Dog's Ear: Driving Edition, Music To Calm Your Dog In The Car
| 4
|
AG3D4OLCLFVC2ZBASFGMJGPOYGHA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Tarot of Pagan Cats Mini Deck | Books > Religion & Spirituality > New Age & Spirituality | Rating: 5.0
- NOS4A2: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- The Fireman: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- 365 Quilt-Block Patterns Perpetual Calendar: The Best of Judy Hopkins | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 4.0
- 365 Fun-to-Stitch Quilt Blocks | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 3.0
- 505 Quilt Blocks: Plus 36 Beautiful Projects to Make (Better Homes & Gardens) | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 3.0
- 1000 Great Quilt Blocks | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 4.0
- Immortal Flight Journal (Diary, Notebook) | Unknown | Rating: 4.0
- Little Witch: 60th Anniversay Edition | Books > Children's Books > Science Fiction & Fantasy | Rating: 5.0
- Game of Thrones: House Stark Hardcover Ruled Journal | Books > Humor & Entertainment > Television | Rating: 5.0
### User's music History:
- Secret Voyage | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.0
- All Our Yesterdays | CDs & Vinyl > Pop | Rating: 5.0
- Love Never Dies | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000FCUUGM) Ennio Morricone: Film Music Masterworks | CDs & Vinyl > International Music > Europe | Rating: 3.3
(ID: B006AI8KS0) Oishiiuta | CDs & Vinyl > Pop | Rating: 4.5
(ID: B0007N1AIG) Paradise | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B000TS18EA) Irish | CDs & Vinyl > Karaoke | Rating: 2.3
(ID: B00007J4SH) 900 LB Steam | CDs & Vinyl > International Music > South & Central America | Rating: 4.1
(ID: B00D9D1N6U) Different Light | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00005Y2EL) Renegade | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.6
(ID: B000003B66) Down South Hustlers: Bouncin' And Swingin' Tha Value Pack Compilation Explicit Lyrics | CDs & Vinyl > Pop > Dance Pop | Rating: 4.4
(ID: B000001ZSN) Brian Boru | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B000SKKUVQ) Renaissance Music for Brass: Works By Melichior Franck, Heinrich Scheidemann, Heinrich Schutz, Thomas Stoltzer, Pierre Attaingnant, John Adson, Giovanni and Andrea Gabrieli, Girolamo Frescobaldi, Adriano Banchieri | CDs & Vinyl > Classical > Forms & Genres | Rating: 3.8
(ID: B0001CNQMG) Feel Good Lost | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B00C3JU448) Time to Get Right | CDs & Vinyl > Country | Rating: 4.7
(ID: B00DJYKADG) Ii | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.8
(ID: B000033JZT) Abba Mania: Tribute to Abba | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.5
(ID: B0B6JQM8GX) Greatest Hits | CDs & Vinyl > Rock | Rating: 4.8
(ID: B00936A08Y) Truth of the Matter | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00L5VZEPY) Italian Soprano Arias | CDs & Vinyl > Classical > Symphonies | Rating: 4.1
(ID: B074JC5MZ5) I'm Yours | CDs & Vinyl > Reggae | Rating: 5.0
(ID: B00004SZGD) Nikki and the Corvettes | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.3
(ID: B000005TRI) El Pan y la Sal | CDs & Vinyl > Dance & Electronic > House | Rating: 3.9
(ID: B00LJGAMIY) Bring Us Together | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0034C243C) Here Comes Mr Bear | CDs & Vinyl > Children's Music | Rating: 3.7
(ID: B000002ZK4) Christmas Music from Medieval Europe | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.7
(ID: B001870LUI) George Duke: Reach For It [ LP Vinyl ] | CDs & Vinyl > R&B > Funk | Rating: 4.7
(ID: B01A2SP8S8) Wildfire | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B000B0WODA) You Could Have It So Much Better | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 4.5
(ID: B00000FYHO) Lucky Numbers | CDs & Vinyl > Pop > Oldies | Rating: 4.4
(ID: B00KTZAL9G) They Want My Soul | CDs & Vinyl > Rock | Rating: 4.7
(ID: B000HT3PII) All of Me | CDs & Vinyl > Latin Music > Latin Pop | Rating: 5.0
(ID: B003JHY25A) K-Tel Super Star Collection | CDs & Vinyl > Vinyl Store | Rating: 5.0
(ID: B00004ZBLB) Concerti Italiani | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B00009UW1Y) Da Headbussaz: Dat's How It Happen to M | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.7
(ID: B0000029Q0) Bach: Favorite Organ Works | CDs & Vinyl > Classical > Forms & Genres | Rating: 3.6
(ID: B005CQ5XZE) X2 Damn Right, I've Got The Blues/Sweet Tea | CDs & Vinyl > Blues | Rating: 4.8
(ID: B00YJ1GNWK) Someone Like You | CDs & Vinyl > Blues > Electric Blues | Rating: 4.8
(ID: B00005A472) The Very Best of The Pogues | CDs & Vinyl > Folk > British & Celtic Folk | Rating: 4.6
(ID: B000JJRWRG) Commitment | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.9
(ID: B0000CESUJ) P.I.M.P. | CDs & Vinyl > Rap & Hip-Hop > East Coast | Rating: 4.0
(ID: B0721FC8ZC) Songs That Save Our Lives | CDs & Vinyl > Country | Rating: 5.0
(ID: B000E0W2LG) Lionheart | CDs & Vinyl > Metal > British Metal | Rating: 4.6
(ID: B00005GLFY) Miss Saigon | CDs & Vinyl > Soundtracks | Rating: 4.8
(ID: B00AL6SMPI) Montserrat Caballé - The Diva | CDs & Vinyl > Classical | Rating: 3.6
(ID: B0002PUHBU) The Street Was Always There | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.8
(ID: B001BTZO8M) Tonight | CDs & Vinyl > Jazz > Latin Jazz | Rating: 4.0
(ID: B000W8ONTY) Leader of the Pack | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B0000CDL6C) The American Farewell Tour | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.7
(ID: B00C9WPAG6) Very Best Instrumental PT.1 | CDs & Vinyl > Pop > Easy Listening | Rating: 4.3
(ID: B001TKJDIK) Sonnet to Sleep | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.5
(ID: B000059H1S) Digimortal explicit_lyrics | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.5
(ID: B0013FDEDG) With My Little Ukulele in My Hand / Various | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.6
(ID: B000KI3LGC) Quiet Riot | CDs & Vinyl > Metal > Pop Metal | Rating: 4.5
(ID: B00008ABQL) Bickersons / Bickersons Fight Back | CDs & Vinyl > Comedy & Spoken Word > Spoken Word | Rating: 4.7
(ID: B00000JNPH) En Vivo Desde Bellas Artes | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.4
(ID: B0000070KQ) September Bowl of Green | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B01KALULAW) Followers | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B003ZU8TN2) Dubber Side of the Moon | CDs & Vinyl > Reggae > Dub | Rating: 4.5
(ID: B0000032T0) Rarities 1 | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.8
(ID: B00006FN8B) 5'11 Record | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B008EOQVCU) Disco Nights | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.7
(ID: B000BB19B2) Scotland the Brave | CDs & Vinyl > International Music > Europe | Rating: 4.0
(ID: B00005ABJ5) Late for the Future | CDs & Vinyl > Jazz > Acid Jazz | Rating: 4.4
(ID: B00009YXFT) Tourist | CDs & Vinyl > Country > Today's Country | Rating: 4.5
(ID: B007GEUYYA) Electronic Saviors 2: Recurrence | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.5
(ID: B000002OFC) What Comes Naturally | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 4.4
(ID: B000003CWO) Dvorak - Symphony No.9 / Carnival Overture | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.7
(ID: B01M2ZLHOG) Boston | CDs & Vinyl > Classic Rock | Rating: 4.8
(ID: B000OV123Y) Complete Recorded Works, Vol. 1 | CDs & Vinyl > Jazz > Traditional Jazz & Ragtime | Rating: 4.8
(ID: B000FYZPDI) Reason to Live | CDs & Vinyl > Pop | Rating: 4.2
(ID: B0002IQP0E) Christmas In The USA | CDs & Vinyl > Comedy & Spoken Word > Stand-Up Comedy | Rating: 4.5
(ID: B00000056M) We Walk By Faith | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B00004SA96) The Great Western | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.4
(ID: B000055YAI) Blues for the Soul | CDs & Vinyl > Blues > Electric Blues | Rating: 4.4
(ID: B00009V7TC) Flat End of the Earth | CDs & Vinyl > Pop | Rating: 4.9
(ID: B001FEO6RI) Music for Love | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.2
(ID: B0015XS4RW) Lammendam | CDs & Vinyl > Imports > Hard Rock & Metal | Rating: 4.9
(ID: B000002BKV) Props for Pops | CDs & Vinyl > Blues > Regional Blues | Rating: 4.7
(ID: B004Z1896C) Calling Card | CDs & Vinyl > Rock > Blues Rock | Rating: 4.8
(ID: B000056V10) The Astronauts: The Legendary Group at Their Best | CDs & Vinyl > Rock > Oldies & Retro | Rating: 3.6
(ID: B000R9SE48) Jhoom Barabar Jhoom | CDs & Vinyl > Dance & Electronic > World Dance | Rating: 4.6
(ID: B000006NWM) Kindness of Strangers | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B09V3868MP) Dirt Does Dylan | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B0000065KI) Space Is the Place | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.4
(ID: B0000040XI) Beethoven: Piano Trios No. 5 Geister & No. 7 Archduke | CDs & Vinyl > Classical > Chamber Music | Rating: 4.4
(ID: B0000009UB) Freedom Chants From the Roof of the World | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.7
(ID: B000000Y73) Tenor Madness | CDs & Vinyl > Jazz > Bebop | Rating: 4.6
(ID: B00005K3MN) Crosswinds | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B001ASVAM8) Along Came A Spider | CDs & Vinyl > Rock > Hard Rock | Rating: 4.6
(ID: B000050PFW) Gershwin for Trumpet: It Ain't Necessarily So; Embraceable You and other great songs arranged for trumpet and piano | CDs & Vinyl > Classical > Forms & Genres | Rating: 3.1
(ID: B000062T8O) Lightwave | CDs & Vinyl > Dance & Electronic > House | Rating: 4.4
(ID: B01BULEDWI) Parallax | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B00004WK2N) Songs from Jim Henson's Bear in the Big Blue House | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.8
(ID: B00005959A) The Love Songs | CDs & Vinyl > Country > Bluegrass | Rating: 4.4
(ID: B00BAO98Z8) Here Tonight: The White Light Demos | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000027U0F) But Beautiful | CDs & Vinyl > Jazz > Bebop | Rating: 4.5
(ID: B005K2SJ8S) What Cha Gonna Do with My Lovin | CDs & Vinyl > R&B > Soul | Rating: 4.8
(ID: B00104CJD6) Into the Exam Room | CDs & Vinyl > Metal > Pop Metal | Rating: 4.3
(ID: B000CA7XVM) Bandcestors | CDs & Vinyl > Classic Rock > Southern Rock | Rating: 4.6
(ID: B071VLCHGS) Safe Haven | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.8
(ID: B000024RNW) Sweetnighter | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B000008KQ4) Christmas Dreaming | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.6
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B001ASVAM8
|
Along Came A Spider
| 5
|
AECRVQ744GFNXFLFDIONYXQ4WPWQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Cooking with Your Instant Pot® Mini: 100 Quick & Easy Recipes for 3-Quart Models - A Cookbook | Books > Cookbooks, Food & Wine > Cooking Methods | Rating: 1.0
- The Everything Whole Grain, High Fiber Cookbook: Delicious, heart-healthy snacks and meals the whole family will love | Books > Cookbooks, Food & Wine > Cooking by Ingredient | Rating: 1.0
- As Time Goes By: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- 1997 Taste of Home Annual Recipes | Books > Cookbooks, Food & Wine > Cooking Education & Reference | Rating: 5.0
- More Who Knew? Thousands of Money-saving Secrets for Cooking, Cleaning, and All Around Your Home | Unknown | Rating: 5.0
### User's music History:
- The Piano Guys | CDs & Vinyl > Classical > Ballets & Dances | Rating: 1.0
- Gold | CDs & Vinyl > International Music > Europe | Rating: 5.0
- Summer Breeze | CDs & Vinyl > Country > Today's Country | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B00005AQJ8) The Rock 'N' Roll Era: Christmas Hits: Jingle Bell Rock | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.3
(ID: B007A0CCCM) Brahms: Lieder | CDs & Vinyl > Classical | Rating: 4.2
(ID: B00CP4S0QU) WATCHERS OF RULE | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00OKF3IDC) Alta Jerarquia | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.5
(ID: B00008EUVJ) On Christmas Day | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 5.0
(ID: B004RFOATG) Super Hits | CDs & Vinyl > Country > Today's Country | Rating: 4.8
(ID: B07YTD3CK2) Big Band Voodoo | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.3
(ID: B000GG4SOC) Despite Our Differences | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.5
(ID: B000051XXB) Stronger Than Pride | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.8
(ID: B06Y5TJTH8) Capacity | CDs & Vinyl > Pop | Rating: 4.8
(ID: B07GW2XGKW) Cello Suites I / II / V | CDs & Vinyl > Classical > Ballets & Dances | Rating: 5.0
(ID: B00IWGYX3E) Slip | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B0002PYSCY) Especie En Peligro | CDs & Vinyl > Latin Music > Latin Hip-Hop | Rating: 4.6
(ID: B00004T0F2) Red Room | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.6
(ID: B000003JV4) Free Flight | CDs & Vinyl > Pop > Dance Pop | Rating: 5.0
(ID: B01GTQZNPK) Keep The Faith | CDs & Vinyl > Pop | Rating: 4.7
(ID: B001BKZD7I) The Anti Mother | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.2
(ID: B000294TZQ) Wow | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.6
(ID: B00000DRXF) Smetana: The Moldau; Bartered Bride Dances / Dvorak: Carnival Overture; 4 Slavonic Dances | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.9
(ID: B00006X06U) Travelogue | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.6
(ID: B00003TFRV) 4 Days in a Motel Room | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 5.0
(ID: B00004SZWB) Hotter Than July Remastered | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.8
(ID: B000001JT1) Deconstruct | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.2
(ID: B0002ZDVV8) War Crimes & Imperial Fantasies | CDs & Vinyl > Comedy & Spoken Word > Interviews | Rating: 5.0
(ID: B000NQ2AT0) Firecracker Jazz Band Explodes | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B0007ORDP4) Stravinsky: The Firebird / Petrushka | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.6
(ID: B000063CNI) Impact of a Legend Bonus Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.7
(ID: B00EMLKVQQ) Electricity By Candlelight / NYC 2/13/97 | CDs & Vinyl > Pop | Rating: 4.1
(ID: B000OOOJ0E) The Essential Ray Price | CDs & Vinyl > Country > Classic Country | Rating: 4.7
(ID: B004KEMIW0) Marlissa Hudson-Libera | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B000007TMM) WXRV Presents: Live From River Music Hall, Vol. 1 | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 5.0
(ID: B005N95JO0) Some Girls | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00000FDLT) Clarinet Quintet / Piano Quintet | CDs & Vinyl > Classical > Chamber Music | Rating: 4.5
(ID: B000LW7UZA) Te Voy a Mostrar | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.7
(ID: B00NIA1ZEO) Undefeated | CDs & Vinyl > Pop | Rating: 4.2
(ID: B000JCEYMY) Wide Eyed Coma | CDs & Vinyl > Pop | Rating: 5.0
(ID: B0006IIPI0) Reveal | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B002CVQ838) Take Over | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.6
(ID: B001Q9DOZ2) Back In Blood | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.7
(ID: B0000041WF) Jorge Bolet Plays Liszt | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.2
(ID: B000E0W16W) Piano Music | CDs & Vinyl > Classical > Chamber Music | Rating: 4.7
(ID: B000VT2NCI) Golden Age of Light Music: Music While You Work 2 | CDs & Vinyl > Classical > Ballets & Dances | Rating: 5.0
(ID: B00474ACOO) All Delighted People | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B000069CIT) You Got My Mind Messed Up | CDs & Vinyl > R&B > Soul | Rating: 4.7
(ID: B000LV63PO) Children Running Through | CDs & Vinyl > Country > Americana | Rating: 4.7
(ID: B00DPKQ94I) | CDs & Vinyl > Pop | Rating: 4.7
(ID: B008XRQS4E) Obras de Musica | CDs & Vinyl > Classical > Chamber Music | Rating: 4.6
(ID: B00005ABWW) Shirley Bassey Sings the Standards | CDs & Vinyl > Pop > Oldies | Rating: 4.0
(ID: B00000E9OT) Los Angeles/Wild Gift | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.7
(ID: B00438FYTW) Rhythm of Youth | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.6
(ID: B0000025JN) Pictures at An Exhibition | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B07SZYKJY1) Let It Roll | CDs & Vinyl > Country | Rating: 4.8
(ID: B000007WCC) Travelling On A Cloud | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.0
(ID: B01N47MAKG) Savvy Savers 2700 SONG SUPER COLLECTION Karaoke CD+G SET - Monster Hits 159 Disc Classic Rock, Pop,Country,Oldies+ OVER 2700 Professional Karaoke Songs | CDs & Vinyl > Karaoke | Rating: 4.0
(ID: B07R63XF78) 8 Classic Albums | CDs & Vinyl > Jazz | Rating: 4.6
(ID: B000EMSY52) Evangelista | CDs & Vinyl > Rock > Progressive | Rating: 4.1
(ID: B000026DRA) Lights Camera Revolution | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.8
(ID: B01KI2632I) That Country Sound And More | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.6
(ID: B00000JT4K) Ray Price - 16 Biggest Hits | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.7
(ID: B01KBGUDEK) The Mission Soundtrack | CDs & Vinyl > Pop | Rating: 4.7
(ID: B01M9I804G) What A Wonderful Christmas | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.7
(ID: B005EYP7ZK) Chickenfoot III | CDs & Vinyl > Rock > Hard Rock | Rating: 4.5
(ID: B00A0OHM9S) Keith Don't Go: Live at T&C | CDs & Vinyl > Pop | Rating: 4.5
(ID: B00066VUOI) Commercial Album: 25th Anniversary | CDs & Vinyl > Rock > Progressive | Rating: 4.3
(ID: B00AYYCDMA) The Lion King - Original South Africa Cast 2007 | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 3.6
(ID: B00005HLC8) Bara no Seidou | CDs & Vinyl > Imports > Hard Rock & Metal | Rating: 4.7
(ID: B00SXQ2ECU) Seven Classic Album | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B000003MSH) Come To Daddy | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.6
(ID: B00005QW0M) Built From Scratch Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 5.0
(ID: B002VPR7HQ) Bate: Symphony No. 3 / Arnell: Prelude, Black Mountain / Chisholm: Pictures From Dante | CDs & Vinyl > Classical > Symphonies | Rating: 4.8
(ID: B00000DVD0) Friendly Dog Salad | CDs & Vinyl > Comedy & Spoken Word > Comedic Music | Rating: 4.8
(ID: B00004BZ0L) Maria Maria / Migra | CDs & Vinyl > Rock > Rock Guitarists | Rating: 4.7
(ID: B0000A0VA1) Martin Scorsese Presents The Blues: A Musical Journey | CDs & Vinyl > Blues > Regional Blues | Rating: 4.4
(ID: B000HKDEKG) Summer Girl | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B007IRCQ1O) Street Corner Symphonies: The Complete Story of Doo Wop, Vol. 2: 1950 | CDs & Vinyl > Pop | Rating: 4.9
(ID: B0002IQJ14) Reality's Coming Through | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 3.5
(ID: B000A2X0O6) Steve Lacy: Master of the Soprano Sax | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 3.6
(ID: B00274SIO2) Rare Elements | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 3.8
(ID: B000TM0DAQ) Bite the Bullet | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B000WMFZRY) Dan Deacon and Jimmy Joe Roche: Ultimate Reality | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 3.6
(ID: B00DWIZ21E) Percy Jackson: Sea of Monsters | CDs & Vinyl > Pop | Rating: 4.7
(ID: B099X26PJS) Gods Of Tomorrow | CDs & Vinyl > Rock | Rating: 4.7
(ID: B00UJJY9LI) Echo Of Miles: Scattered Tracks Across The Path | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000MQMBTU) Reader's Digest: A Glorious Christmas | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.2
(ID: B00004WMWG) Bantock: Celtic and Hebridean Symphonies, 20th Anniversary | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B009E9R1IM) Celebration Day | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B00095UZSS) The Very Best of George Howard Vol. 2 | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.1
(ID: B0058U80VS) Favorites Series: Apples and Bananas | CDs & Vinyl > Children's Music | Rating: 4.2
(ID: B000E41M9A) Chronicles Thru the Years | CDs & Vinyl > Pop > Oldies | Rating: 5.0
(ID: B09FFG57WG) Sinner | CDs & Vinyl > Rock | Rating: 4.7
(ID: B0744MN1MJ) Up All Night | CDs & Vinyl > Blues | Rating: 4.6
(ID: B000295YWS) Battle Without Honor Or Humanity | CDs & Vinyl > International Music > Far East & Asia | Rating: 4.4
(ID: B0002234DG) Like Sheep Led to Slaughter | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.8
(ID: B00HFDKTC4) Symphony No. 3 Il'ya Muromets | CDs & Vinyl > Classical > Symphonies | Rating: 4.6
(ID: B0000029CQ) It's Good to Be the King | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B001MEJYG4) Let Freedom Sing: Music of Civil Right Movement | CDs & Vinyl > Blues > Traditional Blues | Rating: 4.6
(ID: B000BCE9AY) Healing Bells | CDs & Vinyl > International Music | Rating: 4.6
(ID: B0000033E5) Head 1968 Film | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.8
(ID: B000058T8A) Shadowplay | CDs & Vinyl > Rock > Progressive | Rating: 4.9
(ID: B00067Z2UU) Number Ones | CDs & Vinyl > Pop > Oldies | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B000BCE9AY
|
Healing Bells
| 3
|
AEQKUKPLDRIHI732HRDIMYJJUNXQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Fiddle Handbook | Books > Arts & Photography > Music | Rating: 5.0
- Raspberry Pi User Guide | Books > Computers & Technology > Hardware & DIY | Rating: 5.0
- A Hundred Miles of Bad Road: An Armored Cavalryman in Vietnam, 1967-68 | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 5.0
- Make: Sensors: A Hands-On Primer for Monitoring the Real World with Arduino and Raspberry Pi | Books > Engineering & Transportation > Engineering | Rating: 3.0
- Raspberry Pi For Dummies | Books > Computers & Technology > Hardware & DIY | Rating: 5.0
- Dragon NaturallySpeaking For Dummies | Books > Computers & Technology > Software | Rating: 5.0
- Getting Started with Raspberry Pi: Electronic Projects with Python, Scratch, and Linux | Books > Engineering & Transportation > Engineering | Rating: 5.0
- National Geographic Complete Birds of North America, 2nd Edition: Now Covering More Than 1,000 Species With the Most-Detailed Information Found in a Single Volume | Books > Science & Math > Biological Sciences | Rating: 5.0
- Command Authority (Jack Ryan) | Books > Literature & Fiction > Action & Adventure | Rating: 5.0
- The Sibley Guide to Birds, 2nd Edition (Sibley Guides) | Books > Science & Math > Biological Sciences | Rating: 3.0
### User's music History:
- Mozart: Violin Concerto No. 5/Vieuxtemps: Violin Concerto No. 4 | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
- Hilary Hahn - Spectacular | CDs & Vinyl > Classical > Chamber Music | Rating: 5.0
- That Fiddlin' Man | CDs & Vinyl > Country > Today's Country | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B004S2EP8Y) Beethoven: Violin Sonatas, Vol. 3 - Nos. 3, 6 & 9, Opp. 12:3, 30:1, 47 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B00000JKP7) Sonic Sculptures | CDs & Vinyl > Country | Rating: 5.0
(ID: B072NSJWMZ) Wolves Explicit Lyrics | CDs & Vinyl > Rock | Rating: 4.7
(ID: B00005UFFE) Golden Autumn 1 | CDs & Vinyl > Classical | Rating: 4.4
(ID: B00000DP7I) Seven Souls | CDs & Vinyl > Rock > Progressive | Rating: 4.5
(ID: B000BP86SC) Carl Perkins: Rock 'n' Roll Legend [DVD] | CDs & Vinyl > Rock > Oldies & Retro | Rating: 3.2
(ID: B00000IMRL) Anthology | CDs & Vinyl > Dance & Electronic > Disco | Rating: 5.0
(ID: B000ANVNHQ) New Order: Item [DVD] | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B0973QD8L9) Live In Tokyo! | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B005ME7EK8) Freedom's Children: The Celebration | CDs & Vinyl > Jazz | Rating: 4.2
(ID: B00000DC5G) Southern Flavor | CDs & Vinyl > Country > Bluegrass | Rating: 4.5
(ID: B000207NI0) That Summer | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 4.4
(ID: B000002LBV) Paul Simon | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B0013D8JB0) Darklands | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.7
(ID: B00005N8ZL) I'll Be Home for Christmas | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.9
(ID: B003RK1O46) East Coasting | CDs & Vinyl > Jazz | Rating: 4.3
(ID: B00TXXNCTQ) Kinderlieder - German Children's Songs & Nursery Rhymes - Kids Songs | CDs & Vinyl > CD Rarities | Rating: 4.3
(ID: B01DO98TZQ) Septima | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B00001IVPE) Nina Kotova - Chopin, Faure, Falla, Glazunov, et al | CDs & Vinyl > Classical > Ballets & Dances | Rating: 3.5
(ID: B000020615) 24/7 | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.7
(ID: B000005CMR) There Were Roses | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B000E112OI) Land's End | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.6
(ID: B0BJ689XDK) Steven Universe Complete Vol. 1 Soundtrack Set of 4 45RPM | CDs & Vinyl > Soundtracks | Rating: 4.9
(ID: B001QKIOZ6) Willie Nelson Budget Set | CDs & Vinyl > Country > Classic Country | Rating: 4.8
(ID: B000F9RM8Y) Boston Blow Up | CDs & Vinyl > Jazz > Bebop | Rating: 4.4
(ID: B00005YA1E) Lester-Amadeus: Lester Young With Count Basie, His Quintet, Sextet & Orchestra, 1936-38 | CDs & Vinyl > Jazz > Swing Jazz | Rating: 3.5
(ID: B001JQHT6W) Intuition Explicit Lyrics | CDs & Vinyl > R&B > Contemporary R&B | Rating: 4.7
(ID: B00000DGX9) The Royal Philharmonic Collection: Nursery Rhymes Suite | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 3.5
(ID: B0089LT8T6) The Midnight Chase | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B000009OOW) Rhythm & Rhyme | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 5.0
(ID: B000GPIP9W) Navidad Al Estilo Reggaeton | CDs & Vinyl > Today's Deals in Music > Latin Music | Rating: 5.0
(ID: B0000067X4) Monster Movie | CDs & Vinyl > Rock > Progressive | Rating: 4.7
(ID: B09243C4JF) A Bigger Bang Live On Copacabana Beach Green/Yellow/Blue | CDs & Vinyl > Rock | Rating: 4.7
(ID: B000000XOT) Kid Ory's Creole Jazz Band 1954 | CDs & Vinyl > Blues > Regional Blues | Rating: 5.0
(ID: B00TKNQTMG) Strange Frontier | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000002UW1) Document | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B00005J6QV) 6 1/2 Explicit Lyrics | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.1
(ID: B000000PNJ) Rain Maiden | CDs & Vinyl > New Age > Meditation | Rating: 5.0
(ID: B071CDWNNF) Harry Styles | CDs & Vinyl > Pop | Rating: 4.9
(ID: B00000153Y) The Ghost And Mrs. Muir Score 1975 Re-recording | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 5.0
(ID: B01NC0MWDH) Valley Of The Dolls - Music From The Motion Picture Soundtrack | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.6
(ID: B000059GQL) Ella Sings Broadway | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B01KVXSWWS) Legacy Collection | CDs & Vinyl > Folk | Rating: 5.0
(ID: B000RF1QNI) Kinky Friedman: Live From Austin Texas | CDs & Vinyl > Country > Outlaw Country | Rating: 4.2
(ID: B002F3BQOY) Renihilation | CDs & Vinyl > Metal > Death Metal | Rating: 4.4
(ID: B0012PJZQ2) Very Best Of The Impressions, The | CDs & Vinyl > R&B > Soul | Rating: 4.9
(ID: B0002TX9G6) Arthur Grumiaux Plays | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
(ID: B0725CTB61) Live At Red Rocks 8.15.95 | CDs & Vinyl > Pop | Rating: 4.5
(ID: B01BY7XK0E) The Complete RPM-Kent Recording Box 1950-1965 - The Life, Times and the Blues of B.B. in All His Glory | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.7
(ID: 6305089949) Live in Europe | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 3.4
(ID: B075YYRY9N) O Holy Night | CDs & Vinyl > Holiday & Wedding | Rating: 4.8
(ID: B00009028Z) Ugly Ego | CDs & Vinyl > R&B > Funk | Rating: 4.2
(ID: B000044U3Z) The Lady in Red: The Very Best of Chris De Burgh | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.3
(ID: B00120H42Y) Remove the Earth | CDs & Vinyl > Metal > Death Metal | Rating: 4.8
(ID: B00008F114) Spirit of Christmas Tin | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 5.0
(ID: B000003J1U) Image Is Everything | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.9
(ID: B00002DG7B) Bach 'Trumpet & Organ': Sinfonias Arias And Chorales From Cantatas 29 62 68 75 & 146 / Prel | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 3.0
(ID: B00005LZT0) Boot Heel Drag: The MGM Years | CDs & Vinyl > Country > Classic Country | Rating: 4.8
(ID: B002IS250K) World of Dreams: Soothing Songs & Lullabies | CDs & Vinyl > Children's Music > Lullabies | Rating: 5.0
(ID: B000003TT7) Parabolicamara | CDs & Vinyl > International Music > South & Central America | Rating: 4.0
(ID: B000EHT5PK) Grass | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B06XTF7J47) Rock In Rio | CDs & Vinyl > Metal | Rating: 4.8
(ID: B000M5PMOM) Basta I | CDs & Vinyl > Rap & Hip-Hop | Rating: 4.5
(ID: B0011X66EO) 25 All Time Family Favorites | CDs & Vinyl > Classical > Symphonies | Rating: 2.0
(ID: B00K26KQP6) I Love My Dandelions | CDs & Vinyl > Children's Music | Rating: 5.0
(ID: B000060P79) No Pads, No Helmets...Just Balls | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.6
(ID: B000A0GPEK) Absolutely the Best of the 70's 2 | CDs & Vinyl > Pop | Rating: 4.0
(ID: B00004R8Q2) Hip Hop 101 Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > East Coast | Rating: 4.0
(ID: B00FP45TT8) Tchaikovsky Edition | CDs & Vinyl > Classical > Symphonies | Rating: 4.3
(ID: B000003JU1) Angel Kisses | CDs & Vinyl > New Age > Meditation | Rating: 3.5
(ID: B000BDH572) Great Performances from the Library of Congress 22 | CDs & Vinyl > Classical > Chamber Music | Rating: 5.0
(ID: B0BHKLZ8YH) THE OTHER ONE Transparent | CDs & Vinyl > Christian & Gospel > Hard Rock & Metal | Rating: 4.6
(ID: B0000017JK) Cast of Thousands: The Songs of Craig Carnelia | CDs & Vinyl > Pop > Oldies | Rating: 5.0
(ID: B0000AIT1L) The Very Best of Simply Red | CDs & Vinyl > R&B > Soul | Rating: 4.6
(ID: B000002UU0) Children Of The Future | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.5
(ID: B0000037BE) Brahms: Complete Piano Music | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.7
(ID: B000005AAV) My Foolish Heart | CDs & Vinyl > Pop > Oldies | Rating: 4.5
(ID: B00005RGO1) The Beginning Of All Things To End Explicit Lyrics | CDs & Vinyl > Today's Deals in Music > Hard Rock & Metal | Rating: 4.6
(ID: B000MKXF8C) The Essential Toni Braxton | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.7
(ID: B0000059SC) Memphis Sun Recordings | CDs & Vinyl > Pop > Oldies | Rating: 4.9
(ID: B0BJLB9HLC) MOONCHILD MIXES | CDs & Vinyl > International Music > South & Central America | Rating: 4.6
(ID: B000001EV8) Destination Anywhere | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B000159EII) Dark Tranquility: Live Damage [DVD] | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.2
(ID: B000R7I2BA) Noble Creatures | CDs & Vinyl > Country > Americana | Rating: 3.6
(ID: B07P56LVWH) Tha Carter II (Exclusive Limited Club Edition Red 2XLP Vinyl) | CDs & Vinyl > Vinyl Store | Rating: 4.7
(ID: B000MKLB2E) Here, My Dear | CDs & Vinyl > Vinyl Store | Rating: 4.8
(ID: B00005NY41) Fesca: Septets Op 26 & 28 | CDs & Vinyl > Classical > Chamber Music | Rating: 4.8
(ID: B07WWB2NKC) SuperM The 1st Mini Album 'SuperM' BAEKHYUN Ver. | CDs & Vinyl > Pop > Korean Pop | Rating: 4.9
(ID: B0012GMZBS) Hours Between Day + Night | CDs & Vinyl > Today's Deals in Music > Latin Music | Rating: 4.6
(ID: B011YAE5C8) Gizmodgery Blue | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000V6LSWC) NIV Listener's Bible on DVD® Complete Old & New Testament | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.5
(ID: B000056MTE) Method of Attack | CDs & Vinyl > Christian & Gospel > Rap & Hip-Hop | Rating: 3.5
(ID: B0000067U3) Tabuh-Tabuhan / Symphony 2 / Transitions | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B00JS480VA) Haim: Forever Vinyl 12" (Record Store Day 2014) | CDs & Vinyl > Vinyl Store | Rating: 3.8
(ID: B00LPQXXQ6) Lost in Alphaville | CDs & Vinyl > Rock | Rating: 4.4
(ID: B000026D0F) Elgar: Dream of Gerontius | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.6
(ID: B000000YH9) Interplay | CDs & Vinyl > Jazz > Bebop | Rating: 4.7
(ID: 6302404312) Placido Grandisimo | CDs & Vinyl > Classical | Rating: 4.3
(ID: B006QN9XV2) The Late, Late Show | CDs & Vinyl > Jazz > Swing Jazz | Rating: 5.0
(ID: B001OMZY8G) High School Musical 3: Senior Year | CDs & Vinyl > Children's Music > Disney | Rating: 4.9
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B075YYRY9N
|
O Holy Night
| 5
|
AGIICV4VU6F26ZXBDGZKSFECBTEQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Phantom Tollbooth | Books > Teen & Young Adult > Literature & Fiction | Rating: 5.0
- Girl with a Pearl Earring: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Mirror Mirror: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Confessions of an Ugly Stepsister | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Wicked: The Life and Times of the Wicked Witch of the West | Books > Science Fiction & Fantasy > Fantasy | Rating: 5.0
- Son of a Witch: A Novel (Wicked Years, 2) | Books > Literature & Fiction > Action & Adventure | Rating: 4.0
- East of Eden, John Steinbeck Centennial Edition | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
- Harry Potter and the Half-Blood Prince (Book 6) | Books > Children's Books > Growing Up & Facts of Life | Rating: 5.0
### User's music History:
- Awake DV | CDs & Vinyl > Pop > Adult Contemporary | Rating: 5.0
- Josh Groban | CDs & Vinyl > Pop > Oldies | Rating: 5.0
- Closer | CDs & Vinyl > Pop > Adult Contemporary | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B08K474VS6) Egypt 1971 | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B002DGLDZK) Where The Action Is! Los Angeles Nuggets 1965-1968 | CDs & Vinyl > Pop > Oldies | Rating: 4.4
(ID: B0000046PR) Verve Jazz Masters 18 | CDs & Vinyl > Pop > Oldies | Rating: 4.2
(ID: B0009X777W) Chapter V Explicit Lyrics | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.7
(ID: B004XLH6FO) Devil Soldier | CDs & Vinyl > Metal > Pop Metal | Rating: 4.6
(ID: B003Y3D5XO) March 1963 | CDs & Vinyl > Blues > Acoustic Blues | Rating: 5.0
(ID: B005DY0TWW) Van Lear Rose | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B00009Y3LT) Live 69 | CDs & Vinyl > Blues > Regional Blues | Rating: 4.8
(ID: B09FQ7LNWR) El Alimento | CDs & Vinyl > R&B | Rating: 4.7
(ID: B00KN29OGG) Mandrill - Solid (CD) | CDs & Vinyl > R&B > Soul | Rating: 4.6
(ID: B00068VQAE) Haydn: Keyboard Concertos | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B078Y21JVW) High Cost Of Low Living | CDs & Vinyl > Alligator Records | Rating: 4.5
(ID: B07K1L2BR8) Construction Time Again | The Singles | CDs & Vinyl > Classic Rock | Rating: 4.9
(ID: B00004WIPF) Trapped in Crime Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Gangsta & Hardcore | Rating: 4.6
(ID: B000KIBDWQ) Gandara, Marcela : Mas Que Un Anhelo | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
(ID: B00005ULYG) Comin Thru | CDs & Vinyl > Imports > Jazz | Rating: 4.5
(ID: B0009F4OPS) Miles Davis Poetics of Sound: 1954-1959 | CDs & Vinyl > Jazz > Bebop | Rating: 5.0
(ID: B00003Q07F) Yardbirds Reunion Jam | CDs & Vinyl > Classic Rock > British Invasion | Rating: 4.6
(ID: B01GEUTIN4) Anyway You Love, We Know How You Feel | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.6
(ID: B01G2Q26M0) BITORI - Legend Of Funana | CDs & Vinyl > International Music | Rating: 4.3
(ID: B0002IVR48) Career Collection 1965-2000 | CDs & Vinyl > Folk > Traditional Folk | Rating: 5.0
(ID: B0017R5TPG) Ten Minutes to Relax: Experience the Love Response | CDs & Vinyl > New Age > Meditation | Rating: 4.4
(ID: B00D0CSS36) Reunion UK: Live in Tokyo | CDs & Vinyl > International Music > Far East & Asia | Rating: 3.9
(ID: B000UI99C2) Malt Shop Memories | CDs & Vinyl > Pop > Easy Listening | Rating: 3.0
(ID: B0017IKQWQ) One in a Million You | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.9
(ID: B0010BFM7Y) Swashbuckler | CDs & Vinyl > Vinyl Store | Rating: 4.8
(ID: B07HFYZY7D) The Beatles The White Album | CDs & Vinyl > Classic Rock | Rating: 4.8
(ID: B000AMB3VS) Secret Agent | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.5
(ID: B000BFKY0U) ChangesTwoBowie | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B000006HSU) Remember | CDs & Vinyl > Dance & Electronic > House | Rating: 4.9
(ID: B00366IIZY) Destroyed | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.9
(ID: B09SP5QWX2) Another World[2 CD] | CDs & Vinyl > Rock | Rating: 4.7
(ID: B092KDZKBP) Rod Stewart: 1975-1978 | CDs & Vinyl > Rock | Rating: 4.7
(ID: B000CPJODC) Discovered 1 | CDs & Vinyl > Pop > Easy Listening | Rating: 2.8
(ID: B0085P1AMO) Being And Nothingness | CDs & Vinyl > Metal > Pop Metal | Rating: 4.7
(ID: B006KEO34Y) Global Flatline | CDs & Vinyl > Metal > Death Metal | Rating: 4.8
(ID: B004M1A274) Hits Of The Late 50's | CDs & Vinyl > Pop > Oldies | Rating: 4.6
(ID: B0000041RI) Mussorgsky: Pictures at an Exhibition No 1-10; Night on the Bare Mountain; Khovanshchina - Prelude / Rimsky-Korsakov: Russian Easter Festival Overture | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B000003CVJ) Tchaikovsky: Piano Concerto No. 1 / Rachmaninoff: Rhapsody on a Theme of Paganini | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.8
(ID: B000000EAC) Cruisin' 1963 | CDs & Vinyl > Pop > Oldies | Rating: 4.4
(ID: B000GW8OTG) Honegger/Martinu/Bach/Pintscher/Ravel | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B07WFJ9VWC) Inner Journey | CDs & Vinyl > Country > Bluegrass | Rating: 4.7
(ID: B009KZMF86) Aly Meets the Cajuns | CDs & Vinyl > Blues > Regional Blues | Rating: 4.6
(ID: B0B131Z7DK) Twelve Carat Toothache Clean Version | CDs & Vinyl > Rap & Hip-Hop | Rating: 4.6
(ID: B002MTTZ6M) A Mediterranean Odyssey | CDs & Vinyl > International Music > North America | Rating: 4.7
(ID: B00584UBPM) Hits & Rarities 1961-1968 | CDs & Vinyl > Pop | Rating: 4.8
(ID: B00005V3XJ) People | CDs & Vinyl > Today's Deals in Music > Broadway & Vocalists | Rating: 4.9
(ID: B00006JJ5J) Free Ride | CDs & Vinyl > Jazz | Rating: 4.3
(ID: B0001ZLOW2) Based on Happy Times | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 3.9
(ID: B000008BJM) Live: Swingin Til the Girls Come Home | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B000002MWU) Tales From the Acoustic Planet | CDs & Vinyl > Country > Bluegrass | Rating: 4.7
(ID: B000FFCM10) Legacy | CDs & Vinyl > Rap & Hip-Hop > East Coast | Rating: 4.2
(ID: B0000029AS) Rocks | CDs & Vinyl > Today's Deals in Music > Classic Rock | Rating: 4.8
(ID: B000002AXG) Reachin' Back | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.8
(ID: B0047A881C) Primal Fear | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00000330P) Sentimental Journey: Pop Vocal Classics, Vol. 1 1942-1946 | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.9
(ID: B0006IQM4O) Virtuoso Cantatas | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.8
(ID: B00FFT1BJ0) The Hobbit: The Desolation of Smaug Soundtrack | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.5
(ID: B075JGR412) So What???!! - Live Broadcast Woodstock 1994 - Clear | CDs & Vinyl > Vinyl Store | Rating: 4.3
(ID: B01D3JVJHW) Face to Face with the Truth Gordy | CDs & Vinyl > Pop | Rating: 3.9
(ID: B011S4B9J2) Queen II | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000002AJ8) Songs From White Christmas And Other Yuletide Favorites | CDs & Vinyl > Today's Deals in Music > Broadway & Vocalists | Rating: 4.6
(ID: B000001VNJ) Heartsongs | CDs & Vinyl > Today's Deals in Music > New Age | Rating: 4.8
(ID: B00112A6RS) Symphony No 9 | CDs & Vinyl > Classical > Symphonies | Rating: 4.5
(ID: B0000026W1) A Collection Greatest Hits...And More | CDs & Vinyl > Today's Deals in Music > Broadway & Vocalists | Rating: 4.7
(ID: B00ZSUZ6XS) Natural Causes | CDs & Vinyl > Metal > Pop Metal | Rating: 4.4
(ID: B0016453T2) Electric Chick Jazz Club | CDs & Vinyl > Imports > Jazz | Rating: 4.7
(ID: B00BY8DGBM) Circa: | CDs & Vinyl > Rock > Progressive | Rating: 4.3
(ID: B000001UQV) Confession | CDs & Vinyl > Pop > Oldies | Rating: 5.0
(ID: B002DTTPAM) Give It to Me Right | CDs & Vinyl > R&B | Rating: 4.5
(ID: B00000089Y) WCBS-FM-101: The History of Rock, The 60's Part 1 | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B000003PX2) Woody Allen: The Nightclub Years, 1964-1968 | CDs & Vinyl > Comedy & Spoken Word > Stand-Up Comedy | Rating: 4.6
(ID: B0000046TU) Jazz Masters 24 | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.9
(ID: B00001QEMR) SIEMPRE LATINO | CDs & Vinyl > Today's Deals in Music > Broadway & Vocalists | Rating: 4.1
(ID: B000001SDT) Blitzstein: Zipperfly & Other Songs | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 5.0
(ID: B083XX1Q7V) Hermitage | CDs & Vinyl > Rock | Rating: 4.6
(ID: B0028ERCIO) Fashioned in the Clay | CDs & Vinyl > International Music > Africa | Rating: 5.0
(ID: B0016P6NUY) Hymns from Hereford / Various | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.7
(ID: B000000FUN) Hard Band for Dead | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.3
(ID: B000VY9HWC) Gotta Get the Feeling Back Again | CDs & Vinyl > Blues | Rating: 4.0
(ID: B016W64808) Playlist: The Very Best of Brad Paisley | CDs & Vinyl > Country | Rating: 4.4
(ID: B0049D1TCM) Pink Friday Explicit Lyrics | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.7
(ID: B000002J3Y) Encomium: A Tribute to Led Zeppelin | CDs & Vinyl > Today's Deals in Music > Classic Rock | Rating: 4.6
(ID: B002BTT21Q) Golec Urokiestra 5 | CDs & Vinyl > International Music > Europe | Rating: 5.0
(ID: B00000ICOF) Piano Concerto 1 / Seasons | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 5.0
(ID: B00008NRKP) 7: The Best Of Stryper | CDs & Vinyl > Christian & Gospel > Hard Rock & Metal | Rating: 4.7
(ID: B00024I2KY) War Crime Blues | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.4
(ID: B0000020CN) Dife | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 5.0
(ID: B0165YB8SM) Hello | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000FVHH8M) Maneater | CDs & Vinyl > Pop | Rating: 4.4
(ID: B00004R8JI) Forever Gold | CDs & Vinyl > Today's Deals in Music > Classic Rock | Rating: 3.6
(ID: B06XXKZK8C) Box Car Racer Explicit Lyrics | CDs & Vinyl > Pop | Rating: 4.8
(ID: B012D7IW4S) 9.9 | CDs & Vinyl > Pop | Rating: 4.2
(ID: B00125VK74) Daywind Style: Favorite Hymns, Vol. 4 | CDs & Vinyl > Christian & Gospel > Accompaniment | Rating: 4.8
(ID: B0089X385O) Electric Arguments | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.4
(ID: B00004TVAQ) Scary Movie: Music That Inspired The Soundtrack? | CDs & Vinyl > Holiday & Wedding > Halloween | Rating: 4.9
(ID: B0057NMMA6) The Journey So Far-Recorded Live at Cafe Carlyle | CDs & Vinyl > Classical | Rating: 4.5
(ID: B000B8IT9A) Axes 2 Axes | CDs & Vinyl > Metal > Pop Metal | Rating: 4.2
(ID: B000000CZZ) Best of | CDs & Vinyl > Today's Deals in Music > Folk | Rating: 4.7
(ID: B000003F9Q) Williams: Sinfonia Antartica / 5 Variants of Dives & Lazarus | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.2
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00FFT1BJ0
|
The Hobbit: The Desolation of Smaug Soundtrack
| 5
|
AEG5XEQMWXTQDTC3TPIQBWFPU6KQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Extremely Loud and Incredibly Close | Books > Literature & Fiction > Women's Fiction | Rating: 5.0
- Pride and Prejudice (Bantam Classics) | Books > Parenting & Relationships > Family Relationships | Rating: 5.0
- The Lovely Bones | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- The Liars' Club: A Memoir | Books > Biographies & Memoirs > Arts & Literature | Rating: 5.0
- Seabiscuit: An American Legend | Books > Sports & Outdoors > Individual Sports | Rating: 5.0
- Everything Is Illuminated: A Novel | Books > Literature & Fiction > United States | Rating: 4.0
- David Copperfield (Penguin Classics) | Books > Literature & Fiction > History & Criticism | Rating: 5.0
- Bel Canto | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Jane Austen (Penguin Lives) | Books > Literature & Fiction > History & Criticism | Rating: 5.0
- Mrs. Dalloway | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
### User's music History:
- For Thy Pleasure | CDs & Vinyl > Classical > Forms & Genres | Rating: 5.0
- For the Stars | CDs & Vinyl > Pop > Oldies | Rating: 3.0
- You're The One | CDs & Vinyl > Folk > Contemporary Folk | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B00000DCVK) Nobody's Supposed to Be Here | CDs & Vinyl > Dance & Electronic > House | Rating: 4.9
(ID: B00M2D7KGA) #1 Record | CDs & Vinyl > Rock | Rating: 4.7
(ID: B00000715F) 21 of the Best 1971-1983 | CDs & Vinyl > R&B > Soul | Rating: 4.7
(ID: B000007WSK) Aria | CDs & Vinyl > Rock > Progressive | Rating: 3.8
(ID: B001G5SDK2) Incanto | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B08M2FZ9KV) MCA Recordings: The Ultimate Collection | CDs & Vinyl > Country | Rating: 4.6
(ID: B002WKVWJY) The Foundation (Special Edition with 3 Exclusive Live Songs) | CDs & Vinyl > Country | Rating: 3.3
(ID: B00002SWQS) Tonal Expressions | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.4
(ID: B00NYFC9G6) West Side Story Original Soundtrack | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.8
(ID: B009MO58G6) Fat of the Land | CDs & Vinyl > Dance & Electronic > Big Beat | Rating: 4.8
(ID: B00AU7BDL8) Viguen Greatest Hits - Persian Music | CDs & Vinyl > International Music > Middle East | Rating: 4.5
(ID: B0002CHIY2) Eisbrecher | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.7
(ID: B001UIV46U) BODY DOUBLE [Audio CD] PINO DONAGGIO | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.8
(ID: B000008NB1) Unwilling to Explain | CDs & Vinyl > Metal > Alternative Metal | Rating: 5.0
(ID: B00EDWV4BA) Opera | CDs & Vinyl > Classical > Chamber Music | Rating: 5.0
(ID: B000B6FAEO) Cello Concerto Dumky Trio | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B000E1NWVO) Back to the Well | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.9
(ID: B079NCCK2S) Eric Clapton: Life In 12 Bars | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.7
(ID: B002BC02YO) Putting the Past Behind: Steps in Recovery & Foundational Core Issues | CDs & Vinyl > Special Interest > Instructional | Rating: 4.0
(ID: B0000028O6) Schoenberg: Works for Piano, Phantasy for Violin, Ode to Napoleon & Pierrot Lunaire, Pt. 1 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.9
(ID: B000XULN9Y) Four Days Late Accompaniment/Performance Track | CDs & Vinyl > Christian & Gospel > Accompaniment | Rating: 4.6
(ID: B0007TFHJ8) 16 Biggest Hits | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.5
(ID: B07FT51ZDJ) Debbie: Diary of a Mormon Girl -- Original Cast Album | CDs & Vinyl > CD Rarities | Rating: 4.5
(ID: B000BS4WAK) Observatory | CDs & Vinyl > Jazz | Rating: 3.0
(ID: B001H3KMPC) Soloist | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.1
(ID: B000086ERN) Rusty Nails | CDs & Vinyl > Country > Americana | Rating: 4.0
(ID: B0000047RH) Disco Nights 7: DJ Pix | CDs & Vinyl > Today's Deals in Music > Dance & DJ | Rating: 4.2
(ID: B000069RO5) String Quartet Tribute To Led Zeppelin, Vol. 1 and 2 | CDs & Vinyl > Pop > Tributes | Rating: 4.2
(ID: B000UVP6O4) Hat-Trick | CDs & Vinyl > Comedy & Spoken Word > Stand-Up Comedy | Rating: 5.0
(ID: B00004VWAF) On The Corner | CDs & Vinyl > Today's Deals in Music > Jazz | Rating: 4.6
(ID: B00RDT5OIY) Los Duo | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.8
(ID: B00AO7HQ06) Skydog: The Duane Allman Retrospective | CDs & Vinyl > Rock > Blues Rock | Rating: 4.7
(ID: B000CCZR0E) Hoodwinked Soundtrack | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.6
(ID: B00000DT3A) Nikki | CDs & Vinyl > Pop > Dance Pop | Rating: 4.7
(ID: B07H5VVLZR) Please Rewind | CDs & Vinyl > Jazz > Soul-Jazz & Boogaloo | Rating: 4.8
(ID: B00000I2T9) X-Ray Sierra | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.4
(ID: B00000DBVV) Psycho Magnet | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.7
(ID: B000003ZNP) Cold Summer | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.5
(ID: B002EZEGVI) THE RAMSEY LEWIS TRIO - MORE SOUNDS OF CHRISTMAS | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.5
(ID: B0009RJ9RY) Your Caress + Sleepless Remorse | CDs & Vinyl > Christian & Gospel > Hard Rock & Metal | Rating: 5.0
(ID: B0049D1TDQ) Remember To Live | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00000IIYD) Always Be My Girl | CDs & Vinyl > Today's Deals in Music > Rock | Rating: 4.2
(ID: B00UW4G8S2) Fillmore West 1970 | CDs & Vinyl > Jazz | Rating: 4.2
(ID: B00004XSPN) Ultimate Tango | CDs & Vinyl > International Music > South & Central America | Rating: 4.3
(ID: B0B75C74KM) Dreamkiller | CDs & Vinyl > Rock | Rating: 4.5
(ID: B01CSL94U0) Big Bad Good | CDs & Vinyl > Pop | Rating: 4.5
(ID: B0011V9QOI) Blue | CDs & Vinyl > Pop > Dance Pop | Rating: 2.0
(ID: B000007VAF) Future Road | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B09F1D2K3P) Live Undead | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B00AIUSFPE) Best of Sam Cooke | CDs & Vinyl > R&B > Soul | Rating: 4.9
(ID: B07Y211FPH) Big Bang | CDs & Vinyl > Rock | Rating: 4.4
(ID: B000MV8D4C) Hollywood Hits: 70 Years of Memorable Movie Music | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.6
(ID: B007R3B7LY) Seventh Year of the Broken Mirror | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000FZET2A) Scoop 3 | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B000068TK8) My Bad explicit_lyrics | CDs & Vinyl > R&B > Soul | Rating: 4.7
(ID: B00005Y9TB) Christmas Collection | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 2.8
(ID: B00J7VZEEK) Spectrum | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.8
(ID: B0006GAVZC) [AUDIO CD] Kidz Bop Karaoke | CDs & Vinyl > Karaoke | Rating: 4.0
(ID: B000056BAE) Mose Chronicles: Live in London 1 | CDs & Vinyl > Jazz > Bebop | Rating: 4.6
(ID: B00000AE1Y) Dreamspace | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B00000DAGM) Sky Above | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.8
(ID: B00HRYBPKG) Barcelona Sessions | CDs & Vinyl > Pop | Rating: 4.8
(ID: B013D10GQA) Tomeka Reid Quartet | CDs & Vinyl > Jazz | Rating: 4.3
(ID: B000063NDD) Modern Jazz Quartet: 1957 | CDs & Vinyl > Jazz | Rating: 4.5
(ID: B00005J9U2) Return of the Red Baron / Snoopy for President | CDs & Vinyl > Pop > Oldies | Rating: 4.9
(ID: B00008BNUD) Pizzazz | CDs & Vinyl > Dance & Electronic > Disco | Rating: 4.8
(ID: B000003WNM) Rainy Day Blues | CDs & Vinyl > Blues > Regional Blues | Rating: 3.0
(ID: B0012GMZ4U) Je M'appelle Barbra | CDs & Vinyl > Special Interest > Radio Shows | Rating: 4.6
(ID: B016W64MZE) Unpredictable Explicit Lyrics | CDs & Vinyl > International Music > South & Central America | Rating: 4.7
(ID: B0002SPPZA) Find Harmony | CDs & Vinyl > International Music > Pacific Islands | Rating: 4.6
(ID: B000000YW9) If I'm Lucky | CDs & Vinyl > Jazz > Bebop | Rating: 4.6
(ID: B000WGLAJC) Never Forget | CDs & Vinyl > Christian & Gospel > Praise & Worship | Rating: 4.6
(ID: B000GE9XA8) Native American Flute & Guitar: Lifescapes Sacred, Meditative Earth Music | CDs & Vinyl > International Music > North America | Rating: 4.8
(ID: B000001VOS) Italian Mandoline: Funiculi Funicula | CDs & Vinyl > International Music > Europe | Rating: 4.4
(ID: B0056736QM) Electric Mud / After the Rain | CDs & Vinyl > Blues > Electric Blues | Rating: 4.4
(ID: B000FILW86) Rockford | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.5
(ID: B0000365EZ) Falco Live Forever | CDs & Vinyl > International Music > Europe | Rating: 4.9
(ID: B00004Y6Q0) Sailing To Philadelphia | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.7
(ID: B00004TKTU) Seven Degrees North | CDs & Vinyl > International Music > Africa | Rating: 4.0
(ID: B000002W10) Greatest Hits Audio | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B001DDY6U8) Near Perfect/Perfect | CDs & Vinyl > Comedy & Spoken Word > Comedic Music | Rating: 4.2
(ID: B000001J37) Sunlit Reverie | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.4
(ID: B000002S9Z) Verdi Arias | CDs & Vinyl > Opera & Classical Vocal > Arias | Rating: 4.5
(ID: B0019H9WMU) Best Of The EMI Years 1961-1972 | CDs & Vinyl > Classic Rock > British Invasion | Rating: 4.5
(ID: B00QMTDBR2) R.E.D. | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B004DYDUUG) Public Domain | CDs & Vinyl > Jazz | Rating: 5.0
(ID: B000026GD7) Tito Schipa: Opera Arias | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.6
(ID: B0000DZ3H0) What a Diff'rence a Day Makes! Stereo | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B0082SI978) Young, Gifted & Yellow | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.6
(ID: B000E97HBW) Gold | CDs & Vinyl > Country > Classic Country | Rating: 4.8
(ID: B000005RKJ) Glad to Be Gay | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.5
(ID: B00005KHEL) Welcome to the Dance | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.4
(ID: B007R1PGKY) Decca Years | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.6
(ID: B0002JEK5A) Confluxus | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 5.0
(ID: B01HJ3E8N0) Star Wars: Episode IV: A New Hope Original Soundtrack | CDs & Vinyl > Pop | Rating: 4.2
(ID: B001ME6ACA) Julian Bream: The Ultimate Guitar Collection | CDs & Vinyl > Classical > Ballets & Dances | Rating: 4.6
(ID: B004S4AF8G) Sleeping Desert | CDs & Vinyl > International Music > North America | Rating: 5.0
(ID: B000CEVU5I) Water Music / Music for the Royal Fireworks | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.2
(ID: B000A9QLB8) Bach Festival for Brass & Organ | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.6
(ID: B08GVGCH3J) Portrait | CDs & Vinyl > Pop | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00004Y6Q0
|
Sailing To Philadelphia
| 2
|
AHF7WNTYLOCNDZDKJHUIPH3UFWFQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Hippity, Hoppity, Little Bunny - Finger Puppet Board Book for Easter Basket Gifts or Stuffer Ages 0-3 | Books > Children's Books > Literature & Fiction | Rating: 1.0
- The Midnight Library: A Novel | Books > Science Fiction & Fantasy > Science Fiction | Rating: 2.0
- Interesting Facts For Curious Minds: 1572 Random But Mind-Blowing Facts About History, Science, Pop Culture And Everything In Between | Books > Humor & Entertainment > Puzzles & Games | Rating: 5.0
- National Geographic Readers: Weird Sea Creatures | Books > Children's Books > Literature & Fiction | Rating: 2.0
- Knock, Knock! Who's There? (Sesame Street): A Lift-the-Flap Board Book | Books > Children's Books > Activities, Crafts & Games | Rating: 5.0
- The Power | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Arctic Christmas: A Very Cool Pop-Up Book | Books > Children's Books > Holidays & Celebrations | Rating: 5.0
- A Natural History of Dragons: A Memoir by Lady Trent (The Lady Trent Memoirs, 1) | Books > Literature & Fiction > Action & Adventure | Rating: 1.0
- National Geographic Little Kids First Big Book of Bugs (National Geographic Little Kids First Big Books) | Books > Children's Books > Education & Reference | Rating: 4.0
- Uprooted: A Novel | Books > Literature & Fiction > Mythology & Folk Tales | Rating: 2.0
### User's music History:
- Live On Earth | CDs & Vinyl > Folk | Rating: 1.0
- Welcome Home | CDs & Vinyl > Country | Rating: 1.0
- Instant Vintage | CDs & Vinyl > R&B > Contemporary R&B | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B00JL1BHBA) Masques Et Bergamasques | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B0077UGE42) Neverland | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0134VL19A) Raising Hell: The 1970S | CDs & Vinyl > Classic Rock | Rating: 4.1
(ID: B0000015UJ) Recuerdos, Vol. 1 | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.4
(ID: B00005NC54) Tony Rice, The Video Collection | CDs & Vinyl > Country > Bluegrass | Rating: 4.7
(ID: B001716J06) Oboe D'amore Concertos | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B000F6IP7Y) Pagan Folk | CDs & Vinyl > Pop | Rating: 4.7
(ID: B007PVHBDQ) Thank You Camellia | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00SUCY5H4) The Prayer Album, Vol. 1 | CDs & Vinyl > CD Rarities | Rating: 5.0
(ID: B000HIP4E2) Breathe | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.5
(ID: B074RNB61P) Soul Slabs 1 | CDs & Vinyl > R&B > Contemporary R&B | Rating: 4.8
(ID: B081KQ2NZP) Rare Deluxe | CDs & Vinyl > Rock | Rating: 4.7
(ID: B00CIUGE78) If I Ruled The World: Songs For The Jet Set | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.7
(ID: B000VDDER2) RANDOM SPIRIT LOVER | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B00YJKGTSE) Diver Down | CDs & Vinyl > Rock | Rating: 4.7
(ID: B0084DDL6K) Focus / Cool Velvet | CDs & Vinyl > Jazz > Cool Jazz | Rating: 4.7
(ID: B005IU9IXW) The Ruler 1972-1990: Reggae Anthology | CDs & Vinyl > Reggae | Rating: 4.6
(ID: B017BN1V7O) Water | CDs & Vinyl > Classical | Rating: 4.3
(ID: B019O08SH8) Singable Songs | CDs & Vinyl > Children's Music | Rating: 4.7
(ID: B00004TLYI) Brutal Planet | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B000005CPL) First 10 Years: 1986-95 | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B003LJ431Y) Musicals in Rhythm | CDs & Vinyl > Pop > Easy Listening | Rating: 4.6
(ID: B0000047DC) In All Languages | CDs & Vinyl > Jazz > Avant Garde & Free Jazz | Rating: 4.6
(ID: B00FXSVWOC) Original Recordings | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B000JMKJG4) Hip Hop Essentials | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.1
(ID: B00020VZZW) All Time Gospel Favorites | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.6
(ID: B002BEXEBU) Incense and Peppermints | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.5
(ID: B00003G1OG) The Decline | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.6
(ID: B003O3RI8M) The Essential Yanni | CDs & Vinyl > New Age > Meditation | Rating: 4.7
(ID: B00005KHG6) Upendo Ni Pamoja | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.8
(ID: B000071IYO) Up! International Version | CDs & Vinyl > Country > Bluegrass | Rating: 4.5
(ID: B085RP5SHN) My Soul Will Fly | CDs & Vinyl > CD Rarities | Rating: 4.8
(ID: B0012ZCOB0) Baby Charles | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.5
(ID: B00EFYB0LK) Aloha Fluffy Explicit Lyrics | CDs & Vinyl > Comedy & Spoken Word | Rating: 4.7
(ID: B00Q51U1RA) REX SMITH sooner or later Used_VeryGoodJC 35813 1979 Record | CDs & Vinyl > AutoRip | Rating: 4.7
(ID: B000CQQHS6) Elements Of Silence | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.5
(ID: B000CENLU0) Hammer Down | CDs & Vinyl > Rock > Hard Rock | Rating: 5.0
(ID: B000000YAG) Earl Coleman Returns | CDs & Vinyl > Broadway & Vocalists > Traditional Vocal Pop | Rating: 4.4
(ID: B010P4C5KI) Elements | CDs & Vinyl > Classical > Symphonies | Rating: 4.8
(ID: B00004U69Z) Modern Day City Symphony | CDs & Vinyl > International Music > Europe | Rating: 4.9
(ID: B07C5DXQGT) Marlo Thomas and Friends, Free to be You and Me | CDs & Vinyl > Children's Music | Rating: 4.8
(ID: B00000E1W0) Man of Colours | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.7
(ID: B000002GIM) Homeland | CDs & Vinyl > Country > Today's Country | Rating: 4.6
(ID: B01HHJB1MW) Alien Original Soundtrack | CDs & Vinyl > Pop | Rating: 3.9
(ID: B00005ULFN) Lester Leaps in | CDs & Vinyl > Jazz > Swing Jazz | Rating: 5.0
(ID: B000068LB6) Love at First Sight | CDs & Vinyl > Imports > Dance & Electronic | Rating: 4.6
(ID: B000025MMD) Rossini: Overtures / Suppe: Overtures | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.7
(ID: B000007S8O) Mark Ford & the Blue Line | CDs & Vinyl > Blues > Electric Blues | Rating: 4.4
(ID: B0009JVN8K) Choice Quality Stuff/Today | CDs & Vinyl > Classic Rock | Rating: 4.5
(ID: B07MJMCGX2) Cruel Intentions: The '90s Musical | CDs & Vinyl > Broadway & Vocalists > Musicals | Rating: 4.6
(ID: B000040JN1) Atol Scrap | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.3
(ID: B002M9FY6W) Bonfires on the Heath | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B0000C8AX0) Grandma Got Run Over By A Reindeer | CDs & Vinyl > Today's Deals in Music > Miscellaneous | Rating: 4.7
(ID: B073M3DZV5) The Basement Tapes | CDs & Vinyl > Pop | Rating: 4.6
(ID: B0002KQNX6) Trust Electricity | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B08BDRJ4ZF) Immersion | CDs & Vinyl > Rock | Rating: 4.8
(ID: B0000070N8) Rockin | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.4
(ID: B00004T939) The Second Coming | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.6
(ID: B00EFYB0YM) Roy Clark: A Christmas Collection | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.8
(ID: B000003MWY) Who Can You Trust? | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.6
(ID: B075NMTSXB) Horse Head Bookends | CDs & Vinyl > Today's Deals deprecated | Rating: 5.0
(ID: B001KQNZKA) Ultimate Collection | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.6
(ID: B000005HH6) Ballads: Dexter Gordon | CDs & Vinyl > Jazz > Bebop | Rating: 4.6
(ID: B00022FWCW) Kentucky Breakdown | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.7
(ID: B01DVAOH6I) Secret Of Love: Mystical Songs Of Love | CDs & Vinyl > International Music > India & Pakistan | Rating: 4.4
(ID: B0000636A8) Live: Mississippi John Hurt | CDs & Vinyl > Blues > Regional Blues | Rating: 5.0
(ID: B004WS7QWG) Flash Gordon Original Soundtrack | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00005MLNI) Buried Dreams | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.7
(ID: B000YHCDGI) [LP Record] The Best of Disney, Vol 2 | CDs & Vinyl > Children's Music > Disney | Rating: 5.0
(ID: B00000EIGX) Time to Burn | CDs & Vinyl > Classic Rock > Glam | Rating: 4.6
(ID: B00920HMFU) New Dominions | CDs & Vinyl > Pop | Rating: 4.8
(ID: B0002IRXZ0) L'Art de Alexandre Lagoya avec Ida Presti | CDs & Vinyl > International Music > Africa | Rating: 4.7
(ID: B0006M0CEQ) Elo 2 | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B004RCNDQ0) The Music Of Columbia | CDs & Vinyl > International Music > Africa | Rating: 1.0
(ID: B0000002SG) Rembetica: Historic Urban Folk Songs from Greece | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B0002KP562) Greatest Hits | CDs & Vinyl > Pop > Dance Pop | Rating: 4.8
(ID: B000VBJD42) Warmer / Terraform | CDs & Vinyl > Pop > Soft Rock | Rating: 4.6
(ID: B000CR7X3S) Fox Pass | CDs & Vinyl > Pop | Rating: 4.5
(ID: B00IVLRBKM) Wine Dark Sea | CDs & Vinyl > Rock | Rating: 3.8
(ID: B005D7ETAC) Good Night Sleep Tight | CDs & Vinyl > Children's Music > Lullabies | Rating: 4.7
(ID: B000003ADP) Scatterlings | CDs & Vinyl > International Music > Africa | Rating: 4.6
(ID: B000001E4P) Part One | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.6
(ID: B00008V5V9) Train | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.9
(ID: B008VAX2YC) Christmas Music Box Favorites | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 2.0
(ID: B00SYK30DW) This Other Eden - a Landscape of English Poetry | CDs & Vinyl > Classical > Chamber Music | Rating: 4.9
(ID: B00HV3MC4Q) 8 Classic Albums | CDs & Vinyl > Jazz | Rating: 4.0
(ID: B000YKYT3A) Macbeth / Kirill Molchanov, Vladimir Vasiliev, Bolshoi Ballet | CDs & Vinyl > Classical > Ballets & Dances | Rating: 3.0
(ID: B00004SBAN) The Basic Stuff | CDs & Vinyl > Folk | Rating: 4.2
(ID: B00004S5DG) On the Floor at the Boutique Explicit Lyrics | CDs & Vinyl > Dance & Electronic > Big Beat | Rating: 4.6
(ID: B00000DUE7) Sacred Music: Complete | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.6
(ID: B014JC167A) Master of Evil | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.6
(ID: B00FRZWQTQ) The Call | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00014X8AY) Raise Your Spirit Higher: Wenyukela | CDs & Vinyl > International Music > Africa | Rating: 4.0
(ID: B00DFBVGNG) As Time Goes By: Silver Screen Classics From The Golden Age Of Cinema | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B002P3RDB4) A Perfect Solution | CDs & Vinyl > Pop | Rating: 4.6
(ID: B000VKEFUK) The Wizard Of Oz | CDs & Vinyl > Pop > Oldies | Rating: 4.7
(ID: B00AU7BDL8) Viguen Greatest Hits - Persian Music | CDs & Vinyl > International Music > Middle East | Rating: 4.5
(ID: B0000071T3) Open Your Heart / White Heart | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.9
(ID: B00000E4Y7) Debussy: La Mer, Rapsodie pour clarinette Rhapsody for Clarinet Clair de Lune, Petite Suite, Prelude a l'apres-midi d'un faune, Jeux | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.9
(ID: B004AAKEPM) Black Ribbons Explicit Lyrics | CDs & Vinyl > Classic Rock > Southern Rock | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B000F6IP7Y
|
Pagan Folk
| 5
|
AFAVBJCUQAUW53QHUA5TSQ5EIFQA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Ann Cleeves Shetland Series 8 Books Collection Set (Raven Black, White Nights, Red Bones, Blue Lightning, Dead Water, Thin Air, Cold Earth, Wild Fire) | Unknown | Rating: 5.0
- In a House of Lies (A Rebus Novel, 22) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 5.0
- The House Between Tides: A Novel | Books > Mystery, Thriller & Suspense > Mystery | Rating: 5.0
- Peachtree Road | Books > Literature & Fiction | Rating: 4.0
- TERMINUS: A thrilling police procedural set in Scotland (Detective Inspector Munro murder mysteries Book 5) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Play Dead (Elise Sandburg Book 1) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 4.0
- The Nightingale: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- A Rule Against Murder: A Chief Inspector Gamache Novel (Chief Inspector Gamache Novel, 4) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Still Life | Books > Mystery, Thriller & Suspense > Mystery | Rating: 4.0
- Up in the Old Hotel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
### User's music History:
- Flight of the Green Linnet | CDs & Vinyl > International Music > Europe | Rating: 3.0
- All Time Greatest Hits | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.0
- Dans Les Airs | CDs & Vinyl > Blues > Regional Blues | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B07YTDFHNC) Era Vulgaris | CDs & Vinyl > Rock | Rating: 4.8
(ID: B007XIMBGI) Triple Deuces | CDs & Vinyl > Pop | Rating: 4.5
(ID: B005THRTP8) Collection | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0006BGXR2) Live in Europe | CDs & Vinyl > Rock > Progressive | Rating: 5.0
(ID: B00007J4TP) Siempre Es Hoy | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.7
(ID: B07NRF9S56) Lacuna | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.5
(ID: B00006IRKY) Recordings 1927-1933 | CDs & Vinyl > Country > Today's Country | Rating: 4.7
(ID: B0006A9IWA) Kenny Drew Trio / Diane Schuur - Double Time Jazz Collection, Vol. 2 | CDs & Vinyl > Jazz > Bebop | Rating: 4.2
(ID: B00C8CUAUS) Sing For You | CDs & Vinyl > Country | Rating: 4.8
(ID: B000005CMS) Contentment Is Wealth | CDs & Vinyl > International Music > Europe | Rating: 4.9
(ID: B094CWJZDP) Forca Bruta Japanese Brazil's Treasured Masterpieces 1950s - 2000s | CDs & Vinyl > International Music > South & Central America | Rating: 4.9
(ID: B0000641G0) Breaking Up the Girl 1 | CDs & Vinyl > Imports > Alternative Rock | Rating: 4.6
(ID: B00000AEDW) Christmas Attic, The | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 4.6
(ID: B000EBG06I) Photograph Double Ex | CDs & Vinyl > Folk > Contemporary Folk | Rating: 4.8
(ID: B01JA754J0) Promised Land Audiophile | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00000DV6I) Italian Favorites Vol. 1-Aunt Camella | CDs & Vinyl > International Music > Europe | Rating: 3.9
(ID: B001D53BT8) Endangered Species | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B011TQNXKC) Keeper of the Seven Keys Part One | CDs & Vinyl > Metal > Pop Metal | Rating: 4.8
(ID: B00005ABNY) Little White Lies | CDs & Vinyl > Pop > Oldies | Rating: 4.0
(ID: B003PCL0D6) Essential | CDs & Vinyl > Pop | Rating: 4.6
(ID: B08D516HRH) Two Guitars | CDs & Vinyl > Jazz > Jazz Fusion | Rating: 4.8
(ID: B000026F72) Pictures At An Exhibition | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.4
(ID: B000000CBZ) Country Polkatime | CDs & Vinyl > International Music > Europe | Rating: 5.0
(ID: B0000025WJ) Bach Favorites | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.7
(ID: B001RXB4FY) Guitar Gangsters & Cadillac Blood M72652 | CDs & Vinyl > Rock > Oldies & Retro | Rating: 4.8
(ID: B077GSCV8D) Walk Between Worlds | CDs & Vinyl > Pop | Rating: 4.5
(ID: B0015I2O96) Acoustic & Electric | CDs & Vinyl > Rock > Progressive | Rating: 3.5
(ID: B000784XAI) Tulips | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B00000K2AH) Imaginary Cuba | CDs & Vinyl > Rock > Progressive | Rating: 4.3
(ID: B0035LURHC) Addicted To Black | CDs & Vinyl > Country > Today's Country | Rating: 3.7
(ID: B00015YUWI) As the Rush Comes | CDs & Vinyl > Pop > Dance Pop | Rating: 4.7
(ID: B0059UDPDK) In the Clover | CDs & Vinyl > Folk > Contemporary Folk | Rating: 5.0
(ID: B008GBEZ10) Kick 25 | CDs & Vinyl > Pop | Rating: 4.8
(ID: B01DQWIKVY) Break Time | CDs & Vinyl > Pop | Rating: 4.5
(ID: B000T30O7C) Señora Rocio Jurado | CDs & Vinyl > International Music > Europe | Rating: 4.6
(ID: B000003QDI) House Nation | CDs & Vinyl > Dance & Electronic > House | Rating: 4.8
(ID: B000007VLQ) Bambus Baren Band | CDs & Vinyl > International Music > Europe | Rating: 5.0
(ID: B0013N3XFM) Larger Than Live | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.1
(ID: B005K15TIW) Yuck Deluxe | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.6
(ID: B00004W3YB) Amazing Songs for Amazing Jewish Kids | CDs & Vinyl > International Music > Middle East | Rating: 4.8
(ID: B0012GN3SC) Tom Rush | CDs & Vinyl > Today's Deals in Music > Folk | Rating: 4.5
(ID: B000IFSGJE) Doobie Brothers: Extended Versions | CDs & Vinyl > R&B > Soul | Rating: 4.5
(ID: B079JPMF4D) 28 Days In The Valley | CDs & Vinyl > Pop | Rating: 4.6
(ID: B07ZLKHCGL) Unified | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.7
(ID: B000EPBHEO) Passover Seder Sing-A-Long | CDs & Vinyl > International Music > Middle East | Rating: 3.8
(ID: B00004UEHP) My Romance: An Evening with Jim Brickman | CDs & Vinyl > New Age > Meditation | Rating: 4.7
(ID: B0000037EB) Sleeping Angel | CDs & Vinyl > Classical > Chamber Music | Rating: 5.0
(ID: B000ENC7KY) Pink Flag | CDs & Vinyl > International Music > Europe | Rating: 4.8
(ID: B081KQ4LYN) Everything You're Searching For Is On The Other Side of Fear | CDs & Vinyl > Dance & Electronic > Ambient | Rating: 4.6
(ID: B00BFTHSX2) Maniaxe | CDs & Vinyl > Metal > Death Metal | Rating: 4.8
(ID: B001EOQUMI) Introducing Dozan | CDs & Vinyl > Folk > Traditional Folk | Rating: 5.0
(ID: B0009SPZZS) Sin Noticias De Holanda | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.5
(ID: B00005A8ES) Johnny Bragg Story: Just Walkin' In the Rain | CDs & Vinyl > Pop > Oldies | Rating: 5.0
(ID: B000053GVM) The Waverly Consort Presents the Christmas Story | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 5.0
(ID: B000CRQZL4) Well Tempered Clavier Books 1 & 2 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.2
(ID: B000002HNN) Fitzcarraldo | CDs & Vinyl > International Music > Europe | Rating: 4.5
(ID: B0041W56FW) BEST OF COUNTRY FAVORITES Set | CDs & Vinyl > Country > Today's Country | Rating: 4.1
(ID: B07HSJ5B7B) Dance In The Street | CDs & Vinyl > Rock > Folk Rock | Rating: 4.5
(ID: B00499SAEQ) Heavier Things | CDs & Vinyl > Pop > Singer-Songwriters | Rating: 4.7
(ID: B000TJ6CVS) 20 Corridos Prohibidos | CDs & Vinyl > Latin Music > Latin Pop | Rating: 4.8
(ID: B000002LO5) Black & White | CDs & Vinyl > Today's Deals in Music > Pop | Rating: 4.3
(ID: B00000GWYS) Dreaming Neon Black | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B000003IN8) Earth's Morning Song | CDs & Vinyl > Today's Deals in Music > New Age | Rating: 4.6
(ID: B000003FQB) Classical Music for People Who Hate Classical Music | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.2
(ID: B00002474W) Pronounced Jah-Nay | CDs & Vinyl > Dance & Electronic | Rating: 4.8
(ID: B002X9UKRO) Live Chicago 1987 | CDs & Vinyl > Pop | Rating: 4.9
(ID: B000294RR6) Bluebird | CDs & Vinyl > Jazz > Bebop | Rating: 4.1
(ID: B0000040OR) Rednecks White Socks | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.2
(ID: B091SQ3K8V) Rupt & Flex (1994 - 96) | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.5
(ID: B077HP64B9) Diamond Diana: The Legacy Collection | CDs & Vinyl > R&B > Motown | Rating: 4.7
(ID: B01GVQ90UC) Mainstream American Comic | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.9
(ID: B000A8SXG0) Old Kit Bag | CDs & Vinyl > International Music > Europe | Rating: 4.4
(ID: B00006BN81) Think of England | CDs & Vinyl > Pop | Rating: 4.0
(ID: B00000E2SP) Mussorgsky: Boris Godunov | CDs & Vinyl > Classical | Rating: 4.6
(ID: B002I7A8BY) Live At Oak Tree - Booth Brothers | CDs & Vinyl > Christian & Gospel | Rating: 4.6
(ID: B000002H3N) Parker's Mood | CDs & Vinyl > Jazz > Smooth Jazz | Rating: 4.2
(ID: B000065DUF) Flickering Flame: The Solo Years Volume 1 | CDs & Vinyl > Rock > Progressive | Rating: 4.6
(ID: B0000046XL) The Complete Sarah Vaughan on Mercury, Vol. 2: Sings Great American Songs, 1956-1957 | CDs & Vinyl > Pop > Oldies | Rating: 4.8
(ID: B007LNJ690) Seven's Travels | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.9
(ID: B000H309EM) Procol Harum: Live | CDs & Vinyl > Rock | Rating: 4.4
(ID: B0002JP4NM) Paradise | CDs & Vinyl > Jazz > Vocal Jazz | Rating: 3.9
(ID: B00004V9VW) Casablanca | CDs & Vinyl > Dance & Electronic > World Dance | Rating: 4.5
(ID: B000025AVO) Endless Love: Collection | CDs & Vinyl > Country > Bluegrass | Rating: 4.8
(ID: B0019TH53G) Soundtrack | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.8
(ID: B01M16QPKG) The Best Of VeggieTales | CDs & Vinyl > Pop | Rating: 4.6
(ID: B07KLPTWSW) Heroin and Helicopters | CDs & Vinyl > Folk | Rating: 4.7
(ID: B000HIVSHE) The Last Resort | CDs & Vinyl > Dance & Electronic > Electronica | Rating: 4.6
(ID: B0000038TX) Xorcist | CDs & Vinyl > R&B > Soul | Rating: 4.7
(ID: B000AM2EGG) Den of Thieves | CDs & Vinyl > Imports > Rock | Rating: 4.5
(ID: B00553MGRM) God Is Able | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B075FRG4KM) Fake Nudes | CDs & Vinyl > Pop | Rating: 4.5
(ID: B07XW8DX2T) Festival of Carols 2 | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.7
(ID: B004Q6PX8I) The Way We Were | CDs & Vinyl > Jazz | Rating: 4.8
(ID: B0B232H483) Honey In the Rock Accompaniment/Performance Track | CDs & Vinyl > Christian & Gospel > Accompaniment | Rating: 4.1
(ID: B000071WEV) I Giorni | CDs & Vinyl > International Music > Europe | Rating: 4.7
(ID: B08DPX6JGF) Anthems To The Welkin At Dusk Half-Speed Master | CDs & Vinyl > Metal > Black Metal | Rating: 4.7
(ID: B00LCT484C) Le Bonheur | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.5
(ID: B000059SZO) Communion | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.7
(ID: B0875WSX6D) The Absence Of Presence | CDs & Vinyl > Rock | Rating: 4.7
(ID: B003G715X0) Playlist: The Very Best of Fred Hammond | CDs & Vinyl > Christian & Gospel > Pop & Contemporary | Rating: 4.8
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B07XW8DX2T
|
Festival of Carols 2
| 4
|
AFXG3J33I3Q7HT57TJ6DY767XPTQ
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
Based on the user's interaction history, select the best recommendation from the candidate list and explain your reasoning.
|
# Expert Cross-Domain Recommendation System
You are a specialized recommendation system with expertise in cross-domain knowledge transfer.
Your task is to analyze user interaction patterns from source and target domains and select the single best item from the candidate list that matches the user's preference.
## CRITICAL CONSTRAINT
**The response item_id and title MUST be selected ONLY from the provided candidate list below.**
You are NOT allowed to recommend any item that is not in the candidate list.
The output item_id must exactly match one of the IDs in the "List of Available Candidate Items" section.
## Input Parameters
- Source Domain: Books
- Target Domain: music
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Easy Prey (The Prey Series Book 11) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- The Highwayman: A Longmire Story (Walt Longmire Mysteries) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 4.0
- Escape Clause (A Virgil Flowers Novel Book 9) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 5.0
- Downton Abbey 2017 Wall Calendar | Books > Arts & Photography > Performing Arts | Rating: 5.0
- The Ancient Kingdoms of Peru | Books > History > Americas | Rating: 4.0
### User's music History:
- Cold Case | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 3.0
- Music From The Dark Knight and Other Batman Movies | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.0
- On Her Majesty's Secret Service | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B00297FELW) Extended Versions | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.8
(ID: B00004SA47) Persona | CDs & Vinyl > Classical > Chamber Music | Rating: 4.9
(ID: B004773DTW) Blanc Burn | CDs & Vinyl > Pop | Rating: 4.2
(ID: B00EMAGIQ4) I Am The Center: Private Issue New Age Music In America 1950-1990 | CDs & Vinyl > New Age > Meditation | Rating: 4.7
(ID: B0009YNB3U) Rejoice Africa | CDs & Vinyl > AutoRip | Rating: 4.9
(ID: B000KEGF64) Taken Man | CDs & Vinyl > Country > Today's Country | Rating: 4.5
(ID: B00000DRXY) Great Performances, the Famous 1959 Recording: Shostakovich, 5th Symphony | CDs & Vinyl > Classical > Symphonies | Rating: 4.7
(ID: B000005OER) Personal Choice | CDs & Vinyl > Jazz > Swing Jazz | Rating: 3.3
(ID: B0000VM3XQ) Six Irish Rhapsodies / Piano Concerto 2 | CDs & Vinyl > Classical > Forms & Genres | Rating: 4.5
(ID: B000000H70) Amon - Feasting the Beast | CDs & Vinyl > Metal > Death Metal | Rating: 4.3
(ID: B09BYBJ4Y7) Strength | CDs & Vinyl > Metal | Rating: 4.8
(ID: B000FZET84) Hard Hands | CDs & Vinyl > Jazz > Latin Jazz | Rating: 4.4
(ID: B0010YYVXC) Amoeba's Secret | CDs & Vinyl > Pop | Rating: 4.2
(ID: B0000015JK) Strawberry And Chocolate Fresa Y Chocolate 1993 Film | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 5.0
(ID: B07KJHR5WM) Survivor Blues | CDs & Vinyl > Blues | Rating: 4.7
(ID: B0128ZEUF0) Nuances | CDs & Vinyl > Classical > Chamber Music | Rating: 4.7
(ID: B000007QWO) Angels Versus Animals | CDs & Vinyl > International Music > Europe | Rating: 4.3
(ID: B004YKB60U) Dreamin With Def Leppard | CDs & Vinyl > Children's Music > Lullabies | Rating: 4.2
(ID: B000002GFA) The Dream of the Blue Turtles | CDs & Vinyl > Classic Rock > Album-Oriented Rock (AOR) | Rating: 4.7
(ID: B000008D0N) Best of Chet Atkins & Friends | CDs & Vinyl > Today's Deals in Music > Country | Rating: 4.2
(ID: B001DQYCKO) Helene | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B007N6Y4Q0) Kiss Me Kiss Me Kiss Me | CDs & Vinyl > Indie & Alternative > Goth & Industrial | Rating: 4.8
(ID: B0001US8BC) 46664, The Event - Nelson Mandela's AIDS Day Concert | CDs & Vinyl > Pop > Vocal Pop | Rating: 4.3
(ID: B076286CHK) Jesus I Believe Accompaniment/Performance Track | CDs & Vinyl > Christian & Gospel > Accompaniment | Rating: 4.3
(ID: B00005A8LS) Shotgun | CDs & Vinyl > Today's Deals in Music > R&B | Rating: 4.6
(ID: B0072QPUTG) Don't Think Book | CDs & Vinyl > Dance & Electronic | Rating: 4.6
(ID: B000FP2ZW6) Easy Star All-Stars: Dub Side of the Moon Live | CDs & Vinyl > Reggae > Dub | Rating: 3.6
(ID: B0040HTQR2) Steven Mackey: Dreamhouse | CDs & Vinyl > Classical > Symphonies | Rating: 5.0
(ID: B0015FHDS6) Mudcrutch | CDs & Vinyl > Metal | Rating: 4.8
(ID: B00003OP0W) Battlestar Galactica: A to Z of Fantasy TV Themes | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.4
(ID: B000003FMZ) Spirituals: He's Got the Whole World in his Hands | CDs & Vinyl > Today's Deals in Music > Classical | Rating: 4.4
(ID: B000K97MUC) From Brussels with Love / Various | CDs & Vinyl > Indie & Alternative > New Wave & Post-Punk | Rating: 4.6
(ID: B00000FCIA) 70's Radio Hits 2 | CDs & Vinyl > Classic Rock > Arena Rock | Rating: 4.3
(ID: B0000ZMH2Y) Use of Ashes | CDs & Vinyl > Classic Rock > Psychedelic Rock | Rating: 4.6
(ID: B003BVZMMG) Echo Mountain | CDs & Vinyl > Pop | Rating: 4.5
(ID: B00EOA9T4U) Love & Fairy Tales | CDs & Vinyl > CD Rarities | Rating: 5.0
(ID: B004AP8XSC) Whip My Hair | CDs & Vinyl > Pop | Rating: 4.2
(ID: 1890747572) Colorado Blue | CDs & Vinyl > Country > Today's Country | Rating: 3.6
(ID: B000MX7TYA) G.E. Smith: 50 Watt Fuse [DVD] | CDs & Vinyl > Rock > Blues Rock | Rating: 4.8
(ID: B00006GA3U) Nueva Bossa Nova | CDs & Vinyl > International Music > South & Central America | Rating: 5.0
(ID: B01LTHM34I) Better World | CDs & Vinyl > Pop | Rating: 4.7
(ID: B0003HFRFI) Billards at Nine Thirty | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.5
(ID: B00KYL7ZOO) Live & Deadly | CDs & Vinyl > Metal | Rating: 4.6
(ID: B000002W0U) Choir of Angels 2: Mission Music | CDs & Vinyl > Opera & Classical Vocal > Vocal Non-Opera | Rating: 5.0
(ID: B00005J79F) Reveal | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.5
(ID: B000001TLD) Love & Hate: The Best of Dennis Brown | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.7
(ID: B003NXKPOM) Live! At The Star-Club In Hamburg, 1962 | CDs & Vinyl > Vinyl Store | Rating: 4.4
(ID: B0000000SP) Dare to Be Surprised | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.0
(ID: B00ND0DDYE) Fightin Words | CDs & Vinyl > Rap & Hip-Hop > Pop Rap | Rating: 4.3
(ID: B0000011C7) Southern Delight | CDs & Vinyl > Classic Rock > Southern Rock | Rating: 4.8
(ID: B00005NYAT) Bach: Organ Works / Orgelwerke | CDs & Vinyl > Classical > Chamber Music | Rating: 4.5
(ID: B00003CWZT) He's All I Want | CDs & Vinyl > Pop > Dance Pop | Rating: 5.0
(ID: B000002NQF) King of the Pan Flute & Other Favorites | CDs & Vinyl > International Music > Europe | Rating: 4.2
(ID: B00SWOMXU6) Imagine Dragons Smoke & Mirrors Special Includes 14 Art Prints | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00CC50RPE) Vpi Harmony | CDs & Vinyl > Pop > Adult Alternative | Rating: 4.7
(ID: B00000E6DM) Manilow | CDs & Vinyl > Pop > Adult Contemporary | Rating: 4.8
(ID: B00004UCD4) Comme Un Aimant | CDs & Vinyl > Soundtracks | Rating: 4.6
(ID: B00OE1145G) Cha Cha Cha | CDs & Vinyl > International Music > Caribbean & Cuba | Rating: 4.8
(ID: B00004WEUQ) Since I Left You | CDs & Vinyl > Dance & Electronic > Big Beat | Rating: 4.6
(ID: B000E47QFO) Jade | CDs & Vinyl > Pop | Rating: 4.5
(ID: B07PXD7RYX) Philip Glass Soundtracks Vol.ii | CDs & Vinyl > Soundtracks > Movie Soundtracks | Rating: 4.8
(ID: B00LN874C0) Confusion | CDs & Vinyl > International Music | Rating: 4.7
(ID: B005F9TQ24) Korn Explicit Lyrics | CDs & Vinyl > Pop | Rating: 4.8
(ID: B000006OAM) Ophelia | CDs & Vinyl > Folk > Traditional Folk | Rating: 4.7
(ID: B07119YSC2) All We Know Of Heaven, All We Need Of Hell | CDs & Vinyl > Pop | Rating: 4.9
(ID: B008FEHYR0) Enigma Variations / The Planets | CDs & Vinyl > Classical | Rating: 4.7
(ID: B000000705) Songs We Forgot to Remember | CDs & Vinyl > Classical > Chamber Music | Rating: 3.8
(ID: B00RUT3DP8) Toto XIV | CDs & Vinyl > Pop | Rating: 4.6
(ID: B00004SZSZ) In the Still of the Night | CDs & Vinyl > Pop > Oldies | Rating: 4.0
(ID: B000228E5E) Hotel Morgen | CDs & Vinyl > Indie & Alternative > Indie & Lo-Fi | Rating: 4.2
(ID: B005DV42ZK) American Goldwing | CDs & Vinyl > Indie & Alternative > Alternative Rock | Rating: 4.5
(ID: B00S0AZXQ8) El Toro | CDs & Vinyl > International Music | Rating: 5.0
(ID: B000002O35) Boi-Ngo | CDs & Vinyl > Today's Deals in Music > Alternative Rock | Rating: 4.8
(ID: B003QLEDVM) 100 Hits Legends | CDs & Vinyl > Pop | Rating: 4.7
(ID: B000LXHFXG) Beyond the Blue Horizon / Various | CDs & Vinyl > Jazz > Swing Jazz | Rating: 5.0
(ID: B005CZXZ3C) 101 Mozart | CDs & Vinyl > Classical > Symphonies | Rating: 4.2
(ID: B000BRBGLY) Merry Christmas Everyone | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 4.7
(ID: B00005QDYR) Very Best of Sounds of Blackness | CDs & Vinyl > Blues > Contemporary Blues | Rating: 4.8
(ID: B0001MDPAO) Swinging the Blues 1930-1939 | CDs & Vinyl > Jazz > Swing Jazz | Rating: 4.4
(ID: B0015HZAPM) Rhyming Circus | CDs & Vinyl > Children's Music > Disney | Rating: 4.3
(ID: B000004196) JC Bach: Sinfonias / La Calamita Overture | CDs & Vinyl > Classical > Symphonies | Rating: 4.8
(ID: B00005K9LT) Hey Love, Vol. 1 | CDs & Vinyl > R&B > Soul | Rating: 4.9
(ID: B000000QM5) Legends of Specialty | CDs & Vinyl > Jazz > Traditional Jazz & Ragtime | Rating: 4.3
(ID: B005OPL9DS) For The Love Of Charlie | CDs & Vinyl > Pop | Rating: 4.7
(ID: B00011D190) Peter Pan Soundtrack | CDs & Vinyl > Children's Music > Sing-A-Longs | Rating: 4.8
(ID: B0000073A5) Intimate Jim Reeves | CDs & Vinyl > Country > Classic Country | Rating: 4.7
(ID: B000EBCEE0) She's The Man | CDs & Vinyl > Indie & Alternative > Hardcore & Punk | Rating: 4.4
(ID: B0000006SB) Jazz Celebration: Carl Jefferson Tribute | CDs & Vinyl > International Music > South & Central America | Rating: 4.5
(ID: B00006RSU0) Christmas Presence | CDs & Vinyl > Holiday & Wedding > Christmas | Rating: 5.0
(ID: B0006UEVRM) Model Shop | CDs & Vinyl > Rock > Progressive | Rating: 4.4
(ID: B00M856C34) Junior Jukebox 3 | CDs & Vinyl > Children's Music | Rating: 5.0
(ID: B00O1MWK4C) Elton John - Goodbye Yellow Brick Road (Vinyl/LP) | CDs & Vinyl > Classic Rock | Rating: 4.7
(ID: B000008IAJ) The Gift | CDs & Vinyl > Country > Today's Country | Rating: 5.0
(ID: B00000J61N) Electric Hymns | CDs & Vinyl > Christian & Gospel > Gospel | Rating: 4.5
(ID: B07DHMT9GQ) Live In Stockholm (January 1969) | CDs & Vinyl > Rock > Progressive | Rating: 4.8
(ID: B000UJC7WU) Parsifal | CDs & Vinyl > Imports > Classical | Rating: 4.5
(ID: B0027WNRN6) Guns Don't Kill People: Lazers Do explicit_lyrics | CDs & Vinyl > Reggae > Dance Hall | Rating: 4.5
(ID: B000FDFTT4) Healing Zither | CDs & Vinyl > New Age > Healing | Rating: 2.8
(ID: B00KLF5J64) Guardians Of The Galaxy Mix V1 | CDs & Vinyl > Soundtracks > Movie Scores | Rating: 4.8
(ID: B0000636NQ) Undead | CDs & Vinyl > International Music > Europe | Rating: 4.7
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B00KLF5J64
|
Guardians Of The Galaxy Mix V1
| 5
|
AH34SQ3SXKNFD4BN6TSHDWE6EIBA
|
cold_start_4core_music
|
B
|
Books
|
music
| 100
|
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