instruction
stringclasses 1
value | input
stringlengths 9.92k
13.9k
| gt_item_id
stringlengths 10
10
| gt_title
stringlengths 1
301
| gt_rating
float64 1
5
| user_id
stringlengths 28
36
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Dragon Lady | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Island of Sea Women: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Hawaiians: by Steve Stelle | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Trade Winds: Book Two of the Hawaiians Trilogy | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- When the Future Comes Too Soon (The Malayan saga) | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- In the Land of Invisible Women: A Female Doctor's Journey in the Saudi Kingdom | Books > Reference > Writing, Research & Publishing Guides | Rating: 3.0
- Respect: The Life of Aretha Franklin | Books > Biographies & Memoirs > Arts & Literature | Rating: 1.0
### User's movies History:
- The Pretender - The Complete First Season | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
- The Pretender 2001 / The Pretender - Island of the Haunted | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
- The Pretender - The Complete Second Season | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
- [Item: B001706I5I] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B000JJ4DRS) Apocalypse and the Beauty Queen | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.8
(ID: B005FW4388) [Item: B005FW4388] | Unknown | Rating: 4.8
(ID: B00196PGEY) Modern Marvels: 80s Tech (History Channel) | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.6
(ID: B00VFTC72O) Treehouse | Suspense > Horror > Frightening | Rating: 3.3
(ID: B00005RIIX) Muhammad Ali: Through the Eyes of the World | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B077HKKCPN) An Actor's Revenge (The Criterion Collection) [DVD] | Movies & TV > Criterion Collection > All | Rating: 4.6
(ID: 1598802321) Rick Steves' Austria and the A | Movies & TV > Movies | Rating: 4.7
(ID: B09P1Z3MZ3) Demonic | Movies & TV > Blu-ray > Movies | Rating: 3.5
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B09CRVQN8L) [Item: B09CRVQN8L] | Unknown | Rating: 3.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00005BCP4) Attraction | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B004SJ0GXU) [Item: B004SJ0GXU] | Unknown | Rating: 4.1
(ID: B074R4ZSSX) [Item: B074R4ZSSX] | Unknown | Rating: 3.7
(ID: B00OAK2BD0) [Item: B00OAK2BD0] | Unknown | Rating: 3.2
(ID: 6305473358) Super Slide: Beyond the Glide | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B085RRT2TV) The Mask of Zorro [4K Ultra HD + Blu-ray + Digital] [4K UHD] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B07KMKHYLB) [Item: B07KMKHYLB] | Unknown | Rating: 5.0
(ID: B004B0PVZ4) [Item: B004B0PVZ4] | Unknown | Rating: 4.4
(ID: B003C2Y5L8) [Item: B003C2Y5L8] | Unknown | Rating: 4.5
(ID: B01M3W4EW1) [Item: B01M3W4EW1] | Unknown | Rating: 4.6
(ID: B006T3XLNU) Meet the Shapes | Kids | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B0952CZBH6) [Item: B0952CZBH6] | Unknown | Rating: 4.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B07FPQ47G4) Hotel Artemis 4K UHD+BR [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B01JJYIJDC) [Item: B01JJYIJDC] | Unknown | Rating: 4.7
(ID: 6305261431) Hong Kong 1941 | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.9
(ID: B000YFYL2Y) HOOD AFFAIRS: TRAP-A-HOLIC GUCCI MANE EDITION [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: 6302869897) Happy Birthday to Me [VHS] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B008PZYYJA) [Item: B008PZYYJA] | Unknown | Rating: 4.6
(ID: B000RPCK1A) Live and Let Die 007 (Dvd) (2012) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000WZ79OS) [Item: B000WZ79OS] | Unknown | Rating: 4.5
(ID: B00GPPXOTS) Jules and Jim (The Criterion Collection) [Blu-ray + DVD] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: 6301327918) You Can't Fool Your Wife | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.2
(ID: B06XDGKHKR) [Item: B06XDGKHKR] | Unknown | Rating: 4.4
(ID: B00FFGKN88) Three Days At Foster (How Integration Turned the Tide) | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.3
(ID: B00MDDFERG) [Item: B00MDDFERG] | Unknown | Rating: 4.4
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B017DO726U) Blindfold | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B0009MAO82) Burst Angel, Vol. 3: East Meets West | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.7
(ID: B00BFG26CS) NEW! Ultra Saga (Ultraman) Dvd Uncut! | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B0851TCWB8) Roger Waters: Us + Them | Documentary > Music Videos and Concerts > Beautiful | Rating: 4.8
(ID: B004L866FU) [Item: B004L866FU] | Unknown | Rating: 4.6
(ID: B00ZOSL63S) [Item: B00ZOSL63S] | Unknown | Rating: 4.7
(ID: B00UTT6F9W) Fierce Creatures [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B0114897A0) [Item: B0114897A0] | Unknown | Rating: 4.1
(ID: B000JVT07E) Fireplaces, Fishtank & Lava | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: 6304587198) Perry Como's Early American Christmas VHS | Movies & TV > Movies | Rating: 4.7
(ID: B003NLE5J0) The Good, the Bad, the Weird | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B008M86IXU) CSN 2012 PBS Exclusive | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B0186BXLTG) [Item: B0186BXLTG] | Unknown | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: 0783222416) Three Lives of Karen | Movies & TV > Movies | Rating: 3.8
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00U3XC3B8) [Item: B00U3XC3B8] | Unknown | Rating: 3.2
(ID: B00455Q73U) [Item: B00455Q73U] | Unknown | Rating: 3.7
(ID: 0792252039) National Geographic's The Savage Garden with Leslie Nielsen VHS | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.0
(ID: B004EDF08G) [Item: B004EDF08G] | Unknown | Rating: 4.3
(ID: B00D688XD4) The Angry Beavers | Comedy > Animation > Kids | Rating: 4.9
(ID: B00O1Y5F6K) Strauss: Also Sprach Zarasthustra, Macbeth & Till Eulenspiegel [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.1
(ID: B07KF7TTHV) [Item: B07KF7TTHV] | Unknown | Rating: 4.2
(ID: B01F2H6FYU) [Item: B01F2H6FYU] | Unknown | Rating: 4.4
(ID: B000BMWPTQ) The See Clearly Method - Vision Improvement Program - KIT {5 VHS Video Tapes, 3 Audio Cassette Tapes, Intructional Manual, Exercise Card, Daily Progress Journal} | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.0
(ID: B005HGKWDC) [Item: B005HGKWDC] | Unknown | Rating: 4.1
(ID: B07YQLCLJL) The Most Wonderful Time of the Year | Comedy > Drama > Joyous | Rating: 4.9
(ID: B0010PLI1Y) Lidia's Italy - WHEN IN ROME... EAT PASTA | Movies & TV > Disc on Demand | Rating: 4.7
(ID: B00CONC1IA) Robot & Frank | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B01LHE7N9S) Bridget Jones's Collection ( Bridget Jones's Diary / Bridget Jones: The Edge of Reason / Bridget Jones's Baby ) [ NON-USA FORMAT, PAL, Reg.2 Import - United Kingdom ] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.0
(ID: B00067Z2BO) The Shooting [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B017N3DLAM) [Item: B017N3DLAM] | Unknown | Rating: 4.3
(ID: B000PC6YQ2) Vincent: TV Series | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00005JMUA) Kill Bill, Vol. 2 [DVD] | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.8
(ID: B094YXS6XG) [Item: B094YXS6XG] | Unknown | Rating: 3.9
(ID: B000PHBPJS) [Item: B000PHBPJS] | Unknown | Rating: 4.4
(ID: B00005UV34) Joy Ride | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B00HW1TY0M) [Item: B00HW1TY0M] | Unknown | Rating: 4.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B077LDHKXV) [Item: B077LDHKXV] | Unknown | Rating: 4.2
(ID: B077ZCWFJG) Tragedy Girls | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B00013D4RW) Don't Ask Don't Tell | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 2.3
(ID: B001YTOIRM) Mr. Rock N Roll: The Alan Freed Story | Movies & TV > Featured Categories > Prime Video | Rating: 4.5
(ID: B009IQG5ME) Babes in Toyland [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00EF1PLGS) Football Triple Feature: Any Given Sunday / Varsity Blues / We Are Marshall [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B00006RCKP) Chance Pop Session - Session 1 | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B074Q197G4) [Item: B074Q197G4] | Unknown | Rating: 4.5
(ID: B07RN37L7N) Dance Party! | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00E3UN66I) Call the Midwife: Season 3 | Movies & TV > BBC > All BBC Titles | Rating: 4.8
(ID: 6302025230) Popcorn | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B07KYYV6LW) [Item: B07KYYV6LW] | Unknown | Rating: 3.4
(ID: B004F7BGBG) Game of Death | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.3
(ID: B07G4LYL5M) [Item: B07G4LYL5M] | Unknown | Rating: 4.4
(ID: B010X3L0TI) [Item: B010X3L0TI] | Unknown | 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."
}
|
B0952CZBH6
|
[Item: B0952CZBH6]
| 5
|
AGU4QCEPU5O2GW2UV5CTIWWFIF2A
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- A Feather on the Water: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- A Fire Sparkling | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- National Audubon Society Field Guide to North American Wildflowers--E: Eastern Region - Revised Edition (National Audubon Society Field Guides) | Books > Crafts, Hobbies & Home > Gardening & Landscape Design | Rating: 2.0
- The Shack: Where Tragedy Confronts Eternity | Books > Christian Books & Bibles > Literature & Fiction | Rating: 2.0
- Pantone: Color Cards: 18 Oversized Flash Cards | Books > Children's Books > Early Learning | Rating: 2.0
### User's movies History:
- Frozen | Comedy > Animation > Dreamlike | Rating: 3.0
- [Item: B00687Q0VC] | Unknown | Rating: 5.0
- [Item: B0091W6QZG] | Unknown | Rating: 1.0
- [Item: B004RG4U0Y] | Unknown | Rating: 4.0
- [Item: B009TGWVRG] | Unknown | Rating: 4.0
- Schindler's List | Drama > Historical > Ambitious | Rating: 5.0
- [Item: B008Y78M60] | Unknown | Rating: 2.0
- [Item: B002PZ6XB8] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B07YD1WHVY) [Item: B07YD1WHVY] | Unknown | Rating: 4.2
(ID: B07P37YKCP) Weird Science - Season 4 | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B00K20QUE8) Following: Season 1 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B00BN4ZBUQ) [Item: B00BN4ZBUQ] | Unknown | Rating: 3.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B009X47RV4) A Genius, Two Friends, and an Idiot ( Un Genio, due compari, un pollo ) ( A Genius, Two Partners and a Dupe (Trinity Is Back Again) ) [ Blu-Ray, Reg.A/B/C Import - Germany ] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B006GLPA8O) [Item: B006GLPA8O] | Unknown | Rating: 4.5
(ID: B07BX51QMP) Delicious: Series 2 | Movies & TV > TV | Rating: 4.3
(ID: B06WGRHNRX) Dimmu Borgir: Forces of the Northern Night | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: B01BORHRIU) Searching for Nepal | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B005CFC09W) A Song for the Season | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B01N3QDH6Y) [Item: B01N3QDH6Y] | Unknown | Rating: 4.2
(ID: B000O179FE) Lost in Translation | Movies & TV > Featured Categories > Prime Video | Rating: 4.6
(ID: B002JAG2E2) [Item: B002JAG2E2] | Unknown | Rating: 4.6
(ID: B000X6PRWC) The 10th Kingdom [Region 2] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00WYR307W) [Item: B00WYR307W] | Unknown | Rating: 4.4
(ID: B000069I02) Valmont | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: 0783241895) Conan the Barbarian | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.7
(ID: B00ILPBD6G) [Item: B00ILPBD6G] | Unknown | Rating: 3.7
(ID: B006IM3GAA) [Item: B006IM3GAA] | Unknown | Rating: 4.7
(ID: B014R1VQXC) [Item: B014R1VQXC] | Unknown | Rating: 4.7
(ID: B077KGR76J) [Item: B077KGR76J] | Unknown | Rating: 2.8
(ID: B009947JYI) [Item: B009947JYI] | Unknown | Rating: 4.1
(ID: B00EOBB7X0) Ultimate Spider-Man Collection: Vol 1-4 DVD (REGION 2) | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.4
(ID: B00MBVLDIY) Planet of the Vampires | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00K2Q2WTY) [Item: B00K2Q2WTY] | Unknown | Rating: 4.5
(ID: B07ZLK56K1) Reflectors Of Light [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B08KMH877J) Always and Forever | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B08CY9Q3ZF) [Item: B08CY9Q3ZF] | Unknown | Rating: 4.4
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B01N5WPPZF) Schubert: Winterreise | Movies & TV > Featured Categories > Blu-ray | Rating: 4.2
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B07W6CF432) Vikings: Season 5 Volume 2 [DVD] | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.8
(ID: B00NOGZ91M) Duck Commander: Before The Dynasty [DVD] | Movies & TV > Genre for Featured Categories > Reality TV | Rating: 4.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B08R7DQBH6) Sheep And Wolves: Pig Deal | Movies & TV > Movies | Rating: 4.3
(ID: B00UNONQSQ) Run All Night (DVD) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B000TQLIP6) Casino Royale [2006] [DVD] [2007] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B0073MNX5W) Desire ( Q ) [ NON-USA FORMAT, PAL, Reg.2 Import - United Kingdom ] | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B00GT1EBO0) [Item: B00GT1EBO0] | Unknown | Rating: 4.5
(ID: B0B8QPCS4T) [Item: B0B8QPCS4T] | Unknown | Rating: 4.6
(ID: B07D4ZLGK6) Adrift (2018) [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B00DFVW7W0) Catfish: The TV Show | Unscripted > Documentary > Romance | Rating: 4.4
(ID: B09KCG9JP5) [Item: B09KCG9JP5] | Unknown | Rating: 4.7
(ID: B00MKTXA56) [Item: B00MKTXA56] | Unknown | Rating: 3.9
(ID: B00I3BO004) [Item: B00I3BO004] | Unknown | Rating: 3.0
(ID: B0747LWXCC) [Item: B0747LWXCC] | Unknown | Rating: 4.4
(ID: B07X6KJTHB) [Item: B07X6KJTHB] | Unknown | Rating: 3.9
(ID: B003YS5BUY) [Item: B003YS5BUY] | Unknown | Rating: 4.6
(ID: B00576U9LW) Vandread: Ultimate Collection (Classic) | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.8
(ID: B017Z3I9S4) Disney Mickey Mouse Clubhouse: Space Adventure | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.6
(ID: B00A5IXXC4) [Item: B00A5IXXC4] | Unknown | Rating: 4.8
(ID: B00005U7SG) The Long Run (Widescreen) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B01B8PTGIM) Pianists Street-La Calle de los Pianistas | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.7
(ID: B06Y276QCQ) Silver Screen Icons: Broadway Musicals (4FE) [DVD] | Movies & TV > Movies | Rating: 4.8
(ID: B0000CBL87) The Pact of Silence | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.5
(ID: B001QI7K26) [Item: B001QI7K26] | Unknown | Rating: 4.6
(ID: B008VNIAQO) Rossini: Il Barbiere Di Siviglia [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B005O727GY) [Item: B005O727GY] | Unknown | Rating: 4.9
(ID: B004281OJC) ROCKIN MODELS Workout DVD with Grace Lazenby | Movies & TV > Movies | Rating: 2.9
(ID: B00KL3TS7M) Arne Dahl | Movies & TV > Boxed Sets > Mystery & Suspense | Rating: 3.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B0166I3X4E) [Item: B0166I3X4E] | Unknown | Rating: 4.9
(ID: B017938QJM) DVD - Ragamuffin | Movies & TV > Movies | Rating: 4.7
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: 0738928429) Lenny Bruce Let the Buyer Beware (Book and 6 Cds) | Prime Video > Prime Video > TV | Rating: 4.6
(ID: B0091WK8T6) Dirty Harry | Suspense > Drama > Gritty | Rating: 4.7
(ID: B000059LGL) The Cook, The Thief, His Wife, and Her Lover [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B01N3511EA) [Item: B01N3511EA] | Unknown | Rating: 3.3
(ID: 630176627X) China Beach / Premiere Episode | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.9
(ID: B00HRYH7DA) Jesus Film 35th Anniversary Edition [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B000ZGW9ZS) [Item: B000ZGW9ZS] | Unknown | Rating: 3.1
(ID: B000F9RL9Y) Route 66 - The Ultimate DVD Collection | Movies & TV > Boxed Sets > Documentary | Rating: 4.2
(ID: B00VUG0UFS) El Tiempo Entre Costuras DVD (Region 1 / 4) (Spanish Only / No English Options) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0001I2C9S) Live at Billy Bob's Texas: Willie Nelson | Movies & TV > Music Artists > Nelson, Willie | Rating: 4.3
(ID: B00W96IWD0) [Item: B00W96IWD0] | Unknown | Rating: 4.0
(ID: B00CMOEX1E) [Item: B00CMOEX1E] | Unknown | Rating: 3.7
(ID: B00006JIIZ) Rebecca (GER) [ NON-USA FORMAT, PAL, Reg.2 Import - Germany ] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00029NMJ0) Farscape - Season 4, Collection 5 | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.8
(ID: B000ASAU7A) Animals: Friend or Food? | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B07MMYL14D) [Item: B07MMYL14D] | Unknown | Rating: 4.3
(ID: B005STGM3W) Night Drive | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 3.4
(ID: B000TJ6PE2) Brass Monkey | Movies & TV > Independently Distributed > Drama | Rating: 4.0
(ID: B0037ZJZX8) [Item: B0037ZJZX8] | Unknown | Rating: 4.5
(ID: B07M71PDQR) [Item: B07M71PDQR] | Unknown | Rating: 4.6
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B0131NGK6U) [Item: B0131NGK6U] | Unknown | Rating: 3.3
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B07DGGWR2V) [Item: B07DGGWR2V] | Unknown | Rating: 3.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00AVIX80U) [Item: B00AVIX80U] | Unknown | Rating: 4.8
(ID: B000YMQI6E) [Item: B000YMQI6E] | Unknown | Rating: 4.7
(ID: B07PB1S59M) Chip 'N' Dale Rescue Rangers: 2-Movie Collection | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B0184MLKJU) [Item: B0184MLKJU] | Unknown | 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."
}
|
B00AVIX80U
|
[Item: B00AVIX80U]
| 4
|
AGPBLCSBIMHRO2VL3LPDJEMSRBZA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Deal of a Lifetime | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Walden | Books > Literature & Fiction > Classics | Rating: 5.0
- Death of a Ghost (A Hamish Macbeth Mystery, 32) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 1.0
- English Tea Murder (A Lucy Stone Mystery) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 3.0
- Miller's Valley: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- The Cozy Cookbook: More than 100 Recipes from Today's Bestselling Mystery Authors | Books > Mystery, Thriller & Suspense > Mystery | Rating: 2.0
- The Body in the Birches: A Faith Fairchild Mystery (Faith Fairchild Mysteries, 22) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 1.0
### User's movies History:
- Grantchester: Season 2 [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 5.0
- Call the Midwife: Season Five(BD) | Movies & TV > Blu-ray > TV | Rating: 5.0
- Newhart: The Final Season | Movies & TV > TV | Rating: 5.0
- [Item: B00O17594A] | Unknown | Rating: 5.0
- Newhart: The Complete Fifth Season | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Love Actually [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.0
- Pocketful of Miracles | Movies & TV > Featured Categories > DVD | Rating: 3.0
- Death in Paradise | Comedy > Suspense > Drama | Rating: 5.0
- TCM Greatest Classic Film Collection: Astaire & Rogers Volume Two (Roberta / Follow the Fleet / Flying Down to Rio / The Story of Vernon and Irene Castle) | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Spotlight | Movies & TV > Award Winners in Movies & TV > Oscar Central | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B00005Q4CS) Requiem for a Dream (Director's Cut) | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.5
(ID: B00UIF9EYK) The Admiral: Roaring Currents (All Region DVD Version w. English Sub) | Movies & TV > Movies | Rating: 4.5
(ID: B00B99RW2A) [Item: B00B99RW2A] | Unknown | Rating: 4.1
(ID: B07DM4H4J3) [Item: B07DM4H4J3] | Unknown | Rating: 4.6
(ID: B001AGXEBU) Doctor Who: The Invisible Enemy (Story 93) & K9 and Company: A Girl's Best Friend | Movies & TV > BBC > All BBC Titles | Rating: 4.6
(ID: B07658DKN1) [Item: B07658DKN1] | Unknown | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B071GPXJWZ) The Maze Runner / Maze Runner: Scorch Trials (4K UltraHD + Blu-ray + Digital HD) | Movies & TV > Blu-ray > Movies | Rating: 3.8
(ID: B00BCPOFQC) One Piece: Season 4, Voyage Five | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B08SVTRMHN) [Item: B08SVTRMHN] | Unknown | Rating: 3.1
(ID: B018JG2XQU) [Item: B018JG2XQU] | Unknown | Rating: 4.2
(ID: B07DS1Z1K6) [Item: B07DS1Z1K6] | Unknown | Rating: 4.4
(ID: B018JLP4CA) Love The Coopers | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.3
(ID: B081TLJDFP) [Item: B081TLJDFP] | Unknown | Rating: 4.5
(ID: B08YJM2Z7K) [Item: B08YJM2Z7K] | Unknown | Rating: 4.4
(ID: B09RNTQBZG) Marry Me [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.2
(ID: B07VBW2VB4) [Item: B07VBW2VB4] | Unknown | Rating: 4.6
(ID: B00JKWJKQY) [Item: B00JKWJKQY] | Unknown | Rating: 4.6
(ID: B075VWFYDT) NATURE: Fox Tales DVD | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0B84Z7N5K) [Item: B0B84Z7N5K] | Unknown | Rating: 4.3
(ID: B00MJEUXAW) Beneath the Aurora (DVD) | Movies & TV > Movies | Rating: 4.3
(ID: 0783215517) The Blue Dahlia | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.5
(ID: B00005AUKB) Marty | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.8
(ID: B00AQB6YDA) [Item: B00AQB6YDA] | Unknown | Rating: 4.8
(ID: B003ZZQ5YW) Milenge Milenge | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B019KDXAQS) Labyrinth of Lies | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B00009ATIX) Solaris | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.2
(ID: B0016OCTTO) Ax Men: The Complete Season 1 (Steelbook) [DVD] | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.3
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B0BGNMCTGQ) Becky (Special Edition) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B001NTGZVK) Wudang Taijiquan (Tai Chi Chuan) 108 Form - YMAA DVD | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.6
(ID: B000JPDQAW) The Ozzfest: Live | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.8
(ID: B002Q2YWSQ) [Item: B002Q2YWSQ] | Unknown | Rating: 4.6
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B07VP9W6L6) [Item: B07VP9W6L6] | Unknown | Rating: 4.5
(ID: B01ESCPN5C) [Item: B01ESCPN5C] | Unknown | Rating: 3.2
(ID: B005ETANSQ) Left By The Ship | Movies & TV > Disc on Demand | Rating: 3.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: 6305551235) Desert Heat [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B00I0PM0AK) [Item: B00I0PM0AK] | Unknown | Rating: 3.7
(ID: B00POTAE6W) House Hunters International Renovation | Unscripted > Special Interest | Rating: 4.5
(ID: B000035Z2S) Tarzan Walt Disney VHS | Movies & TV > Disney Home Video > By Age | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B009510532) [Item: B009510532] | Unknown | Rating: 4.5
(ID: B00JQHOIII) The Gods Must Be Crazy II | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00JK1W1IO) Room at the Top | Movies & TV > Movies | Rating: 3.9
(ID: B09SP3HTG1) [Item: B09SP3HTG1] | Unknown | Rating: 3.6
(ID: B0013J2SR0) Barbara Vine (A Fatal Inversion / a Dark Adapted Eye / Gallowglass) [Regions 2 & 4] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B07C36BMW4) [Item: B07C36BMW4] | Unknown | Rating: 3.0
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B003VWVDTQ) [Item: B003VWVDTQ] | Unknown | Rating: 3.5
(ID: B001NT9TF4) [Item: B001NT9TF4] | Unknown | Rating: 4.2
(ID: B01N0RWH2L) [Item: B01N0RWH2L] | Unknown | Rating: 3.2
(ID: B01LYYBNU7) [Item: B01LYYBNU7] | Unknown | Rating: 4.9
(ID: B072BKN95G) [Item: B072BKN95G] | Unknown | Rating: 4.7
(ID: B017GGN1BA) Animation Station 1 & 2 DVD of Audio-Visual Shows for speech and language learning DVD | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 5.0
(ID: 6301491823) See No Evil Hear No Evil | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B004WDP592) [Item: B004WDP592] | Unknown | Rating: 4.6
(ID: B002QO7G64) [Item: B002QO7G64] | Unknown | Rating: 4.5
(ID: B0007WLBKY) Further On Down The Road: Albert Collins, Lonnie Mack, Roy Buchanan Live at Carnegie Hall | Movies & TV > Movies | Rating: 4.5
(ID: B00CFNUMD0) [Item: B00CFNUMD0] | Unknown | Rating: 4.8
(ID: B083319MJT) [Item: B083319MJT] | Unknown | Rating: 4.0
(ID: B004714B9E) The Chemistry 1 Tutor: Volume 1 - 10 Hour Course! | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0137I9J8K) White Angel, The | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00CEBJCF2) Midsomer Murders, Series 1 (Reissue) | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00006SFOB) The Crocodile Hunter - Collision Course [VHS] | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.7
(ID: B003U51EE8) [Item: B003U51EE8] | Unknown | Rating: 4.8
(ID: B07HSJYD54) Assassination Nation [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B01AB416RA) [Item: B01AB416RA] | Unknown | Rating: 4.4
(ID: B0000633RW) The Phandom Menace [DVD] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 2.5
(ID: B012C876YK) Blue Spring Ride | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B01MTCIUNO) [Item: B01MTCIUNO] | Unknown | Rating: 3.1
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00008WJEZ) Charlie's Angels: Season 1 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B004W4ZHD0) Core Transformer 3D 1,000 Calorie Burn DVD Kit - Linda LaRue | Movies & TV > TV | Rating: 3.5
(ID: B078TQG45L) [Item: B078TQG45L] | Unknown | Rating: 3.6
(ID: B00007L4LN) The Slaughter Rule [DVD] | Movies & TV > Studio Specials > Sundance Channel Home Entertainment | Rating: 3.9
(ID: B0017KFEXU) Jim McLean: The 8-Step Swing DVD | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.5
(ID: B0036K9CMI) Film Noir Collector's Edition | Movies & TV > Boxed Sets > Mystery & Suspense | Rating: 3.3
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B01N8YQQOH) [Item: B01N8YQQOH] | Unknown | Rating: 3.6
(ID: B0051HCUIW) Little Voice | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.6
(ID: B07GR577QM) [Item: B07GR577QM] | Unknown | Rating: 4.4
(ID: B00G3NCORK) [Item: B00G3NCORK] | Unknown | Rating: 4.7
(ID: B000BFJM1C) According to Occam's Razor | Movies & TV > Featured Categories > DVD | Rating: 1.0
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B07895ZV1B) NFL Super Bowl LII Champions: The Philadelphia Eagles COMBO [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B002LS42LM) Andrzej Zulawski's L'Amour Braque (Limpet Love, 1985) UNCUT Premium Signature Edition [LIMITED: 2,000 Numbered Sets] by MONDO VISION | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.3
(ID: B00NKGYJAS) [Item: B00NKGYJAS] | Unknown | Rating: 4.5
(ID: B0BF5VX3YN) Holiday Inn 80th Anniversary Edition | Movies & TV > Movies | Rating: 4.9
(ID: B07H1H8BP5) Open The Wall | Comedy > Drama | Rating: 4.6
(ID: B000WCR5NQ) Spinervals Aero Base Builder Series - DVD 5 Pack | Movies & TV > TV | Rating: 4.5
(ID: B000KF0P1O) Jin-Roh: The Wolf Brigade - Anime Movie Classics [DVD] | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.3
(ID: B07LH93VPC) [Item: B07LH93VPC] | Unknown | 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."
}
|
B07895ZV1B
|
NFL Super Bowl LII Champions: The Philadelphia Eagles COMBO [Blu-ray]
| 5
|
AHWKXYOI2VTAD4M2WHCZKGLAJ4FQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Knock-Knock Jokes for Kids: Knock-Knock Jokes for Kids (Joke Book & Gift Idea for Children Ages 6-12. Doubles as a Dad Jokes book for Father's Day and Birthdays) (Laugh-Out-Loud Jokes for Kids) | Books > Children's Books > Humor | Rating: 1.0
- The Singularity Is Near: When Humans Transcend Biology | Books > Computers & Technology > Computer Science | Rating: 2.0
- Working Stiff (Revivalist, Book 1) | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Oh, Yuck! The Encyclopedia of Everything Nasty | Books > Children's Books > Education & Reference | Rating: 1.0
- Baby Signs: How to Talk with Your Baby Before Your Baby Can Talk, New Edition | Books > Parenting & Relationships > Family Relationships | Rating: 1.0
### User's movies History:
- [Item: B07H13DP2J] | Unknown | Rating: 1.0
- [Item: B06XPTWTGN] | Unknown | Rating: 1.0
- [Item: B00F35BV64] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B000B6COGQ) Karl Jenkins - The Armed Man: A Mass for Peace [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00A01CQTC) Dishonored | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.2
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B000Q36UGY) soothing environments : Costa Rica Ocean Transitions : DVD Great for Relaxation | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.0
(ID: B07J48RXK7) [Item: B07J48RXK7] | Unknown | Rating: 4.8
(ID: B00008G8VL) Power Walk 4 Miles! In Home Walking Series Volume 3 [VHS] | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.2
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B001HUHBCW) SpongeBob SquarePants: Spongicus | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B00130SPB2) [Item: B00130SPB2] | Unknown | Rating: 3.0
(ID: B016V3VQ48) [Item: B016V3VQ48] | Unknown | Rating: 4.5
(ID: B00BAXTYBW) Star Trek V: The Final Frontier [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B000IZ8DX8) [Item: B000IZ8DX8] | Unknown | Rating: 4.7
(ID: B004UCO7GW) Lighting/Sound for Film and Television 4-DVD Bundle | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B003TKS7EY) The Halloween Stories Collection (Scholastic Storybook Treasures) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00T2Z3P6K) Wild Card [DVD + Digital] | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B078WFXH72) Bedknobs and Broomsticks (Plus Bonus Content) | Comedy > Animation > Charming | Rating: 4.8
(ID: B0066UWTYS) Cha Cha 101 (Shawn Trautman Dance Instruction) | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.9
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B01DY3MAVQ) [Item: B01DY3MAVQ] | Unknown | Rating: 4.2
(ID: B07R4JVKQ3) [Item: B07R4JVKQ3] | Unknown | Rating: 3.7
(ID: B00DZP1BOG) 4 Kid Favorites: Holiday Family Fun (DVD) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B0169EN7O6) American Horror Story: Coven: Cast and Creators Live at PALEYFEST | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.4
(ID: B000GNOFAC) Le chateau de ma mere | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B001LVITOQ) Iran the Forgotten Glory: An Awe-inspiring Journey into the Majesty and Splendour of Ancient Persia | Movies & TV > Independently Distributed > Documentary | Rating: 3.7
(ID: B001ILFUDC) Pinocchio (Two-Disc 70th Anniversary Platinum Edition) | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.7
(ID: B08TB9K84T) [Item: B08TB9K84T] | Unknown | Rating: 4.4
(ID: B01DEH9IOO) [Item: B01DEH9IOO] | Unknown | Rating: 4.2
(ID: B07KM1WMRS) The Road to El Dorado [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00V1E64KE) Iconic Movie Collection: Butch Cassidy & The Sundance Kid/The French Connection/The Hustler/M*A*S*H (MASH) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B078TPQKYF) [Item: B078TPQKYF] | Unknown | Rating: 4.4
(ID: B00KOW4B9U) The Children's Hour [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B000VDMXW4) [Item: B000VDMXW4] | Unknown | Rating: 4.7
(ID: B00005N5VO) The French Connection VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B002BWP2I0) Virtuality | Movies & TV > Movies | Rating: 3.5
(ID: 6305526052) The Out of Towners [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B00IX1KCGA) [Item: B00IX1KCGA] | Unknown | Rating: 4.5
(ID: B08BHFGM5G) [Item: B08BHFGM5G] | Unknown | Rating: 4.6
(ID: B01HNAP4FU) [Item: B01HNAP4FU] | Unknown | Rating: 4.1
(ID: B001ED4T5E) [Item: B001ED4T5E] | Unknown | Rating: 4.7
(ID: B009YRFCCG) [Item: B009YRFCCG] | Unknown | Rating: 4.0
(ID: B005DD7QHY) [Item: B005DD7QHY] | Unknown | Rating: 4.2
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00BTYMPSQ) True Colors (1991) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.5
(ID: B07L33FDK8) [Item: B07L33FDK8] | Unknown | Rating: 4.8
(ID: B07KLNHNGR) Stand-In | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00OYXOKKA) Learn to Tap with Two on Tap: Level One (Basic Tap for the Absolute Beginner) | Movies & TV > Movies | Rating: 4.2
(ID: B0112HPRDY) American Genius | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B004PVPJCY) Megamind 's Button Of Doom DVD - All New Mega Adventure | Movies & TV > Movies | Rating: 3.7
(ID: B0036K9CIM) Before You Say I Do | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.2
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B0093I914G) Batman / Justice League Double Feature (Justice League New Frontier + Batman Gotham Knight) (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B000JGWD82) Pulse | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.3
(ID: B000WVPXAE) Terry Jones' Barbarians | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.1
(ID: B009OU6LH8) [Item: B009OU6LH8] | Unknown | Rating: 4.4
(ID: B00853CXVS) The King of Masks | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B079YVXGCC) [Item: B079YVXGCC] | Unknown | Rating: 4.6
(ID: B000E6ENP8) Walk the Line | Movies & TV > Music Artists > Cash, Johnny | Rating: 4.8
(ID: B000WYIDK8) [Item: B000WYIDK8] | Unknown | Rating: 3.7
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00930LJ2G) The San Francisco Giants: 2012 World Series | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B001Q8MMCE) My Best Friend is a Vampire (The Lost Collection) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B076F6W89W) Silent Witness: Season 5 (DVD) | Movies & TV > BBC > All BBC Titles | Rating: 4.5
(ID: B071GDGXZ5) [Item: B071GDGXZ5] | Unknown | Rating: 2.0
(ID: B01GPLCE56) [Item: B01GPLCE56] | Unknown | Rating: 2.7
(ID: B0B8TQZ8RD) [Item: B0B8TQZ8RD] | Unknown | Rating: 4.7
(ID: B00GTO6V6S) Swamp People: Season 4 [DVD] | Movies & TV > Boxed Sets > Documentary | Rating: 4.8
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B0050N0VBK) MURPHY'S LAW COMPLETE COLLECTION | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B077GCK6YB) [Item: B077GCK6YB] | Unknown | Rating: 3.0
(ID: B004MOJW0E) Jamon Jamon [NTSC/Region 1 and 4 dvd. Import - Latin America] by Bigas Luna | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.2
(ID: B093CSS8QG) [Item: B093CSS8QG] | Unknown | Rating: 4.1
(ID: B00KDPM88O) The Tonight Show starring Johnny Carson - The Vault Series Volume 6 | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B0030RT58I) [Item: B0030RT58I] | Unknown | Rating: 1.9
(ID: B0026ICCNW) Crazy Like They Are | Movies & TV > Studio Specials | Rating: 2.6
(ID: 6305180822) 1998 Official World Series Video - New York Yankees vs. San Diego Padres VHS | Movies & TV > Genre for Featured Categories > Sports | Rating: 5.0
(ID: B076FTTQ6K) [Item: B076FTTQ6K] | Unknown | Rating: 4.6
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00011D1RC) Grand Hotel (Snap case) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B09NBLTJJT) [Item: B09NBLTJJT] | Unknown | Rating: 4.8
(ID: B005NQ5LL4) Heroic Age - The Complete Series S.A.V.E. | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01L3C1ZWA) Barbie: Star Light Adventure | Animation > Kids > Charming | Rating: 4.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B0B61ZDFPT) Where the Crawdads Sing [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B07M7LNJXL) [Item: B07M7LNJXL] | Unknown | Rating: 3.2
(ID: B00005BCOQ) The Thin Man VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B00XWT0SBC) [Item: B00XWT0SBC] | Unknown | Rating: 4.4
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B07YM14FRG) Parasite | Suspense > Comedy > Bleak | Rating: 4.5
(ID: B003TQ50V6) [Item: B003TQ50V6] | Unknown | Rating: 4.8
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00B2YH7BS) Sound City [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00DC9R9GO) [Item: B00DC9R9GO] | Unknown | Rating: 4.3
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B07F89CH1D) [Item: B07F89CH1D] | Unknown | Rating: 2.9
(ID: B093CNZ7ST) The Tomorrow War | Suspense > Drama > Compelling | Rating: 4.1
(ID: B004470R2Q) [Item: B004470R2Q] | Unknown | Rating: 3.1
(ID: B0054602ZI) The Dick Van Dyke Show: 50th Anniversary Edition: Fan Favorites | Movies & TV > Boxed Sets > Television | 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."
}
|
B093CNZ7ST
|
The Tomorrow War
| 2
|
AFCITBDGLJXMGKQ4BRLEBUFOMFDQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Sister: A psychological thriller with a brilliant twist you won't see coming | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Theft by Finding: Diaries (1977-2002) | Books > Literature & Fiction > History & Criticism | Rating: 2.0
- Zentangle Inspired Crafts: A Beginners Guide to Zentangle Art and Zentangle Inspired Art and Craft Projects | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 5.0
- I, Michael Bennett (A Michael Bennett Thriller, 5) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Cross Country (Alex Cross, 14) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Chasing Harry Winston: A Novel | Books > Literature & Fiction > Women's Fiction | Rating: 3.0
- We'll Meet Again | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
### User's movies History:
- Obvious Child | Comedy > Drama > Biting | Rating: 5.0
- [Item: B002LFUZ4S] | Unknown | Rating: 5.0
- [Item: B003NQ1T62] | Unknown | Rating: 5.0
- [Item: B003KBH31U] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B079KDQBF3) Living Among Us | Science Fiction > Suspense > Comedy | Rating: 3.2
(ID: 1596683406) Collage Fast & Furious (Cloth Paper Scissors Workshop) | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.8
(ID: 0807508667) The Boxcar Children | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B09TKTDWKS) Fear Frequency | Suspense > Horror > Drama | Rating: 4.0
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B08WPTM51G) Goon / Goon: Last of the Enforcers (DVD 2-Pack) | Movies & TV > Movies | Rating: 4.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B0073CN442) [Item: B0073CN442] | Unknown | Rating: 2.6
(ID: B00SZCM26U) [Item: B00SZCM26U] | Unknown | Rating: 3.3
(ID: B07M7DBN4K) [Item: B07M7DBN4K] | Unknown | Rating: 4.5
(ID: B000E0LMHG) Sons of Kong: (The Ape / Bela Lugosi Meets a Brooklyn Gorilla / The Gorilla / The Ape Man / Bride of the Gorilla / and more) | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.3
(ID: B006H063BW) [Item: B006H063BW] | Unknown | Rating: 3.7
(ID: B014LHPGT2) Blessing of the Campanella - The Complete Series DVD Collection | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0B6382XXR) [Item: B0B6382XXR] | Unknown | Rating: 4.7
(ID: B000P6R714) From a Classical Position / Just Dancing Around - William Forsyth | Movies & TV > Musicals & Performing Arts > Ballet & Dance | Rating: 4.0
(ID: B00FL41LBC) [Item: B00FL41LBC] | Unknown | Rating: 4.6
(ID: B00YAWWU70) Atlas Shrugged Trilogy Box Set (Special Edition) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B07KNPSSK2) [Item: B07KNPSSK2] | Unknown | Rating: 4.4
(ID: B007XF0W4E) Coming Through | Movies & TV > Independently Distributed > Drama | Rating: 3.6
(ID: 6304947119) Touched By the Light [VHS] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 2.3
(ID: B00004U8H2) Dragonheart - A New Beginning | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.4
(ID: B002KOUGKS) [Item: B002KOUGKS] | Unknown | Rating: 3.0
(ID: 6304081006) Darkman 3:Die Darkman Die VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B004H15NBY) [Item: B004H15NBY] | Unknown | Rating: 4.6
(ID: B000KRNG4K) City of the Living Dead [DVD] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.4
(ID: B0000YTPN4) Dead Heat (Divimax Special Edition) [DVD] | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.5
(ID: B009BDG2CM) [Item: B009BDG2CM] | Unknown | Rating: 3.6
(ID: B07SFG5PCD) The Days of Noah | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00C5W3SBE) Oz the Great and Powerful | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B007XPJXZ8) [Item: B007XPJXZ8] | Unknown | Rating: 4.3
(ID: B009LN3ZQI) [Item: B009LN3ZQI] | Unknown | Rating: 4.0
(ID: B073FRP1HF) Transformers The Movie 30th Anniversary Edition Blu-ray | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00MQOVMEQ) [Item: B00MQOVMEQ] | Unknown | Rating: 4.7
(ID: B07DCXZNP4) [Item: B07DCXZNP4] | Unknown | Rating: 4.2
(ID: B0076ME2L8) iCarly | Comedy > Romance | Rating: 4.7
(ID: B09NMSKGF9) Adventures of Sonic the Hedgehog Complete TV Series SDBD | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B07G1SR3WG) [Item: B07G1SR3WG] | Unknown | Rating: 4.2
(ID: B000CD1GPS) Those Magnificent Men In Their Flying Machines [1965] [DVD] [2017] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B004MNM1FI) The Colors of the Mountain | Movies & TV > Independently Distributed > Drama | Rating: 4.8
(ID: B003J1Q8L2) [Item: B003J1Q8L2] | Unknown | Rating: 4.3
(ID: B001G4NQUA) Metallica: Live in San Diego | Movies & TV > Music Artists > Metallica | Rating: 4.2
(ID: B005V2ICHU) Klown Kamp Massacre | Movies & TV > Genre for Featured Categories > Horror | Rating: 2.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B008Y785S0) [Item: B008Y785S0] | Unknown | Rating: 4.3
(ID: B087YHN1FN) [Item: B087YHN1FN] | Unknown | Rating: 4.2
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B004W1GFV6) Though I Am Gone (Wo Sui Si Qu) (English Subtitled) | Special Interest | Rating: 4.6
(ID: B000FILYVG) The Trout Bum Diaries, Volume I | Movies & TV > Independently Distributed > Special Interests | Rating: 4.3
(ID: B08B4XY3LF) [Item: B08B4XY3LF] | Unknown | Rating: 3.2
(ID: B00M9OE9OS) [Item: B00M9OE9OS] | Unknown | Rating: 4.3
(ID: B000BQYX4W) Rambo (Animated Series): Volume 5 - Snow Raid | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.5
(ID: B0002CHK8G) Kathy Smith - Great Buns and Thighs Step Workout [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.3
(ID: B09L5VYYPD) KAREN KINGSBURY'S Maggie's Christmas Miracle | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.8
(ID: B00MDCV9E4) Dear Lemon Lima | Comedy > Drama > Fun | Rating: 4.4
(ID: B00SQ7REFS) Warriors of Budo. Episode Two: Karatedo | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00CLO4SKQ) [Item: B00CLO4SKQ] | Unknown | Rating: 4.6
(ID: B001N5BDLQ) The Real Thing | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B07CYJ1P52) [Item: B07CYJ1P52] | Unknown | Rating: 3.8
(ID: B0001GH5TC) House of Sand and Fog [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B001M9ELSU) Orange Bowl-Remembering 70 Years of Greatness | Movies & TV > Genre for Featured Categories > Sports | Rating: 5.0
(ID: B0009HBPAS) The Red Skelton Collection | Movies & TV > Boxed Sets > Comedy | Rating: 4.2
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B01LYBY30B) [Item: B01LYBY30B] | Unknown | Rating: 4.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00USBLWGM) Playing it Cool | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B000VLYIW4) Verdi: Ernani (1983) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00D686OGC) [Item: B00D686OGC] | Unknown | Rating: 4.7
(ID: B06XPWZLDL) [Item: B06XPWZLDL] | Unknown | Rating: 3.5
(ID: B07DGPHHF8) [Item: B07DGPHHF8] | Unknown | Rating: 4.2
(ID: B010MF6WFO) [Item: B010MF6WFO] | Unknown | Rating: 3.4
(ID: B00JJOY4FU) My Little Pony Friendship Is Magic: The Keys Of Friendship | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B0145JUWC2) ICE AGE: DAWN OF THE DINOSAURS [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B01KWJGD0Y) [Item: B01KWJGD0Y] | Unknown | Rating: 3.7
(ID: B00KE3B6LU) Tie Me Up! Tie Me Down! (Blu-ray + DVD) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B00188877Q) WRC World Rally Championship Arch Rivals | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00AHTDDOO) [Item: B00AHTDDOO] | Unknown | Rating: 4.9
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00B42R9DO) [Item: B00B42R9DO] | Unknown | Rating: 4.7
(ID: B008HUSFJ8) Fantasy Island: Season 3 | Movies & TV > TV | Rating: 4.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B09NJQB26K) [Item: B09NJQB26K] | Unknown | Rating: 4.5
(ID: B01IO1CFOA) [Item: B01IO1CFOA] | Unknown | Rating: 2.9
(ID: B004DTU1HQ) Sabrina the Complete Animated Series, Volume 1 | Movies & TV > Animation | Rating: 4.8
(ID: B00004WIDR) The Lost World: Jurassic Park | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.7
(ID: B0019LZ19O) The Copenhagen Ring: The Complete DVD Set | Movies & TV > Musicals & Performing Arts > Classical | Rating: 3.9
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B07J2QW13V) [Item: B07J2QW13V] | Unknown | Rating: 4.3
(ID: B01BT3SDQO) [Item: B01BT3SDQO] | Unknown | Rating: 4.3
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B000A0GXUG) Intercessor: Another Rock N Roll Nightmare | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 2.5
(ID: B081J9D663) [Item: B081J9D663] | Unknown | Rating: 4.8
(ID: B00OMEK4XI) [Item: B00OMEK4XI] | Unknown | Rating: 4.2
(ID: B098WG2Y2Z) Perfume: The Story of a Murderer | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B0B663S52B) [Item: B0B663S52B] | Unknown | Rating: 4.5
(ID: B085J15H6V) [Item: B085J15H6V] | Unknown | 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."
}
|
B01BT3SDQO
|
[Item: B01BT3SDQO]
| 1
|
AFG7ECPAZXLBNP52UYIBDSA5ZWWQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Witching On A Star (Wicked Witches of the Midwest Book 4) | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Grog IV (The Ebon Blades Book 4) | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Misjudged: A Legal Thriller (Sam Johnstone Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- The Raven Spell: A Novel (A Conspiracy of Magic Book 1) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Family Money | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- The Stillwater Girls | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Cut and Run | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Marked In Flesh (A Novel of the Others) | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Windfall (The Weather Warden, Book 4) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
### User's movies History:
- The Protégé | Action > Cerebral > Stunning | Rating: 3.0
- [Item: B09ML1QV1S] | Unknown | Rating: 4.0
- [Item: B09KKKRSH7] | Unknown | Rating: 2.0
- [Item: B07BDFDW2V] | Unknown | Rating: 5.0
- [Item: B084BP3NL4] | Unknown | Rating: 2.0
- [Item: B09GPSWV6L] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B001R10BJQ) Sam's Lake | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.0
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00EIEPHBG) Night Train To Georgia | Movies & TV > Movies | Rating: 4.6
(ID: 0470521023) Windows 7 For Dummies DVD | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.1
(ID: B09NZVP9H4) [Item: B09NZVP9H4] | Unknown | Rating: 4.1
(ID: B00009Y3M5) Yoga Flava, Vol. 1: For Relaxation | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B004QMDBCW) Versus | Suspense > Comedy > Bleak | Rating: 4.7
(ID: B008U1AOKM) Fushigi Yugi Season Two | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.5
(ID: B0032GHLII) [Item: B0032GHLII] | Unknown | Rating: 4.2
(ID: B06XGDDMF3) Kong: Skull Island | Science Fiction > Fantasy > Ambitious | Rating: 4.6
(ID: B0003JANSW) Charley Varrick [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B083CPL41V) [Item: B083CPL41V] | Unknown | Rating: 1.0
(ID: B078WFHX89) [Item: B078WFHX89] | Unknown | Rating: 4.0
(ID: B009D17NN4) Paul Mccartney Mexico Exclusive DVD | Movies & TV > Music Artists > The Beatles | Rating: 4.2
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B001G7FTAC) Christmas Cottage | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0C94F6XW2) [Item: B0C94F6XW2] | Unknown | Rating: 3.4
(ID: B01M5IO5LO) Outbreak / Contagion (DVD)(DBFE) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B005IV55Z6) [Item: B005IV55Z6] | Unknown | Rating: 3.8
(ID: B08B48XH2T) [Item: B08B48XH2T] | Unknown | Rating: 3.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B001VBD79S) LASER LENS HOP-141B BENQ OPU-5430 for XBOX 360 DVD DRIVE | Movies & TV > Movies | Rating: 4.0
(ID: B00O1SCQHW) [Item: B00O1SCQHW] | Unknown | Rating: 4.5
(ID: B007YP53O2) [Item: B007YP53O2] | Unknown | Rating: 4.8
(ID: B006P4HQRU) [Item: B006P4HQRU] | Unknown | Rating: 3.5
(ID: B00006D28S) Gulliver's Travels | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00TYBBMH6) [Item: B00TYBBMH6] | Unknown | Rating: 4.2
(ID: B01M701U34) [Item: B01M701U34] | Unknown | Rating: 4.3
(ID: B001P743FA) Stacy McCarthy's Yoga Body: Fat Burning Workout | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 2.6
(ID: B004HRF8VI) An Unexpected Love (Lifetime) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B075G1ZJGQ) [Item: B075G1ZJGQ] | Unknown | Rating: 4.1
(ID: B094WZGRB4) [Item: B094WZGRB4] | Unknown | Rating: 3.2
(ID: B00ADHR74C) [Item: B00ADHR74C] | Unknown | Rating: 4.4
(ID: B0006Q943W) Hard Hat Harry: Trains and Helicopters | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B008ZD4XIE) Honeymooners: 39 Episodes-D-Se | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.7
(ID: B07ZZGSDS5) [Item: B07ZZGSDS5] | Unknown | Rating: 4.9
(ID: B01FWNMMNC) [Item: B01FWNMMNC] | Unknown | Rating: 3.3
(ID: B01DFJMZKA) My Big Fat Greek Wedding 2 [DVD] | Movies & TV > Today's Deals > Universal Studios Featured Deals | Rating: 4.7
(ID: B003LDEWXO) Worship at Red Rocks | Movies & TV > Movies | Rating: 4.6
(ID: B00279JW0Q) A Fly In The Champagne | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.7
(ID: B00L89R0PK) The Internet's Own Boy | Documentary > Cerebral > Compelling | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B011MHAZ5Y) Casino Royale (BD) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00Z9NXE6K) [Item: B00Z9NXE6K] | Unknown | Rating: 2.2
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B001JF4HL8) [Item: B001JF4HL8] | Unknown | Rating: 4.7
(ID: B07HSZQB6J) Road To Avonlea - The Complete First Series - 4 Disc Special Edition [DVD] | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.7
(ID: B00K5M0BB6) [Item: B00K5M0BB6] | Unknown | Rating: 4.6
(ID: B08FXRST7X) [Item: B08FXRST7X] | Unknown | Rating: 3.3
(ID: B071NXHVVX) [Item: B071NXHVVX] | Unknown | Rating: 4.1
(ID: B001U9JD4E) Gothkill: Satanic Special Edition | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.5
(ID: B00Y1DDZMC) [Item: B00Y1DDZMC] | Unknown | Rating: 1.0
(ID: B0000Z0I8E) My Family - The Complete First Series [Region 2] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B0002HOD7W) When the Mountains Tremble | Movies & TV > Docurama > History | Rating: 4.2
(ID: B00005JN7R) Hawaiian Eye | Movies & TV > Movies | Rating: 3.7
(ID: 6305537364) Barefoot In The Park [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00JG88XD8) The Wind and the Lion | Movies & TV > Movies | Rating: 4.6
(ID: B073PL27HY) [Item: B073PL27HY] | Unknown | Rating: 4.1
(ID: B0B94NY41N) Christmas Craft Fair Massacre | Movies & TV > Holidays & Seasonal > Christmas | Rating: 3.1
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: 6301628527) Dry White Season [VHS] | Movies & TV > TV | Rating: 4.4
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B000EGZ8UW) The Tellington TTouch for Happier, Healthier Cats | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B009AHZ6N0) Unsearchable | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B002XKJ5XS) [Item: B002XKJ5XS] | Unknown | Rating: 3.8
(ID: B000E6EK10) Hits Live [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.3
(ID: B07J1ZX9KK) [Item: B07J1ZX9KK] | Unknown | Rating: 4.7
(ID: B07F8HZ1FX) Hawaii Five-0 - Season 8 [DVD] [2018] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B009MBJG62) Homosexual | Movies & TV > Genre for Featured Categories > LGBT | Rating: 2.7
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00EGNZ444) [Item: B00EGNZ444] | Unknown | Rating: 3.7
(ID: B000QYF06Y) [Item: B000QYF06Y] | Unknown | Rating: 4.4
(ID: B071GW4GSY) [Item: B071GW4GSY] | Unknown | Rating: 4.5
(ID: B000EBGEQ4) Fender The Fine Art of Guitar [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B001DGFGOU) Four Minutes [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B08GN57RTR) [Item: B08GN57RTR] | Unknown | Rating: 5.0
(ID: B005IWBAOU) [Item: B005IWBAOU] | Unknown | Rating: 3.3
(ID: B08JV6X44B) [Item: B08JV6X44B] | Unknown | Rating: 4.1
(ID: B09P18MSX5) [Item: B09P18MSX5] | Unknown | Rating: 3.5
(ID: B004NWPY3Y) Smiles of a Summer Night (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B002QNYKWS) Vista Point - Ireland | Documentary > Special Interest | Rating: 4.0
(ID: B002XAW9FY) Lilias! Yoga and You 2 DVD Set | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B00OB3LAEC) [Item: B00OB3LAEC] | Unknown | Rating: 2.3
(ID: B004CRT8AA) WEIRD TV - Volume One | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0865HMNHC) [Item: B0865HMNHC] | Unknown | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B073LJT6MD) Watch Around The Clock - 24 Hours of TV in COLOR! | Movies & TV > TV | Rating: 4.6
(ID: B0006IE9TO) Bigfoot: King of the Monster Trucks | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 5.0
(ID: B00BCMSZPC) K-9: The Complete Series | Movies & TV > Boxed Sets > Kids & Family | Rating: 4.4
(ID: B000P46QS6) Amazing Grace: Jeff Buckley | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
(ID: B078HP15NB) [Item: B078HP15NB] | Unknown | Rating: 4.9
(ID: B00PQBG6CO) [Item: B00PQBG6CO] | Unknown | Rating: 4.6
(ID: B0716M5Q4C) [Item: B0716M5Q4C] | Unknown | Rating: 4.6
(ID: B0006GQKBG) With All Deliberate Speed | Movies & TV > Genre for Featured Categories > Documentary | 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."
}
|
B094WZGRB4
|
[Item: B094WZGRB4]
| 5
|
AE2PZBJDPOFPKYDRJWATMXPPWJ5Q
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Camino Island: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Missing, Presumed: A Novel (Manon Bradshaw) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Predator: A Crossbow Novel | Books > Literature & Fiction > Action & Adventure | Rating: 3.0
- The Girl on the Train | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Vicious Circle | Books > Literature & Fiction > Action & Adventure | Rating: 4.0
### User's movies History:
- Splendor in the Grass (DVD) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 5.0
- Davy Crockett -Two Movie Set | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.0
- Capricorn One (Special Edition) | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B002BVN3BO) Bardelys The Magnificent, Monte Cristo | Movies & TV > Classics > Silent Films | Rating: 4.8
(ID: B09G796898) Hallmark 2-Movie Collection: Amazing Winter Romance & Snowkissed | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B001KY2QDY) Thriller: The Complete Series | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B01688710O) [Item: B01688710O] | Unknown | Rating: 3.2
(ID: B0002V7OII) Max & Ruby's Christmas [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B011U0HXHG) [Item: B011U0HXHG] | Unknown | Rating: 3.5
(ID: B083CYHWWV) [Item: B083CYHWWV] | Unknown | Rating: 4.5
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00R58PFSC) [Item: B00R58PFSC] | Unknown | Rating: 4.7
(ID: B0027VK15Y) Purple Hearts | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B00064SW96) Johnny Mathis - Live in Gary | Movies & TV > Musicals & Performing Arts | Rating: 4.8
(ID: B075SSK775) The Guest House | Suspense > Action > Horror | Rating: 3.8
(ID: B00PYLT4YI) The Hunger Games: Mockingjay - Part 1 [Blu-ray + DVD + Digital HD] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00LHK2398) The Carol Burnett Show | Movies & TV > Boxed Sets > Comedy | Rating: 4.6
(ID: B0B6JT7ZHM) [Item: B0B6JT7ZHM] | Unknown | Rating: 5.0
(ID: B01I05ZZLA) First Daughter, 1999, Region 1,2,3,4,5,6 Compatible DVD by Mariel Hemingway | Movies & TV > Movies | Rating: 4.2
(ID: B0006UYNS4) I Heart Huckabees [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B002FOQXY6) NOVA: Musical Minds | Movies & TV > PBS > NOVA | Rating: 5.0
(ID: B003CPPYEW) Trinity: Complete First Season | Movies & TV > TV | Rating: 3.4
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0010OIPA2) The Colt / Painted Hero | Movies & TV > Independently Distributed > Drama | Rating: 4.5
(ID: B003ZUS29I) [Item: B003ZUS29I] | Unknown | Rating: 4.6
(ID: B097CD877V) [Item: B097CD877V] | Unknown | Rating: 3.4
(ID: 6300277089) Anne of Green Gables [VHS] | Movies & TV > Disney Home Video > By Age | Rating: 4.3
(ID: B000EMG936) Hunter Safety | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B006GLLZ8I) [Item: B006GLLZ8I] | Unknown | Rating: 2.9
(ID: B00AKFGSPQ) [Item: B00AKFGSPQ] | Unknown | Rating: 4.7
(ID: B000VK99Z6) [Item: B000VK99Z6] | Unknown | Rating: 4.7
(ID: B081QWB49Z) [Item: B081QWB49Z] | Unknown | Rating: 5.0
(ID: B00FNSR2PK) [Item: B00FNSR2PK] | Unknown | Rating: 4.1
(ID: B0843RG2GB) [Item: B0843RG2GB] | Unknown | Rating: 4.0
(ID: B071P33XBW) [Item: B071P33XBW] | Unknown | Rating: 4.2
(ID: B00NPC6XUG) [Item: B00NPC6XUG] | Unknown | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B075T1W9WF) Fallen | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00TRKQR4W) [Item: B00TRKQR4W] | Unknown | Rating: 4.9
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B0892DHD7Q) The Trip to Greece [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.9
(ID: B00CVMK2JY) [Item: B00CVMK2JY] | Unknown | Rating: 4.6
(ID: B01FCC1OF0) Person of Interest: The Fifth And Final Season [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B001D7T44W) NHL: Edmonton Oilers 10 Greatest Games [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B0009MMKU2) Love's Savage Fury | Movies & TV > Genre for Featured Categories > Military & War | Rating: 4.4
(ID: B004AZNUM6) [Item: B004AZNUM6] | Unknown | Rating: 4.2
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B006COP72O) [Item: B006COP72O] | Unknown | Rating: 4.2
(ID: B01K7IYTZQ) Night of the Grizzly [Olive Signature Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B000EQ46SM) PopFlix - Comedy (His Girl Friday / Charade / Amazing Adventure) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 2.0
(ID: B00NX65NH8) [Item: B00NX65NH8] | Unknown | Rating: 4.7
(ID: B000U61HZG) Beyond the Basic Bowl: Advanced bowl turning DVD | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B007BL6WIK) [Item: B007BL6WIK] | Unknown | Rating: 4.6
(ID: B00FM5R2N6) [Item: B00FM5R2N6] | Unknown | Rating: 4.8
(ID: B001589S0E) The Painted Veil | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B002GYWCFY) Biography -- Jeffrey Dahmer -- The Monster Within | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00009WNVE) Mahoromatic: Something More Beautiful: V1 Maid In Training (ep.1-4) [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.6
(ID: B000P0ZAFA) To Hell and Back Dr. Maurice Rawlings | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.7
(ID: B009WUBCE2) Interceptor | Science Fiction > Action | Rating: 3.5
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00GM123CY) [Item: B00GM123CY] | Unknown | Rating: 4.8
(ID: B014A4RXQK) [Item: B014A4RXQK] | Unknown | Rating: 4.1
(ID: B00BHAVFPQ) [Item: B00BHAVFPQ] | Unknown | Rating: 4.4
(ID: B005IF0LPG) [Item: B005IF0LPG] | Unknown | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00AB6K4OK) Soccer Goalkeeper Training Set | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B002M78Q28) Dorm Life: Semester One | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B001BP14TE) Death Note Vol. 7 (DVD) Standard Edition | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.8
(ID: B00IEFWZRO) [Item: B00IEFWZRO] | Unknown | Rating: 3.9
(ID: B08JDTNJDZ) Hallmark 2-Movie Collection: Winter Weekend & One Winter Proposal | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B000WP09PY) Ancient Aliens: History Channel | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.1
(ID: B07FNVY28W) 2 Broke Girls: The Complete Series Seasons 1 2 3 4 5 6 | Movies & TV > TV | Rating: 4.7
(ID: B0040QYRSG) Possession of David O'reilly | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.0
(ID: B000RW946C) [Item: B000RW946C] | Unknown | Rating: 4.2
(ID: B00007ELD2) The Devil at 4 O'clock | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B09PQFWCSD) Good Luck Sakhi | Comedy > Drama | Rating: 2.4
(ID: B0033G1DPE) [Item: B0033G1DPE] | Unknown | Rating: 4.6
(ID: B0050YGDZM) Visions of Sugar Plums | Comedy | Rating: 2.6
(ID: B003U6SJZE) Strawberry Shortcake: Berrywood Here We Come | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.4
(ID: B009JTF7BA) [Item: B009JTF7BA] | Unknown | Rating: 4.5
(ID: B001UJIMIC) HE'S ON MY MIND | Movies & TV > Independently Distributed > Comedy | Rating: 3.3
(ID: B005IGZ6IC) [Item: B005IGZ6IC] | Unknown | Rating: 4.3
(ID: B07KZ365Y3) RWBY VOL1-5 BD | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B008U1ANCG) Triad Wars [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B000ERVKNK) Ghost in the Shell: Stand Alone Complex, 2nd GIG, Volume 05 (Episodes 17-20) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.9
(ID: B000K92YR8) Last Best Chance | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B07CGWHDV2) [Item: B07CGWHDV2] | Unknown | Rating: 4.1
(ID: B0001XV9UQ) Superdad | Movies & TV > Disney Home Video > All Disney Titles | Rating: 4.6
(ID: B07CJQFGFQ) [Item: B07CJQFGFQ] | Unknown | Rating: 4.6
(ID: B093XF3RHF) [Item: B093XF3RHF] | Unknown | Rating: 2.4
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B01BY9Y8US) Cesar Millan Essentials of Dog Behavior: The Language of Dogs DVD [DVD] | Movies & TV > Movies | Rating: 4.1
(ID: B072RBZ5X3) Frank Zappa - Summer '82: When Zappa Came To Sicily [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00CEIOHKA) The Ice Storm (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B009CSX4CW) The Little Princess/ The Secret Garden/The Secret of Moonacre Triple Pack [DVD] [2012] | Movies & TV > Movies | Rating: 3.3
(ID: B07Q4RKHCZ) [Item: B07Q4RKHCZ] | Unknown | 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."
}
|
B01FCC1OF0
|
Person of Interest: The Fifth And Final Season [DVD]
| 5
|
AGYS3YTKCAKXE7LG2Q4FLTXHZBWQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Harry Potter and the Deathly Hallows (Book 7) | Books > Children's Books > Science Fiction & Fantasy | Rating: 3.0
- Lord of the Rings | Books > Science Fiction & Fantasy > Fantasy | Rating: 2.0
- Harry Potter and the Order of the Phoenix (Book 5) | Books > Children's Books > Growing Up & Facts of Life | Rating: 3.0
- Harry Potter and the Half-Blood Prince (Book 6) | Books > Children's Books > Growing Up & Facts of Life | Rating: 3.0
- A Walk in the Woods: Rediscovering America on the Appalachian Trail (Official Guides to the Appalachian Trail) | Books > Reference > Writing, Research & Publishing Guides | Rating: 3.0
- Primal Fear (Vail Stampler) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
### User's movies History:
- The Dark Crystal | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.0
- Mesmer (Unrated Director's Cut) | Movies & TV > Genre for Featured Categories > Drama | Rating: 1.0
- Fear of a Black Hat [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.0
- Joe Versus The Volcano (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.0
- Jurassic Park III | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B00XLBKPSW) [Item: B00XLBKPSW] | Unknown | Rating: 4.8
(ID: B00U0EAAU6) [Item: B00U0EAAU6] | Unknown | Rating: 4.7
(ID: B00IDB1Q4W) Slums Of New York a/k/a Sin's Payday | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B0039UU3QE) Mail Order Bride | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B01GWDYW1Q) Last Waltz | Movies & TV > Music Artists > Dylan, Bob | Rating: 4.8
(ID: B0093SB9CS) [Item: B0093SB9CS] | Unknown | Rating: 4.4
(ID: B00A27OE94) Miss Fisher's: Murder Mysteries 1 | Movies & TV > Blu-ray > Movies | Rating: 4.9
(ID: 6304333560) Ultraman Special 30th Anniversary Collection: Volume 1, Episodes 1-4 (Originally Urutoraman) [VHS] | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.4
(ID: B01IHT0DO8) Christmas Melody | Movies & TV > Music Artists > Carey, Mariah | Rating: 4.8
(ID: B002XFZWGM) Captain Apache | Suspense > Drama > Western | Rating: 4.4
(ID: B00AO68692) Mulan / Mulan II | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B018AGC9RW) [Item: B018AGC9RW] | Unknown | Rating: 3.6
(ID: B0002KVUSO) Just the Facts - Declaration of Independence | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B0B8NWHMN6) Old World Homes | Special Interest | Rating: 5.0
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: 630570189X) Another Man's Poison | Movies & TV > Art House & International > By Country | Rating: 4.6
(ID: B000UEE6TC) The Company | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B0002VS3QU) The Glenn Miller Story | Movies & TV > Genre for Featured Categories > Military & War | Rating: 4.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0007WFY02) One Love: The Game. The Life. | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B07J23RCKF) [Item: B07J23RCKF] | Unknown | Rating: 4.4
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00354N9MY) [Item: B00354N9MY] | Unknown | Rating: 4.0
(ID: B0055I6EB6) The Greatest American Hero : The Complete Uncut Series 43 Episodes , 9 Dvd's : With 20 Minute Bonus Interview with Series Creator | Movies & TV > Featured Categories > DVD | Rating: 2.0
(ID: B09Q3PVTJM) [Item: B09Q3PVTJM] | Unknown | Rating: 4.8
(ID: B0000EMYKH) Sherlock Holmes: Terror by Night | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B0078JNFQC) [Item: B0078JNFQC] | Unknown | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B019YLMJ7W) [Item: B019YLMJ7W] | Unknown | Rating: 4.6
(ID: B07SB3H88B) [Item: B07SB3H88B] | Unknown | Rating: 4.4
(ID: B00634ML7W) Whispers (Katarina's Nightmare Theater) | Movies & TV > Science Fiction & Fantasy | Rating: 4.0
(ID: B07H5SKXGX) To Paint or To Love | Drama > Passionate > Sensual | Rating: 3.2
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0096F24DG) Visit to a Small Planet [Region 2] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B005DETYW8) Celtic Thunder: Storm | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0044WSGXI) [Item: B0044WSGXI] | Unknown | Rating: 4.7
(ID: B004RFZODC) [Item: B004RFZODC] | Unknown | Rating: 4.0
(ID: B00IBCES9S) [Item: B00IBCES9S] | Unknown | Rating: 4.3
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B000I0QL7I) Down to the Bone | Movies & TV > Independently Distributed > Drama | Rating: 4.2
(ID: B001NSW8U8) Los Premios Mastropiero 12 | Movies & TV > Movies | Rating: 4.5
(ID: B000EM6SAA) Monticello: Home of Thomas Jefferson | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.6
(ID: B0043988NK) Shinobi - Heart Under Blade | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B08SKPFN43) [Item: B08SKPFN43] | Unknown | Rating: 4.5
(ID: B002YINQ0M) Music and Majesty - Comfort | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 5.0
(ID: B0007Y9JD8) The Green Butchers [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B07F3GNJQQ) [Item: B07F3GNJQQ] | Unknown | Rating: 4.5
(ID: B001LP50O4) Thats it Thats All | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B005HNXA02) [Item: B005HNXA02] | Unknown | Rating: 4.5
(ID: B0002Y4TX8) Ask This Old House - The Complete First Season [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 3.9
(ID: B07YGX3JBK) [Item: B07YGX3JBK] | Unknown | Rating: 3.3
(ID: B000059HH0) Digimon - Battle With Piedmon (Vol. 5) [VHS] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 3.4
(ID: B00005221O) The X-Files - Fight the Future (Widescreen Edition) [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B008A9XS34) [Item: B008A9XS34] | Unknown | Rating: 4.7
(ID: B0010QYBQ2) [Item: B0010QYBQ2] | Unknown | Rating: 4.4
(ID: B00078HZ3A) Anna Karenina (Ballet) | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: 6302593360) On Borrowed Time | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.8
(ID: B07KM16V17) Man With A Plan, Season 1 | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B07Z74DKC7) Room at the Top (Special Edition) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B078FZV1J2) [Item: B078FZV1J2] | Unknown | Rating: 4.7
(ID: B08CZXR7RC) [Item: B08CZXR7RC] | Unknown | Rating: 3.3
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B017ODFSQG) [Item: B017ODFSQG] | Unknown | Rating: 3.6
(ID: B09JCD2NX4) [Item: B09JCD2NX4] | Unknown | Rating: 4.7
(ID: B0012DN9WU) [Item: B0012DN9WU] | Unknown | Rating: 3.8
(ID: B006JTLAI2) [Item: B006JTLAI2] | Unknown | Rating: 4.8
(ID: B003VWR1XS) Nightmares in Red, White and Blue: The Evolution of the American Horror Film | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B0792MB5P7) [Item: B0792MB5P7] | Unknown | Rating: 3.3
(ID: B082FN9T6R) The Big Bang Theory Complete Series S1-12 Blu-ray [2019] [Region Free] | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B002HI6LGK) New York | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B00124ONSI) Om Shanti Om Bollywood DVD with English Subtitles | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.6
(ID: B07WCRXCNP) [Item: B07WCRXCNP] | Unknown | Rating: 3.7
(ID: B00007AXT9) Game Dog | Movies & TV > Independently Distributed > Special Interests | Rating: 4.5
(ID: B00FFKZ884) Scarlet Heart Aka Bu Bu Jing Xin with English Subtitle | Movies & TV > Movies | Rating: 4.5
(ID: 630176305X) Opportunity Knocks VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B0773C2X5P) [Item: B0773C2X5P] | Unknown | Rating: 3.1
(ID: B00RPNBEM8) [Item: B00RPNBEM8] | Unknown | Rating: 4.0
(ID: B00O05FSY4) Madam Secretary | Military and War > Drama | Rating: 4.7
(ID: B00268EY5Q) Wire in the Blood: Season 6 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B002UJIY48) Jockeys: Season 2 | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B000BJKWP8) Astronauts Gone Wild: An Investigation into the Authenticity of the Moon Landers | Movies & TV > Independently Distributed > Special Interests | Rating: 4.3
(ID: B000MGVCZY) Battle Of the Little Big Horn | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.3
(ID: B07JGDWYJS) [Item: B07JGDWYJS] | Unknown | Rating: 4.5
(ID: B000KBEEDI) [Item: B000KBEEDI] | Unknown | Rating: 4.4
(ID: 1621644839) KAROL TWO FILM SET A MAN WHO BECAME POPE & THE POPE, THE MAN. TRUE STORY OF JOHN PAUL II TWO DVD SET | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.8
(ID: B0052846DM) [Item: B0052846DM] | Unknown | Rating: 4.2
(ID: 0800176936) Jury Duty | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B001A7GODO) The Search for John Gissing [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B0BBPZ47SS) Piranha (1978) - Collector's Edition 4K Ultra HD + Blu-ray [4K UHD] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B01M3RP80B) [Item: B01M3RP80B] | Unknown | Rating: 4.4
(ID: B000FTCF2W) Real - The Movie | Movies & TV > Independently Distributed > Drama | Rating: 3.9
(ID: B07L389CL4) [Item: B07L389CL4] | Unknown | Rating: 4.2
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | 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."
}
|
B00005221O
|
The X-Files - Fight the Future (Widescreen Edition) [DVD]
| 2
|
AHEXVDHRU2DTEB2TMVDTSNS72EUA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- A Canticle for Leibowitz | Books > Science Fiction & Fantasy > Science Fiction | Rating: 1.0
- CIRCE | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Norse Mythology | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Demonsong (The Secret History of the World) | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- The City of Mirrors: A Novel (Book Three of The Passage Trilogy) | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- The Scarlet Gospels | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Emperor of Thorns (The Broken Empire Book 3) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Access 2010: The Missing Manual | Books > Computers & Technology > Networking & Cloud Computing | Rating: 5.0
- Race Tech's Motorcycle Suspension Bible (Motorbooks Workshop) | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 5.0
- Catching Fire (Hunger Games, Book Two): Volume 2 | Books > Teen & Young Adult > Literature & Fiction | Rating: 3.0
### User's movies History:
- [Item: B09PY733L6] | Unknown | Rating: 1.0
- [Item: B09MR83SXK] | Unknown | Rating: 3.0
- [Item: B09HSYYQX2] | Unknown | Rating: 5.0
- Licorice Pizza | Comedy > Drama > Romance | Rating: 1.0
- [Item: B00GH738GS] | Unknown | Rating: 1.0
- [Item: B06XXQXV5R] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B004GV9B3G) Goodbye My Lady [Remaster] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B082PPZVFR) The Death and Return of Superman [DVD] [2020] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.0
(ID: B00BUWD76Q) In the Cut & Trapped - BD Double Feature [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B0756Q4WXC) Family of Strangers | Suspense > Drama > Dark | Rating: 4.4
(ID: B00HWGSYC6) Diggers Season 2 | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B00IJ37GRK) Tosh.0 | Comedy | Rating: 4.7
(ID: 6303073433) The War Room EP Version VHS | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: B000TK6PEQ) [Item: B000TK6PEQ] | Unknown | Rating: 4.1
(ID: B00GSTHDHK) Signature Sounds: The Music of WWE | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B00QROJ63A) [Item: B00QROJ63A] | Unknown | Rating: 4.1
(ID: B018SZ2Q3C) [Item: B018SZ2Q3C] | Unknown | Rating: 3.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0013P6TLA) Loco Comedy Jam Volume 1 [DVD] | Movies & TV > HBO > All HBO Titles | Rating: 3.3
(ID: B09B1G2VMD) Kull The Conqueror - Retro VHS [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B007REV4YI) Skyfall [Blu-ray] | Movies & TV > Award Winners in Movies & TV > Oscar Central | Rating: 4.7
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B07J49PFYB) [Item: B07J49PFYB] | Unknown | Rating: 4.3
(ID: B077XPP4ZM) [Item: B077XPP4ZM] | Unknown | Rating: 4.3
(ID: B00004Y9PW) Phantom Quest Corp - Perfect Collection [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.5
(ID: B004B7PXTG) Northwest of Chicago: From Farm Fields Boomtowns | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B071J8C49L) Combat! The Complete Series DVD Seasons 1,2,3,4,5 Disc Box Set New & Sealed | Movies & TV > Genre for Featured Categories > Military & War | Rating: 5.0
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B008POPRHY) Angel Alien & UFO Encounters From Another | Movies & TV > Independently Distributed > Documentary | Rating: 3.4
(ID: B00J1SROHO) [Item: B00J1SROHO] | Unknown | Rating: 4.8
(ID: B002QR77C4) [Item: B002QR77C4] | Unknown | Rating: 1.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B0026FJT04) [Item: B0026FJT04] | Unknown | Rating: 4.8
(ID: B06XFX98LP) [Item: B06XFX98LP] | Unknown | Rating: 4.1
(ID: B00GLZYXTC) [Item: B00GLZYXTC] | Unknown | Rating: 4.2
(ID: B00UGPCJEO) Saving Private Ryan (Two-Disc Special Edition) by Dreamworks Video | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.6
(ID: B09TV98RNH) [Item: B09TV98RNH] | Unknown | Rating: 3.7
(ID: B01GFCVK3M) [Item: B01GFCVK3M] | Unknown | Rating: 3.3
(ID: B075PG236T) [Item: B075PG236T] | Unknown | Rating: 3.4
(ID: B009YX8LG4) Wake in Fright (+ Digital Copy) | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.9
(ID: B00D1NECGG) [Item: B00D1NECGG] | Unknown | Rating: 3.9
(ID: B009LKTZN8) [Item: B009LKTZN8] | Unknown | Rating: 4.4
(ID: B0077LRGW0) By Way of the Stars | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00M5UVSZE) [Item: B00M5UVSZE] | Unknown | Rating: 4.2
(ID: B004O9EGUI) Margaret Richard's Good for You | Movies & TV > Movies | Rating: 3.9
(ID: B000KHXCUI) Return to Florence | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.2
(ID: B00JAGF9WY) When the Iron Bird Flies | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.9
(ID: B0035MA5HS) Nowhere Boy | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B000HY3SFS) Old MacDonald's Sing-a-long Farm | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00IYT7Q1U) Bat Masterson: The Series | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B00CB3SQ2S) [Item: B00CB3SQ2S] | Unknown | Rating: 4.1
(ID: B0002PYS1K) Blues on the Fiddle | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 2.9
(ID: 6303425038) Ladykillers | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.2
(ID: B009TE9GZI) Weeds: Season 8 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B00HW0OSGS) You, Me, & Them Series 1 | Movies & TV > TV | Rating: 4.1
(ID: B000UYJR7I) [Item: B000UYJR7I] | Unknown | Rating: 4.6
(ID: B003NP9Y9C) The Postman (Il Postino) | Movies & TV > Movies | Rating: 4.6
(ID: B004276U5Q) St. Bernadette of Lourdes | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B0069VLFF8) Beginner's Yoga: Beginner Yoga / Yoga Mix / Yoga Stretch / Firm & Flex Yoga | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.2
(ID: B000RL21OA) Leslie Sansone: 3 Mile Weight Loss Walk | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00VTT7MQQ) [Item: B00VTT7MQQ] | Unknown | Rating: 3.6
(ID: B00CB3DVZU) [Item: B00CB3DVZU] | Unknown | Rating: 4.6
(ID: B01M0ORVY2) [Item: B01M0ORVY2] | Unknown | Rating: 3.0
(ID: B07QM2TYVN) Nate & Jeremiah By Design | Unknown | Rating: 4.8
(ID: B00AMBKA34) [Item: B00AMBKA34] | Unknown | Rating: 4.6
(ID: B00005QIVP) The Brotherhood 2 - Young Warlocks [DVD] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.0
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B001IIHAGK) The Business of Being Born | Documentary | Rating: 4.7
(ID: B000067J4M) WWE: New World Order (nWo) - Back in Black | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B0001CNQWG) ABCD [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B0B9ZX286C) Crimes And Misdemeanors [Blu-Ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B0044FMTEW) Sweet Honey in the Rock: Raise Your Voice | Movies & TV > Movies | Rating: 4.3
(ID: B076MXM8DR) Food Wars: Second Plate | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B007XTDXGE) Romance in Manhattan | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B07C4BCQXQ) [Item: B07C4BCQXQ] | Unknown | Rating: 4.4
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B071JWJGWV) [Item: B071JWJGWV] | Unknown | Rating: 3.6
(ID: B00I9TDN76) X-Men: First Class | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B001DZOD7C) Metalocalypse: Season 2 | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.8
(ID: B007WO04G2) [Item: B007WO04G2] | Unknown | Rating: 4.0
(ID: B09QFJ5B5T) Amazing Spider-Man, The / Amazing Spider-Man 2 - Set [4K UHD] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: 6301229738) Bananarama: The Greatest Hits Collection VHS | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 3.9
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B07YTDFFKZ) Krypton: The Complete Series (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B095RSS6LH) [Item: B095RSS6LH] | Unknown | Rating: 4.9
(ID: B002J5EA32) Caprino's World of Adventure - Part 4 ( Gutten som kappåt med trollet / Papirdragen / Klatremus i knipe / Den standhaftige tinnsoldat ) ( The Ashlad and [ NON-USA FORMAT, PAL, Reg.0 Import - Norway ] | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B074PKLGFM) A Very Sordid Wedding | Comedy > Drama > Coarse | Rating: 4.6
(ID: B06ZXXC768) The Zookeeper's Wife [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: 1400315980) Who Is in Charge Anyway?: Growing Up With God | Movies & TV > Christian Movies & TV | Rating: 4.0
(ID: B075VHVHHB) [Item: B075VHVHHB] | Unknown | Rating: 4.1
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B0B61J9PQZ) [Item: B0B61J9PQZ] | Unknown | Rating: 4.0
(ID: B00SZCMAW6) [Item: B00SZCMAW6] | Unknown | Rating: 2.9
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00TQQN1VE) Suck | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B0020Y7CVY) [Item: B0020Y7CVY] | Unknown | Rating: 4.6
(ID: B091XN1LLX) [Item: B091XN1LLX] | Unknown | Rating: 3.8
(ID: B000LQ80B4) Body Bar Ready-Set-Superset Dvd | Movies & TV > TV | Rating: 4.0
(ID: B001IYFQ4W) Pocoyo - Pocoyolympics | Movies & TV > Movies | Rating: 4.7
(ID: B01MYM87G2) Black Past | Movies & TV > Science Fiction & Fantasy > Fantasy | 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."
}
|
B000UYJR7I
|
[Item: B000UYJR7I]
| 3
|
AFWMYJNR6QUOODXWKCOPGTY7OCXQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- American Gods: The Tenth Anniversary Edition: A Novel | Books > Literature & Fiction > Action & Adventure | Rating: 5.0
- Diversity Delusion | Books > Politics & Social Sciences > Sociology | Rating: 4.0
- Dark Matter: A Novel | Books > Literature & Fiction > Action & Adventure | Rating: 2.0
- The Name of the Rose | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Lonely Planet Korea (Travel Guide) | Books > Travel > Asia | Rating: 2.0
- Heaven is for Real: A Little Boy's Astounding Story of His Trip to Heaven and Back | Books > Self-Help > Relationships | Rating: 1.0
### User's movies History:
- Human Planet [Blu-ray] | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 5.0
- The Book of Eli [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 1.0
- A.I. Artificial Intelligence [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 5.0
- Adaptation (Superbit Collection) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
- Scott Pilgrim vs. The World [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 5.0
- The Last Samurai [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 5.0
- Hurt Locker [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 5.0
- The Square [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 5.0
- 2010 NBA Champions: Los Angeles Lakers | Movies & TV > Genre for Featured Categories > Sports | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B078WFVNWL) Madonna of The Mills | Drama > Documentary > Gentle | Rating: 4.1
(ID: B07VXZ1H36) QB VII: The Complete Mini Series | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B00004X13Q) But I'm A Cheerleader | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.7
(ID: B009NWMO2I) [Item: B009NWMO2I] | Unknown | Rating: 4.5
(ID: 6317599300) At Eternitys Gate | Movies & TV > Movies | Rating: 4.7
(ID: B000098ZSK) War of the Monsters | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.0
(ID: 6304411456) Stanley & Iris VHS | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.7
(ID: B0000AVH9Q) Vegas Vacation (1997) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B00TYBD6VQ) Whiplash | Drama > Arts, Entertainment, and Culture > Inspiring | Rating: 4.7
(ID: B00VK3VDRU) [Item: B00VK3VDRU] | Unknown | Rating: 3.4
(ID: B0001Z9352) Zatoichi 22 - Zatoichi Meets the One Armed Swordsman [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B011SDC25S) Mulholland Dr. (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B000056AY8) Far From Home - The Adventures of Yellow Dog VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B072JBMPMZ) Captain Underpants: The First Epic Movie [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B099FVQGTY) Peppa Pig: Peppa Visits America [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00NFCT4O8) [Item: B00NFCT4O8] | Unknown | Rating: 2.9
(ID: B001EBWITK) Lethal Weapon 2 | Suspense > Action > Intense | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B0845MSVWL) [Item: B0845MSVWL] | Unknown | Rating: 4.1
(ID: B0119S7JTG) [Item: B0119S7JTG] | Unknown | Rating: 3.6
(ID: B018WEX7PA) Drag Becomes Him | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0007GP7M8) Martin the Cobbler [DVD] | Movies & TV > Independently Distributed > Kids & Family | Rating: 4.6
(ID: B01MZI62BE) [Item: B01MZI62BE] | Unknown | Rating: 3.9
(ID: B072DSLTSM) Bandit Patrol | Unscripted | Rating: 4.0
(ID: B009DQ6N9O) The Letter Writer | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B001U0HAYS) 3 Days of the Condor [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00X3DC7ES) Brother's Keeper | Movies & TV > Independently Distributed > Drama | Rating: 4.5
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B01KHYPM88) Deadliest Catch: Season 12 | Movies & TV > Discovery Channel > Channels | Rating: 4.7
(ID: B00D3XMI5G) Zombie Massacre | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B000CKAEIQ) This Is the Sea Two: Action Sea Kayak Film | Movies & TV > Featured Categories > DVD | Rating: 3.2
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0000APVJ2) Men Seeking Women | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.9
(ID: B09T63TFDW) The Most Reluctant Convert - The Untold Story of C.S. Lewis [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B01N7TA8MN) [Item: B01N7TA8MN] | Unknown | Rating: 4.1
(ID: B004N75FMO) [Item: B004N75FMO] | Unknown | Rating: 4.8
(ID: B07G1XXWYD) Jersey Shore Family Vacation: Season One | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B0091WM4TI) [Item: B0091WM4TI] | Unknown | Rating: 4.5
(ID: B001OL4TMY) [Item: B001OL4TMY] | Unknown | Rating: 4.5
(ID: B072F79RDK) [Item: B072F79RDK] | Unknown | Rating: 3.9
(ID: B071SBRTTC) [Item: B071SBRTTC] | Unknown | Rating: 4.1
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B07ZJNY5K1) [Item: B07ZJNY5K1] | Unknown | Rating: 4.1
(ID: B010VP6VQA) [Item: B010VP6VQA] | Unknown | Rating: 3.8
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00000F2IO) Chuck Jones Collection [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.8
(ID: B07C7J9VD2) Dietrich and von Sternberg in Hollywood (Morocco, Dishonored, Shanghai Express, Blonde Venus, The Scarlet Empress, The Devil Is a Woman) (The Criterion Collection) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: 6300209830) Fiend Without a Face VHS | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.5
(ID: B01MU3HY1I) Zombieland Tales | Horror | Rating: 1.9
(ID: B0009X74TI) The Book Group: The Complete Second Series [DVD] | Movies & TV > TV | Rating: 4.3
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B008Y70LJ6) Doubt | Drama > Downbeat > Emotional | Rating: 4.6
(ID: B00DIXF0NS) [Item: B00DIXF0NS] | Unknown | Rating: 4.8
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B0B1WWJ664) [Item: B0B1WWJ664] | Unknown | Rating: 4.2
(ID: B00VWPQK56) [Item: B00VWPQK56] | Unknown | Rating: 4.2
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00DEKKEPO) Stories We Tell | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B07PRP8RMH) [Item: B07PRP8RMH] | Unknown | Rating: 4.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B004AW64CM) [Item: B004AW64CM] | Unknown | Rating: 4.8
(ID: B008I34Y2Q) The Lady [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B0061GSQZS) [Item: B0061GSQZS] | Unknown | Rating: 3.1
(ID: B001XVS232) [Item: B001XVS232] | Unknown | Rating: 4.4
(ID: B001OI36SA) Shag Rag Rug Instructional DVD | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.3
(ID: B00GBT63B4) Dead Of The Nite | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 2.9
(ID: B00BD4JZNU) Neyo - The Greatest Story Never Told | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 3.2
(ID: B000KJU1K0) The Panama Deception | Movies & TV > Docurama > History | Rating: 4.4
(ID: B001GMH8T2) Coach Carter | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00ALYSWQE) [Item: B00ALYSWQE] | Unknown | Rating: 4.7
(ID: B01LW99BTN) [Item: B01LW99BTN] | Unknown | Rating: 4.8
(ID: B0863H1J2S) An Unmarried Woman (The Criterion Collection) [DVD] | Movies & TV > Criterion Collection > All | Rating: 4.6
(ID: B01H2SRO4M) [Item: B01H2SRO4M] | Unknown | Rating: 4.3
(ID: B07569PG1B) [Item: B07569PG1B] | Unknown | Rating: 4.7
(ID: B00WU3L748) [Item: B00WU3L748] | Unknown | Rating: 4.4
(ID: B000ECVYJ0) Soul Celebration Featuring the Manhattans & Many, Many More! Volume 3 | Movies & TV > Movies | Rating: 4.4
(ID: B00M3ZZ4QA) Moms' Night Out | Comedy > Drama > Campy | Rating: 4.6
(ID: B01FEO9ZKM) I Saw the Light | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B087J76BMF) [Item: B087J76BMF] | Unknown | Rating: 4.5
(ID: B003H0ZHBM) The Guitar of Larry Campbell | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 5.0
(ID: B001GLLLF0) Little Heroes | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B098CB8LX2) [Item: B098CB8LX2] | Unknown | Rating: 4.2
(ID: B00GPUW2GY) Atencion Atencion Temporada 1 - Season 1 | Movies & TV > TV | Rating: 4.8
(ID: B0849N7JVL) [Item: B0849N7JVL] | Unknown | Rating: 4.0
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0091W2L3M) [Item: B0091W2L3M] | Unknown | Rating: 4.8
(ID: B00NEFWPO2) [Item: B00NEFWPO2] | Unknown | Rating: 4.9
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00DPH7QEI) Freddie Mercury Tribute Concert | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00RJX06WS) [Item: B00RJX06WS] | Unknown | Rating: 3.4
(ID: B008AMBBZI) [Item: B008AMBBZI] | Unknown | Rating: 3.4
(ID: B001D264U4) Exit Speed [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.9
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00NPTKFQW) [Item: B00NPTKFQW] | Unknown | Rating: 4.7
(ID: B000I0VARE) [Item: B000I0VARE] | Unknown | Rating: 4.0
(ID: B000BWFYLM) Leo the Lion - The Original King of the Jungle - Volume 1 | Movies & TV > Movies | Rating: 3.9
(ID: B01MR9E7FQ) Great British Baking Show Season 3 DVD | Movies & TV > Genre for Featured Categories > Documentary | 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."
}
|
B011SDC25S
|
Mulholland Dr. (The Criterion Collection) [Blu-ray]
| 2
|
AHQPPOZIHKQDNXG4BMT76BBL3STQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Hamilton - Easy Piano | Books > Arts & Photography > Music | Rating: 1.0
- Hamilton 2017 Wall Calendar | Books > Arts & Photography > Performing Arts | Rating: 1.0
- Patterns in Nature: Why the Natural World Looks the Way It Does | Books > Arts & Photography > History & Criticism | Rating: 5.0
- The Devil in the White City: Murder, Magic, and Madness at the Fair That Changed America | Books > History > Americas | Rating: 5.0
- ObamaCare Survival Guide: The Affordable Care Act and What It Means for You and Your Healthcare | Books > Politics & Social Sciences > Politics & Government | Rating: 1.0
- Closet Monsters: Stitch Creatures You'll Love from Clothing You Don't | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 4.0
### User's movies History:
- Roger & Me | Documentary > Bleak > Cerebral | Rating: 4.0
- [Item: B01I2BH81W] | Unknown | Rating: 5.0
- [Item: B01IP2OFW8] | Unknown | Rating: 3.0
- [Item: B00HLD78Y0] | Unknown | Rating: 2.0
- 2012 | Action > Science Fiction > Ambitious | Rating: 3.0
- [Item: B00KG2QO2K] | Unknown | Rating: 5.0
- [Item: B007C1RFQM] | Unknown | Rating: 5.0
- The Secret Caribbean with Trevor McDonald | Documentary | Rating: 5.0
- [Item: B00I6C3UJC] | Unknown | Rating: 5.0
- [Item: B0107ORYR0] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0791VS1QM) The Awful Truth (The Criterion Collection) [DVD] | Movies & TV > Criterion Collection > All | Rating: 4.7
(ID: B01N4X5O3R) Smack 'Em Up | Movies & TV > Independently Distributed > Documentary | Rating: 4.9
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00JXD04EM) [Item: B00JXD04EM] | Unknown | Rating: 3.9
(ID: B000FNNHW0) The Dudesons Movie [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: 0780627806) Embrace of the Vampire (Unrated and R-rated versions of the feature) [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.2
(ID: B09SG5FFCY) [Item: B09SG5FFCY] | Unknown | Rating: 4.7
(ID: B00OJZQ07E) Beyond Beauty: Taiwan From Above (Blu-ray + DVD) (Taiwan Version) | Movies & TV > Featured Categories > Blu-ray | Rating: 5.0
(ID: B07CZ526G3) [Item: B07CZ526G3] | Unknown | Rating: 4.1
(ID: B00VFTBBI0) [Item: B00VFTBBI0] | Unknown | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B000X1J5OI) [Item: B000X1J5OI] | Unknown | Rating: 3.8
(ID: B072HW9XDK) Rake: Series 3 | Movies & TV > TV | Rating: 4.4
(ID: B000JLQPTK) The Simpsons - The Complete Ninth Season | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B079K2T1VQ) [Item: B079K2T1VQ] | Unknown | Rating: 3.7
(ID: B07CZ6RVBB) Sherlock Gnomes / Gnomeo & Juliet 2-Film Collection 2018 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.1
(ID: B000F3HP4G) The Complete Works of Yuri Norstein (DVD NTSC) | Movies & TV > Movies | Rating: 4.3
(ID: B0167IE0KY) Trumbo | Movies & TV > Award Winners in Movies & TV > Oscar Central | Rating: 4.5
(ID: B008POSU3W) BARBIE FAIRY 3 PACK DVD | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B001IZNJ2M) Little Nemo: Adventures in Slumberland | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.8
(ID: B009CG0MME) [Item: B009CG0MME] | Unknown | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B006HUNFXG) Screwball: The Ted Whitfield Story | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.9
(ID: B0786RV7XP) [Item: B0786RV7XP] | Unknown | Rating: 4.5
(ID: B079ZWKZ96) Worst Thing I Ever Did | Suspense > Drama > Special Interest | Rating: 3.0
(ID: B00A2COV92) Chandra Krama DVD with Matthew Sweeney | Movies & TV > TV | Rating: 3.7
(ID: B07NSHL86D) The Practice | Suspense > Drama > Romance | Rating: 4.2
(ID: B00J8ADGSQ) The Biomechanics of a Simple Golf Swing - Dr. Golfshock | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00BMZFAY8) Bill Bellamy's Ladies Night Out | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B00BV03654) The Inflicted | Movies & TV > Disc on Demand | Rating: 3.6
(ID: B0713YK7MF) The Gaelic King | Movies & TV > Featured Categories > DVD | Rating: 3.2
(ID: B078YZBYXS) [Item: B078YZBYXS] | Unknown | Rating: 4.4
(ID: B07MBPDKL7) [Item: B07MBPDKL7] | Unknown | Rating: 3.8
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B0076Q9OT4) [Item: B0076Q9OT4] | Unknown | Rating: 3.7
(ID: B003T05STQ) Jingles the Clown | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.9
(ID: B007VC1Q80) Krav Maga Combat Techniques | Movies & TV > Featured Categories > DVD | Rating: 2.8
(ID: B0B7CN258G) [Item: B0B7CN258G] | Unknown | Rating: 4.2
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B008Y5QJ6M) First Blood | Suspense > Western > Intense | Rating: 4.7
(ID: B000CEXFCO) Trail of the Pink Panther | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.0
(ID: B01M1RJEVS) [Item: B01M1RJEVS] | Unknown | Rating: 4.6
(ID: B00OZFM1OE) [Item: B00OZFM1OE] | Unknown | Rating: 4.0
(ID: B07711RCQ7) [Item: B07711RCQ7] | Unknown | Rating: 4.6
(ID: B0847V5T24) [Item: B0847V5T24] | Unknown | Rating: 3.2
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B003CLRGII) The Sky Has Fallen | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B00L55DZJM) [Item: B00L55DZJM] | Unknown | Rating: 4.8
(ID: B000S5XOV4) [Item: B000S5XOV4] | Unknown | Rating: 4.5
(ID: B003SPDS76) Devil May Cry: The Complete Series | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B000P7V6UQ) Secret Files of the Inquisition | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.1
(ID: B00J7YSV1U) Wahlburgers: Season 1 [DVD] | Movies & TV > Genre for Featured Categories > Reality TV | Rating: 4.6
(ID: B008PBCGBC) [Item: B008PBCGBC] | Unknown | Rating: 3.4
(ID: B00QZ9BLGW) [Item: B00QZ9BLGW] | Unknown | Rating: 3.7
(ID: B00T2QP0DU) [Item: B00T2QP0DU] | Unknown | Rating: 3.7
(ID: B018QT1ARI) [Item: B018QT1ARI] | Unknown | Rating: 3.8
(ID: B000MGBLVO) Zoo | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B00RDZMWXS) Four Rooms [DVD + Digital] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B00GDF78OM) [Item: B00GDF78OM] | Unknown | Rating: 4.9
(ID: B000T9D63K) Intense Sculpting Challenge [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.4
(ID: B00FMZY1BW) [Item: B00FMZY1BW] | Unknown | Rating: 2.3
(ID: B00BBKOTNW) The Ghost-Eye Tree | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.5
(ID: B006RXQAXK) D2: The Mighty Ducks | Comedy > Drama > Exciting | Rating: 4.7
(ID: B000IZ2YMO) [Item: B000IZ2YMO] | Unknown | Rating: 4.5
(ID: B0010SAGGY) To Kill A King | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B00004WG3C) To the Manor Born - Gift Set VHS | Movies & TV > Boxed Sets > Television | Rating: 4.2
(ID: B07Q8Q6WNJ) The Buster Keaton Collection - Volume 1 (The General / Steamboat Bill, Jr.) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.9
(ID: B086D1Z1NQ) [Item: B086D1Z1NQ] | Unknown | Rating: 3.0
(ID: B000R7I49K) Michael Palin - Pole to Pole | Movies & TV > BBC > All BBC Titles | Rating: 4.4
(ID: B003S5TOZG) Playing for Time | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B001CU99VI) History -- Modern Marvels Edison Tech | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B07GT432BV) [Item: B07GT432BV] | Unknown | Rating: 4.8
(ID: B002BD9DO8) Pianist [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B009WD1KKU) [Item: B009WD1KKU] | Unknown | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B07Q45HYP8) Impractical Jokers | Unscripted > Comedy | Rating: 4.8
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00JE5NQEE) [Item: B00JE5NQEE] | Unknown | Rating: 4.2
(ID: B019HOVRSS) April Showers (1948) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B072KPM7KX) [Item: B072KPM7KX] | Unknown | Rating: 2.0
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B08QMGPGGQ) [Item: B08QMGPGGQ] | Unknown | Rating: 2.9
(ID: B01I2N6PQY) [Item: B01I2N6PQY] | Unknown | Rating: 4.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00CTNJMD2) [Item: B00CTNJMD2] | Unknown | Rating: 2.8
(ID: 6301560779) Dead Pit [VHS] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.1
(ID: B00KH57UXS) Adventure Time: Season 4 | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B077KHR4T8) [Item: B077KHR4T8] | Unknown | Rating: 4.0
(ID: B007DK8PS4) Outnumbered: Complete Series 1-4 [Regions 2 & 4] | Movies & TV > TV | Rating: 4.5
(ID: B00J7UWXXQ) [Item: B00J7UWXXQ] | Unknown | Rating: 3.8
(ID: B008ZXT1KO) [Item: B008ZXT1KO] | Unknown | Rating: 4.9
(ID: B012PO3ZGE) [Item: B012PO3ZGE] | Unknown | Rating: 4.6
(ID: B01A7IK7RK) [Item: B01A7IK7RK] | Unknown | Rating: 4.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0015RRNMA) Burn Notice: Season 1 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B009C0J02I) Zapatista | Documentary > Special Interest | 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."
}
|
B01M1RJEVS
|
[Item: B01M1RJEVS]
| 4
|
AG23OEVYZLRFNAXIGMI6LTOOI33Q
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Investigator (A Letty Davenport Novel) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Shadows Reel (A Joe Pickett Novel Book 22) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Ocean Prey (A Prey Novel Book 31) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Dark Sky (A Joe Pickett Novel Book 21) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Bloody Genius (A Virgil Flowers Novel Book 12) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- End of Watch: A Novel (The Bill Hodges Trilogy Book 3) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The First Eagle: A Leaphorn and Chee Novel | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Ghostman | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
### User's movies History:
- [Item: B091JGD6YG] | Unknown | Rating: 5.0
- [Item: B096ND5CVQ] | Unknown | Rating: 3.0
- [Item: B083ZJ76H9] | Unknown | Rating: 3.0
- [Item: B01LWJC38E] | Unknown | Rating: 1.0
- [Item: B07XLJBLR6] | Unknown | Rating: 1.0
- [Item: B07SNS9D3G] | Unknown | Rating: 3.0
- [Item: B07M71KG9V] | Unknown | Rating: 1.0
- [Item: B00HS7YZXG] | Unknown | Rating: 5.0
- [Item: B07G9LGZCM] | Unknown | Rating: 3.0
- [Item: B079Q78T6W] | Unknown | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B000A2XC12) The Happy Elf | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: 0792839153) Chato's Land (Widescreen Edition) [VHS] | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.4
(ID: B078MSCC1D) [Item: B078MSCC1D] | Unknown | Rating: 3.0
(ID: B09JSW2JX9) Dangerous | Drama | Rating: 4.1
(ID: B003IB6Z34) [Item: B003IB6Z34] | Unknown | Rating: 2.8
(ID: B000ASATEE) Rurouni Kenshin - TV Series Season One [DVD] | Movies & TV > Boxed Sets > Anime | Rating: 4.3
(ID: B0057GUGHE) Hesher (2010) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B07NF87L8Y) [Item: B07NF87L8Y] | Unknown | Rating: 3.0
(ID: B01MFZXV07) [Item: B01MFZXV07] | Unknown | Rating: 2.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B013FDBH46) Lonesome Dove [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B017APV9E8) [Item: B017APV9E8] | Unknown | Rating: 4.2
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B01BW6N0D4) [Item: B01BW6N0D4] | Unknown | Rating: 4.2
(ID: B07BN78B9H) [Item: B07BN78B9H] | Unknown | Rating: 3.6
(ID: B00YN6XAP4) Power Rangers Super Megaforce: The Legendary Battle [DVD + Digital] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B001P5M7QE) [Item: B001P5M7QE] | Unknown | Rating: 4.8
(ID: B077ZH9PTP) Zero Dark Thirty [Blu-ray] [4K UHD] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00YU5PO84) [Item: B00YU5PO84] | Unknown | Rating: 4.4
(ID: B0057LKDOK) [Item: B0057LKDOK] | Unknown | Rating: 4.9
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B0B6T4K1P7) [Item: B0B6T4K1P7] | Unknown | Rating: 3.9
(ID: B000WMVGX6) Ultimate Avengers & Ultimate Avengers 2 Bundle | Movies & TV > Movies | Rating: 4.5
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B07HK9HBJ7) [Item: B07HK9HBJ7] | Unknown | Rating: 3.0
(ID: B00J4G5LXM) [Item: B00J4G5LXM] | Unknown | Rating: 3.8
(ID: B001O3M37A) Barbie Presents: Thumbelina | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.7
(ID: B07894WWZ3) Dirt (DVD) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B004OBZLSM) No Strings Attached [Blu-ray] [2011] [Region Free] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B0006HC0F0) Fighting Elegy (The Criterion Collection) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00005LDCZ) Hit Lady | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B0034ZQCDW) [Item: B0034ZQCDW] | Unknown | Rating: 3.1
(ID: B00006JDSN) Star Blazers - Comet Empire: Parts 1-6 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00SZCMAW6) [Item: B00SZCMAW6] | Unknown | Rating: 2.9
(ID: B00R7Q4G0K) [Item: B00R7Q4G0K] | Unknown | Rating: 3.4
(ID: B0011U3OAQ) The Ice Storm (The Criterion Collection) [DVD] | Movies & TV > Criterion Collection > All | Rating: 4.4
(ID: B00F947S20) Angel of the Skies | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.1
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B09L9LYK9S) [Item: B09L9LYK9S] | Unknown | Rating: 3.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00CEU44UG) View From The Vault | Movies & TV > Movies | Rating: 4.8
(ID: B008412UO6) Futurama: Volume 2 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.9
(ID: B00J5LIKWU) [Item: B00J5LIKWU] | Unknown | Rating: 3.7
(ID: B01N76N572) The Summoning (2017) | Suspense > Drama > Arts, Entertainment, and Culture | Rating: 2.9
(ID: B001LYMWPU) Zombie Hunters: City Of The Dead | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 2.6
(ID: B00CD5SG2E) [Item: B00CD5SG2E] | Unknown | Rating: 4.6
(ID: B01MY9CIT3) [Item: B01MY9CIT3] | Unknown | Rating: 4.4
(ID: B011QYGE1C) [Item: B011QYGE1C] | Unknown | Rating: 4.8
(ID: B00008HCAF) Luther | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.8
(ID: B0000399WB) The Mosquito Coast [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.3
(ID: B000EVCZLC) The George Burns & Gracie Allen Show - 40 Episodes 8 DVD-Collector's Set! | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: 1598033808) Modern Economic Issues | Movies & TV > Movies | Rating: 4.7
(ID: B09KF54GNX) [Item: B09KF54GNX] | Unknown | Rating: 3.9
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B071JSL6RL) [Item: B071JSL6RL] | Unknown | Rating: 3.8
(ID: B00140PL9U) Atonement (HD DVD/DVD Combo) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B019WPIAQ4) [Item: B019WPIAQ4] | Unknown | Rating: 3.9
(ID: B077NY734P) Choices of the Heart | Drama | Rating: 3.9
(ID: B007NYOKIE) [Item: B007NYOKIE] | Unknown | Rating: 4.4
(ID: B01F8HMDHC) [Item: B01F8HMDHC] | Unknown | Rating: 4.4
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B077HMKC25) [Item: B077HMKC25] | Unknown | Rating: 2.3
(ID: B07K55NFTK) Last of the Summer Wine: Vintage 2010 (DVD) | Movies & TV > BBC > All BBC Titles | Rating: 4.7
(ID: B00ELE8C1K) Indian Doctor: Series Two | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B01LWAQY9I) [Item: B01LWAQY9I] | Unknown | Rating: 4.8
(ID: B002XZOZNS) Clara's Heart | Drama > Gentle > Inspiring | Rating: 4.7
(ID: B00018D4J0) It's Potty Time [DVD] | Movies & TV > Independently Distributed > Kids & Family | Rating: 4.1
(ID: B004E4NFSC) Ghost House Underground: Psych 9 [DVD] | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.8
(ID: 0784011532) Universal Soldier | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
(ID: B08NB3Q8DT) A Very Vintage Christmas and Random Acts Of Christmas Lifetime Holiday Romance Movies Double Feature | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.8
(ID: B00RNV42CG) [Item: B00RNV42CG] | Unknown | Rating: 4.3
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B000FTJ2XM) Instant Bellydancer!: A Crash Course in Belly Dance - with Neon | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.5
(ID: B0032UYFA6) Breaking Bad - Season 03 (4 discs) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B08RWV1PXD) [Item: B08RWV1PXD] | Unknown | Rating: 4.6
(ID: B00007H014) Amélie aka Fabuleux Destin D'Amelie Poulain | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B000A7BQVU) This Divided State | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.8
(ID: B07SMMBY4R) Oldboy [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B000IMVORS) ABC News Specials The "In Crowd" and Social Cruelty | Movies & TV > ABC News > ABC News Specials | Rating: 4.0
(ID: B002ME7JR4) Tales From the Crypt Presents: Demon Knight | Suspense > Comedy > Eerie | Rating: 4.7
(ID: B00TPJE396) [Item: B00TPJE396] | Unknown | Rating: 4.5
(ID: B0013NU6ZC) [Item: B0013NU6ZC] | Unknown | Rating: 4.5
(ID: B012CINFIQ) [Item: B012CINFIQ] | Unknown | Rating: 4.3
(ID: B074MJC1NK) [Item: B074MJC1NK] | Unknown | Rating: 4.5
(ID: B000HXE5OW) F1 1976 Official Review NTSC DVD | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B01IIPBC7S) [Item: B01IIPBC7S] | Unknown | Rating: 3.7
(ID: B00QMGPB64) [Item: B00QMGPB64] | Unknown | Rating: 4.7
(ID: B00BC1UPI8) Back to 1942 [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B09LRXVQVH) [Item: B09LRXVQVH] | Unknown | Rating: 3.8
(ID: B000AJJMLY) The Only Thrill | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B01LTI95AM) Why Him? (BD+DVD+DHD) | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B073C59MX9) [Item: B073C59MX9] | Unknown | Rating: 4.1
(ID: B005MMYHFK) [Item: B005MMYHFK] | Unknown | Rating: 4.4
(ID: B00EBB2SKO) [Item: B00EBB2SKO] | Unknown | 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."
}
|
B09JSW2JX9
|
Dangerous
| 3
|
AFWKYWTL3OLQOOWBFTYUUGZYWU4Q
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Tombland (The Shardlake Series Book 7) | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- How It Happened | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- City of Endless Night (Pendergast Book 17) | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Silence of Stones, The: A Crispin Guest medieval noir (A Crispin Guest Mystery Book 8) | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Since We Fell: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Her Every Fear: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Lumen (Martin Bora Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Land of the Blind (Inspector Ikmen Mystery 17): A fast-paced Istanbul-based crime thriller | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- The Baklava Club: A Novel (Investigator Yashim) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 3.0
- The Blood Promise: A Hugo Marston Novel | Books > Mystery, Thriller & Suspense > Mystery | Rating: 1.0
### User's movies History:
- [Item: B07HHV4M29] | Unknown | Rating: 3.0
- [Item: B07JDHJ8Z3] | Unknown | Rating: 3.0
- [Item: B06XY77N5N] | Unknown | Rating: 3.0
- [Item: B0747CZ514] | Unknown | Rating: 5.0
- [Item: B07B37PMT1] | Unknown | Rating: 3.0
- [Item: B079K17PWL] | Unknown | Rating: 4.0
- The Shape of Water | Suspense > Drama > Fantastic | Rating: 2.0
- [Item: B00N5BP4RA] | Unknown | Rating: 3.0
- [Item: B072JL1961] | Unknown | Rating: 3.0
- [Item: B071VVJ6CC] | Unknown | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B07JPKYWMZ) [Item: B07JPKYWMZ] | Unknown | Rating: 2.9
(ID: B00005YUN0) A.D. Police - To Protect and Serve (Complete Series) | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00003CX5P) Star Wars: Episode I - The Phantom Menace (Widescreen Edition) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B00BMVSDMI) Byrnes Standard Video of Trick Shots Volume 3 and 4 | Movies & TV > Movies | Rating: 5.0
(ID: B002QEXNAM) Dat Phan: Live | Movies & TV > Independently Distributed > Comedy | Rating: 3.5
(ID: 1433645955) Clobbering the Crusher: Plus Two Additional Bibleman Adventures! | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B005FUJNNU) Alice in Wonderland (Blu-ray 3D) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B008A1TW78) Positive I.D. | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.3
(ID: B013DS3JJE) [Item: B013DS3JJE] | Unknown | Rating: 3.6
(ID: B08BJ86D4F) [Item: B08BJ86D4F] | Unknown | Rating: 4.8
(ID: B07J9KFZGL) Long Island Medium | Unscripted > Suspense > Documentary | Rating: 4.6
(ID: B001CDR1F6) Kenny | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B005F79QM6) Green Guys | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B00TO9XYSI) [Item: B00TO9XYSI] | Unknown | Rating: 4.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B08WYFCQFB) [Item: B08WYFCQFB] | Unknown | Rating: 4.7
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B07DGLKZKY) [Item: B07DGLKZKY] | Unknown | Rating: 3.4
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B0009OFD4U) Sam Shepard's True West | Movies & TV > Genre for Featured Categories > Drama | Rating: 5.0
(ID: B0B72T9GNZ) [Item: B0B72T9GNZ] | Unknown | Rating: 4.6
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B005QBST4C) Porkchop | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: 6303306551) Roswell the U.F.O. Cover-Up VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B002ZCY7SW) 24: Season 8 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B06Y5CXJND) [Item: B06Y5CXJND] | Unknown | Rating: 4.5
(ID: B00U3UL07Y) Masters of Sex: Season 2 [Blu-ray +Digital HD] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00I0QUFYM) ender's game (special edition) (blu-ray) blu_ray Italian Import | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00FEBJ7F4) [Item: B00FEBJ7F4] | Unknown | Rating: 4.3
(ID: B00009Z5AV) Passport to Paris | Movies & TV > Characters & Series > Mary-Kate & Ashley | Rating: 4.6
(ID: 6303605710) Babysitter VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B07DQ67BF4) [Item: B07DQ67BF4] | Unknown | Rating: 4.4
(ID: B008VZAHHW) [Item: B008VZAHHW] | Unknown | Rating: 4.6
(ID: B0753Y74ZD) Discovering Bigfoot | Documentary | Rating: 4.0
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0078YXFYY) The Debt (English Subtitled) | Suspense > Drama > Ambitious | Rating: 3.6
(ID: B008Q00TG6) [Item: B008Q00TG6] | Unknown | Rating: 4.7
(ID: B009QHC470) [Item: B009QHC470] | Unknown | Rating: 3.3
(ID: B07D5V8D5Q) [Item: B07D5V8D5Q] | Unknown | Rating: 4.1
(ID: B00I6C3F5Q) [Item: B00I6C3F5Q] | Unknown | Rating: 2.9
(ID: B096LSVYCN) Joan of Arcadia: The Complete Series | Movies & TV > Paramount Home Entertainment | Rating: 4.8
(ID: B000ASDFEA) Dot the I [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.2
(ID: B00004YNIX) White Christmas | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.9
(ID: B06Y3LXJBD) [Item: B06Y3LXJBD] | Unknown | Rating: 3.2
(ID: B016J2A9WQ) [Item: B016J2A9WQ] | Unknown | Rating: 3.5
(ID: B007I6Q3E6) Lies My Father Told Me | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B07259QLZP) London Heist | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B01MRYCBX4) [Item: B01MRYCBX4] | Unknown | Rating: 3.3
(ID: B07JPKTK9Z) [Item: B07JPKTK9Z] | Unknown | Rating: 3.4
(ID: B005IYGQBK) Travel With Kids: Peru | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 5.0
(ID: B00142UZ3A) Prom Night The Collection : Prom Night / Hello Mary Lou - Prom Night 2 / Prom Night 3 - The Last Kiss / Prom Night 4 - Deliver Us From Evil | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B01MT5SW5X) [Item: B01MT5SW5X] | Unknown | Rating: 2.7
(ID: 6302485053) Mother's Day [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.2
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B0009ZE9L2) Kyo Kara Maoh!, Vol. 4 [DVD] | Movies & TV > Boxed Sets > Anime | Rating: 4.7
(ID: B01KYFIHOQ) [Item: B01KYFIHOQ] | Unknown | Rating: 2.8
(ID: B005365JXO) [Item: B005365JXO] | Unknown | Rating: 3.7
(ID: B079SQS5W4) [Item: B079SQS5W4] | Unknown | Rating: 4.6
(ID: B01M1UNEY3) [Item: B01M1UNEY3] | Unknown | Rating: 2.2
(ID: B009OB0LZU) [Item: B009OB0LZU] | Unknown | Rating: 3.8
(ID: B00AOIKFLW) [Item: B00AOIKFLW] | Unknown | Rating: 3.5
(ID: B07PP548GB) [Item: B07PP548GB] | Unknown | Rating: 4.8
(ID: B004QSV3EY) Adult Swim Pilots (The Best of Totally for Teens | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B017ORVA5K) [Item: B017ORVA5K] | Unknown | Rating: 3.0
(ID: B001C4C9FW) No End in Sight | Special Interest > Documentary > Cerebral | Rating: 4.6
(ID: B01AUM7WH6) [Item: B01AUM7WH6] | Unknown | Rating: 4.7
(ID: B0000ZG0BS) Yu-Gi-Oh!: Battle City Duels - Season 2, Vol. 2 - Obelisk the Tormentor | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B00BKVI8XO) [Item: B00BKVI8XO] | Unknown | Rating: 4.4
(ID: B07PHN9CDC) [Item: B07PHN9CDC] | Unknown | Rating: 4.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B01JN8DWF4) [Item: B01JN8DWF4] | Unknown | Rating: 2.3
(ID: B004285V2S) Changing Our Minds - Clear Thoughts on Depression, Drugs and Alternative Paths to a Healthy Mind (Individual Home Use Only License) | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B07PM96J21) A Teachable Moment | Special Interest > Documentary | Rating: 4.6
(ID: B00ID4ID4K) [Item: B00ID4ID4K] | Unknown | Rating: 3.3
(ID: B01M4HK4DE) [Item: B01M4HK4DE] | Unknown | Rating: 4.4
(ID: B00A9JHF5K) [Item: B00A9JHF5K] | Unknown | Rating: 4.6
(ID: B084B7WK74) Bonanza: The Official Tenth Season | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00008G7PD) Dragons Lair 20th Anniversary Box Set | Movies & TV > Movies | Rating: 4.3
(ID: B000UL086U) [Item: B000UL086U] | Unknown | Rating: 4.8
(ID: B0019KGKM2) [Item: B0019KGKM2] | Unknown | Rating: 3.0
(ID: B00AVIQNL6) [Item: B00AVIQNL6] | Unknown | Rating: 4.1
(ID: B0789SJ5LF) Phonics Alphabet - Sing and Sign with Patty Shukla | Kids | Rating: 3.8
(ID: B0773X8YGZ) [Item: B0773X8YGZ] | Unknown | Rating: 4.8
(ID: B0000UJLGE) Blue's Clues - Classic Clues | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B079Q87NC4) [Item: B079Q87NC4] | Unknown | Rating: 3.9
(ID: B00QXXAARG) [Item: B00QXXAARG] | Unknown | Rating: 4.6
(ID: B00862WFFM) Fist of the Reich | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.7
(ID: B000S6BN34) The Power of Nightmares by Adam Curtis | Movies & TV > BBC > All BBC Titles | Rating: 4.5
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B09D9R575C) [Item: B09D9R575C] | Unknown | Rating: 4.6
(ID: B0000VJG72) Out of Time | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.6
(ID: 0310282470) When the Game Is Over, It All Goes Back in the Box | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00L2M033E) [Item: B00L2M033E] | Unknown | Rating: 4.3
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | 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."
}
|
B07PP548GB
|
[Item: B07PP548GB]
| 5
|
AFPKDDSXDEMXBX74JGTPC4EPVN5A
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Pete the Cat: I Love My White Shoes | Books > Children's Books > Growing Up & Facts of Life | Rating: 5.0
- Dr. Seuss's ABC (Beginner Books, I Can Read It All By Myself) | Books > Children's Books > Literature & Fiction | Rating: 5.0
- State of Fear | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Turmoil in the Toybox | Unknown | Rating: 1.0
- Scarlett: The Sequel to Margaret Mitchell's "Gone With the Wind" | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
### User's movies History:
- Matilda (Special Edition) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.0
- The Phantom of the Opera (Two-Disc Special Edition) | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Jane Eyre VHS | Movies & TV > Art House & International > By Country | Rating: 5.0
- Malcolm in the Middle: Season 1 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
- Catherine Cookson's the Round Tower | Movies & TV > Genre for Featured Categories > Drama | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B089VH9ZBG) [Item: B089VH9ZBG] | Unknown | Rating: 3.3
(ID: B00AI93YR4) Monogram Cowboy Collection Volume 4 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.1
(ID: B07GRVVY7K) Ocean's 8 Collection (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0006TQ7ZM) In Search of Speed | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B005ILPFWY) [Item: B005ILPFWY] | Unknown | Rating: 4.4
(ID: B00HRCFNXI) [Item: B00HRCFNXI] | Unknown | Rating: 4.7
(ID: B071WL6BYZ) [Item: B071WL6BYZ] | Unknown | Rating: 3.5
(ID: B000KJT7Q4) Out of the Past [Regions 2 & 4] | Movies & TV > Movies | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B07NPD53Q4) 1st Grade DVD Collection by Rock N Learn - Phonics, Sight Words, Addition & Subtraction and Physical Science | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B001CW2HII) Jazz Icons: Rahsaan Roland Kirk - Live in '63 and 67 | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.0
(ID: B00005OCL4) Lady for a Day | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.3
(ID: B08DVFJM63) [Item: B08DVFJM63] | Unknown | Rating: 4.5
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B08N5TT5GM) [Item: B08N5TT5GM] | Unknown | Rating: 4.7
(ID: B0000640SR) The Giallo Collection | Movies & TV > Boxed Sets > Art House & International | Rating: 4.6
(ID: B002A9THP8) [Item: B002A9THP8] | Unknown | Rating: 4.5
(ID: B00LRCU2P8) [Item: B00LRCU2P8] | Unknown | Rating: 4.0
(ID: B008TYHHVO) [Item: B008TYHHVO] | Unknown | Rating: 4.3
(ID: B00005AAA6) The Slayers Try DVD Collection | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 3.7
(ID: B01LTHMS4I) The Magnificent Seven (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00CNT53R6) [Item: B00CNT53R6] | Unknown | Rating: 4.6
(ID: B008KOCJZM) Sesame Street - 1,2,3 Count with Me - Arabic & Spanish | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 2.9
(ID: 6303129021) Novel Connection | Movies & TV > Prime Video > Movies | Rating: 4.0
(ID: B0010DGYM4) Justin Timberlake - Futuresex / loveshow - Live From Madison Square Garden [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B0068FTDJU) [Item: B0068FTDJU] | Unknown | Rating: 4.5
(ID: B00L46JZ32) [Item: B00L46JZ32] | Unknown | Rating: 3.8
(ID: B00008G80W) Loose Shoes / Bye Bye Baby | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B01BZQ7UO6) [Item: B01BZQ7UO6] | Unknown | Rating: 4.6
(ID: 6302597609) Hollywood: A Celebration of the American Silent Film, Complete Set 1-13 VHS | Movies & TV > Boxed Sets > Classics | Rating: 4.2
(ID: B006DVUULE) Real Steel Region Free | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B000IXAF5E) [Item: B000IXAF5E] | Unknown | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B000CNER18) Say Kids What Time Is It? Lost Episodes Buffalo Bob and Clarabell Tin Can Collection [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B07D81TCLH) Midsomer Murders Favorites | Suspense > Drama | Rating: 5.0
(ID: B004P2137S) [Item: B004P2137S] | Unknown | Rating: 3.5
(ID: B006QKJZMW) [Item: B006QKJZMW] | Unknown | Rating: 4.3
(ID: 6304983816) Night of the Living Dead 1968 | Movies & TV > Cult Movies > Horror | Rating: 4.6
(ID: B004GIT9HM) [Item: B004GIT9HM] | Unknown | Rating: 4.5
(ID: B00BHLTIZO) Romantic Comedies - 6 Movie Set | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B08JFTNKM6) [Item: B08JFTNKM6] | Unknown | Rating: 4.6
(ID: B0B8JXGL1L) [Item: B0B8JXGL1L] | Unknown | Rating: 4.1
(ID: B003SEKTEC) [Item: B003SEKTEC] | Unknown | Rating: 4.7
(ID: B07KRRW7J9) [Item: B07KRRW7J9] | Unknown | Rating: 4.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B003DISHY2) Hoarding Buried Alive | Documentary > Special Interest | Rating: 4.3
(ID: B08KGR4K4P) [Item: B08KGR4K4P] | Unknown | Rating: 4.4
(ID: B07FDHWHZQ) [Item: B07FDHWHZQ] | Unknown | Rating: 3.6
(ID: B00HYUNJ7K) [Item: B00HYUNJ7K] | Unknown | Rating: 4.1
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B074PD277C) [Item: B074PD277C] | Unknown | Rating: 3.6
(ID: B00NFZ7ZZA) Devil's Carnival (Bluray + DVD combo) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B011M3SGYA) Superbook - The Good Samaritan | Movies & TV > Movies | Rating: 5.0
(ID: B07F2VVYVN) [Item: B07F2VVYVN] | Unknown | Rating: 3.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B000WB1LQ4) Safe On Your Feet: Fall Prevention Workout | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B004TPTH56) [Item: B004TPTH56] | Unknown | Rating: 4.7
(ID: 1417055065) Pride and Prejudice | Movies & TV > Jane Austen on DVD Store > All Titles | Rating: 4.9
(ID: B086D1Z1NQ) [Item: B086D1Z1NQ] | Unknown | Rating: 3.0
(ID: B07V7H7BST) [Item: B07V7H7BST] | Unknown | Rating: 3.3
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00NRVICUE) Halloween 35th Anniversary (Limited Edition Blu-ray Book) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B07GSLN372) [Item: B07GSLN372] | Unknown | Rating: 4.6
(ID: B00LTMIGQS) [Item: B00LTMIGQS] | Unknown | Rating: 3.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00HVVLP1Y) [Item: B00HVVLP1Y] | Unknown | Rating: 4.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B08NFK1FFG) [Item: B08NFK1FFG] | Unknown | Rating: 4.8
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B015XC8BAA) Stock Option | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00ISAFELY) The Lords Of Flatbush | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: 0767817656) Candyman | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B07NSFYC6M) [Item: B07NSFYC6M] | Unknown | Rating: 5.0
(ID: B009RNK10K) Red Dust | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: 6303295657) Nova: In Search of Human Origins, Part 1 - The Story of Lucy VHS | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.8
(ID: B0026I6K4E) [Item: B0026I6K4E] | Unknown | Rating: 4.3
(ID: B00004TL97) British Men Behaving Badly | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.0
(ID: B09TQ8YS1V) [Item: B09TQ8YS1V] | Unknown | Rating: 4.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B0012Z5ULG) Full Metal Panic! The Second Raid Box Set | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B001NFM86A) [Item: B001NFM86A] | Unknown | Rating: 4.6
(ID: B08GFZKMM6) Babylon Berlin Season 3 | Movies & TV > TV | Rating: 4.7
(ID: B002D35Y1W) [Item: B002D35Y1W] | Unknown | Rating: 4.9
(ID: B002E01M9C) The Complete Monterey Pop Festival (The Criterion Collection) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B07QBDP7RS) [Item: B07QBDP7RS] | Unknown | Rating: 4.2
(ID: B000069YWP) Classical Pilates Technique: The Complete Mat Workout Series | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.4
(ID: B00GTKYHU4) The Bridge (Complete Seasons 1 & 2) - 6-DVD Set ( Bron/Broen ) ( The Bridge - Complete Seasons One and Two ) [ NON-USA FORMAT, PAL, Reg.2 Import - United Kingdom ] | Movies & TV > TV | Rating: 4.5
(ID: B00008H2HV) La Vida Conyugal (Married Life) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.2
(ID: B00DYXUY6K) [Item: B00DYXUY6K] | Unknown | Rating: 4.7
(ID: B004L50708) [Item: B004L50708] | Unknown | Rating: 4.0
(ID: B01JHXV0TU) [Item: B01JHXV0TU] | Unknown | Rating: 4.5
(ID: B009CGGHL4) [Item: B009CGGHL4] | Unknown | Rating: 4.8
(ID: B07485XJKS) I'll Be Yours | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B09GNWTY7G) The Big Leap | Comedy > Drama | Rating: 4.4
(ID: B00AMAUGMU) [Item: B00AMAUGMU] | Unknown | Rating: 4.7
(ID: B08N9HZXQZ) [Item: B08N9HZXQZ] | Unknown | 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."
}
|
B000069YWP
|
Classical Pilates Technique: The Complete Mat Workout Series
| 4
|
AFKBH6ZAZMLM4NXJT2657NNABWCQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Killing Patton: The Strange Death of World War II's Most Audacious General (Bill O'Reilly's Killing Series) | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 4.0
- Killing Lincoln: The Shocking Assassination that Changed America Forever (Bill O'Reilly's Killing Series) | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 4.0
- Killing Reagan: The Violent Assault That Changed a Presidency (Bill O'Reilly's Killing Series) | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 4.0
- Gifted Hands: The Ben Carson Story | Books > Christian Books & Bibles > Christian Living | Rating: 3.0
- A More Perfect Union: What We the People Can Do to Reclaim Our Constitutional Liberties | Books > Politics & Social Sciences > Politics & Government | Rating: 3.0
- The Big Picture | Books > Christian Books & Bibles > Christian Living | Rating: 3.0
- One Vote: Make Your Voice Heard | Books > Politics & Social Sciences > Politics & Government | Rating: 3.0
### User's movies History:
- [Item: B00TS3HVUC] | Unknown | Rating: 3.0
- [Item: B0040MRJEO] | Unknown | Rating: 4.0
- [Item: B00YIHM0G8] | Unknown | Rating: 4.0
- [Item: B000MVN8GK] | Unknown | Rating: 4.0
- [Item: B003VVAE4W] | Unknown | Rating: 4.0
- Grantchester | Suspense > Drama | Rating: 3.0
- [Item: B00HJ1CXP8] | Unknown | Rating: 4.0
- [Item: B008LOVIIK] | Unknown | Rating: 4.0
- [Item: B00O4JAQ9I] | Unknown | Rating: 4.0
- [Item: B00H7NEXYC] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B013G1C430) [Item: B013G1C430] | Unknown | Rating: 4.2
(ID: B071J9WXV1) [Item: B071J9WXV1] | Unknown | Rating: 5.0
(ID: B00XCGXYD4) [Item: B00XCGXYD4] | Unknown | Rating: 4.3
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00EUIRI5S) [Item: B00EUIRI5S] | Unknown | Rating: 4.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00IIYWNSM) [Item: B00IIYWNSM] | Unknown | Rating: 4.5
(ID: B01MYUUYUF) [Item: B01MYUUYUF] | Unknown | Rating: 4.8
(ID: B07WPT58TL) Knightfall: Season Two [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00E712RS6) [Item: B00E712RS6] | Unknown | Rating: 3.0
(ID: B004OQSM60) [Item: B004OQSM60] | Unknown | Rating: 4.4
(ID: B07PN745QC) [Item: B07PN745QC] | Unknown | Rating: 5.0
(ID: B0014170TS) Salome Where She Danced | Movies & TV > Genre for Featured Categories > Military & War | Rating: 4.3
(ID: B00VX0B028) [Item: B00VX0B028] | Unknown | Rating: 3.8
(ID: B00004U1FB) Mon Oncle D'Amerique | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B075SKGXQP) [Item: B075SKGXQP] | Unknown | Rating: 3.1
(ID: B072BQ4QQF) Wing Chun Ring Training: Techniques & Strategies | Movies & TV > Disc on Demand | Rating: 3.9
(ID: B00029NM3Q) Here is Green Wood | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.3
(ID: B095Z8TYJ2) [Item: B095Z8TYJ2] | Unknown | Rating: 4.1
(ID: B012TZ568Y) [Item: B012TZ568Y] | Unknown | Rating: 3.5
(ID: B00B90BKYK) [Item: B00B90BKYK] | Unknown | Rating: 2.8
(ID: B00BCXW0DE) Dangerous Edge: A Life of Graham Greene | Movies & TV > PBS > All | Rating: 4.1
(ID: B08HG2WZCF) [Item: B08HG2WZCF] | Unknown | Rating: 3.6
(ID: 0970363346) Beginning Myofascial Release | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.2
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00E8OUMK2) The Joy of Painting Series1 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B017MN0KDY) [Item: B017MN0KDY] | Unknown | Rating: 5.0
(ID: B00FEC4BG8) [Item: B00FEC4BG8] | Unknown | Rating: 4.7
(ID: B009D06YOO) Cage of Evil | Adventure > Action | Rating: 3.5
(ID: B07DJ2YZ8D) [Item: B07DJ2YZ8D] | Unknown | Rating: 4.2
(ID: B001OXLGIM) Married... with Children: Season 10 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B001A7X0ZO) Pushing Daisies: Season 1 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B000H5U6CU) Pride Fighting Championships: 2000 GP [DVD] | Movies & TV > Boxed Sets > Sports | Rating: 4.3
(ID: B003WJBA82) Vampire Knight | Animation > Horror > Drama | Rating: 4.4
(ID: B00IYQJWE2) The Wolf Of Wall Street MetalPak Copy 2013 | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B083GJGM63) [Item: B083GJGM63] | Unknown | Rating: 4.1
(ID: B00006EDPH) Reiki 2nd Level Attunement Learn & Use the Reiki Sacred Symbols [VHS] | Movies & TV > Genre for Featured Categories > Faith & Spirituality | Rating: 4.4
(ID: B013PL4L2I) Wilfred - The Complete Series: Seasons 1-4 (8 disc box set) [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.0
(ID: B0009NSCQM) Swing Time (DVD) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.6
(ID: B000S1KX58) Super Mario World vol. 2 | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.0
(ID: B01H3KUHM0) HEE HAW SALUTE | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B07TSG7LDN) [Item: B07TSG7LDN] | Unknown | Rating: 3.9
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B078SZ5Z3B) [Item: B078SZ5Z3B] | Unknown | Rating: 4.3
(ID: B08KBNBKCF) [Item: B08KBNBKCF] | Unknown | Rating: 4.3
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00TWQ1EQ2) LA LEYENDA DE LAS MOMIAS DE GUANAJUATO NTSC/Region 1 and 4 dvd. Latin America . | Movies & TV > Movies | Rating: 4.7
(ID: B08B48LFNR) [Item: B08B48LFNR] | Unknown | Rating: 4.3
(ID: B07CX513NR) [Item: B07CX513NR] | Unknown | Rating: 4.7
(ID: B00L1GO49A) [Item: B00L1GO49A] | Unknown | Rating: 4.1
(ID: B017VDCGUK) [Item: B017VDCGUK] | Unknown | Rating: 4.1
(ID: B087QL7GMM) [Item: B087QL7GMM] | Unknown | Rating: 3.7
(ID: B002KOSCZ4) [Item: B002KOSCZ4] | Unknown | Rating: 3.7
(ID: B00008AOT1) Legends of Bottleneck Blues Guitar [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: 6305559295) Blue's Clues - Blue's Big Pajama Party [VHS] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.5
(ID: B0000CDL9F) Bay of Angels [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B005G3FJWK) Mardi Gras: Spring Break | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.8
(ID: B017HMJPMW) [Item: B017HMJPMW] | Unknown | Rating: 4.2
(ID: B01IPECSA2) Equals [Blu-ray + Digital HD] | Movies & TV > Blu-ray > Movies | Rating: 3.9
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B007ADV82E) Stiff Upper Lips | Comedy | Rating: 4.4
(ID: B0000BV1YZ) Scarecrow (Broadway Theatre Archive) | Movies & TV > Broadway > Broadway Theatre Archive | Rating: 4.6
(ID: B08S25963T) [Item: B08S25963T] | Unknown | Rating: 4.1
(ID: B002CYIR5C) The Towering Inferno [Blu-ray] [1974] [Region Free] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B008Y5LUPC) [Item: B008Y5LUPC] | Unknown | Rating: 4.5
(ID: B084F2YL8S) [Item: B084F2YL8S] | Unknown | Rating: 4.9
(ID: B01MDOIZRK) [Item: B01MDOIZRK] | Unknown | Rating: 3.8
(ID: B00A7IADIO) Doom (Unrated) | Science Fiction > Horror > Intense | Rating: 4.5
(ID: B00I3MPZUW) [Item: B00I3MPZUW] | Unknown | Rating: 4.3
(ID: B00YSBFD54) Elementary: Three Season Pack | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B0753YTV8M) [Item: B0753YTV8M] | Unknown | Rating: 4.6
(ID: B00QLWQZOQ) Captains of the Clouds | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B000Q7ZL42) A.T.O.M. Alpha Teens On Machines Vol. 1 Touch of Paine [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B00ENCE5S4) [Item: B00ENCE5S4] | Unknown | Rating: 4.8
(ID: B09FYLN28L) [Item: B09FYLN28L] | Unknown | Rating: 4.2
(ID: B000NOIVTA) The Monster Of Phantom Lake [DVD] | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.1
(ID: B004QFUIN4) [Item: B004QFUIN4] | Unknown | Rating: 4.0
(ID: 6302451876) A Little Night Music VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.2
(ID: B074JF4QDR) [Item: B074JF4QDR] | Unknown | Rating: 4.6
(ID: B0018KVL5O) GOOD EATS 12-Pack Alton Brown DVD's Food Network, 12 DVD SET, 36 FULL EPISODES! | Movies & TV > Movies | Rating: 4.3
(ID: B006SVCPH6) [Item: B006SVCPH6] | Unknown | Rating: 4.4
(ID: B00AX4E8YC) [Item: B00AX4E8YC] | Unknown | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B01AKIHB2Q) Disney The Return of Jafar / Aladdin and the King of Thieves | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B08KGRJJMR) [Item: B08KGRJJMR] | Unknown | Rating: 3.7
(ID: 0790731916) Forever Young | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B07L457HVW) [Item: B07L457HVW] | Unknown | Rating: 4.7
(ID: B009OMUQ18) [Item: B009OMUQ18] | Unknown | Rating: 4.6
(ID: B07HKPLHND) [Item: B07HKPLHND] | Unknown | Rating: 4.5
(ID: B09HY5PW45) [Item: B09HY5PW45] | Unknown | Rating: 5.0
(ID: B00Z2XZT92) [Item: B00Z2XZT92] | Unknown | Rating: 4.7
(ID: B000064730) Gordy | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.7
(ID: B00007G1T5) Wild Horse | Movies & TV > Independently Distributed > Drama | 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."
}
|
B00VX0B028
|
[Item: B00VX0B028]
| 4
|
AGUB72UQEYMCA2UOYJTCH66TTETQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Space Mathematics: Math Problems Based on Space Science (Dover Books on Aeronautical Engineering) | Books > Science & Math > Astronomy & Space Science | Rating: 1.0
- The Complete Peanuts 1991-1992: Vol. 21 Hardcover Edition | Books > Comics & Graphic Novels > Graphic Novels | Rating: 5.0
- The General vs. the President: MacArthur and Truman at the Brink of Nuclear War | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 1.0
- National Geographic Kids United States Atlas | Books > Children's Books > Education & Reference | Rating: 5.0
- Clinton Cash: A Graphic Novel | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
- Fatale, Book 1: Death Chases Me | Books > Comics & Graphic Novels > Graphic Novels | Rating: 1.0
- Daddy Sat on a Duck (The Daddy Series, 1) | Books > Children's Books > Growing Up & Facts of Life | Rating: 5.0
- The Log of a Cowboy A Narrative of the Old Trail Days | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Slander: Liberal Lies About the American Right | Books > Politics & Social Sciences > Politics & Government | Rating: 2.0
- The Duel: The Eighty-Day Struggle Between Churchill and Hitler | Books > History > Europe | Rating: 5.0
### User's movies History:
- JFK's Women: The Scandals Revealed | Documentary > Cerebral > Compelling | Rating: 1.0
- [Item: B000N90JGI] | Unknown | Rating: 1.0
- [Item: B07M6V7842] | Unknown | Rating: 5.0
- [Item: B07HYS9D82] | Unknown | Rating: 5.0
- [Item: B07FV6K8HF] | Unknown | Rating: 1.0
- [Item: B077CYRPV6] | Unknown | Rating: 5.0
- Barabbas | Unknown | Rating: 5.0
- [Item: B076JHYLPC] | Unknown | Rating: 4.0
- [Item: B075XSD1Z1] | Unknown | Rating: 5.0
- [Item: B074JYHJYL] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00006JU7T) Serpico (1973) | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.6
(ID: B095YHZ7RM) [Item: B095YHZ7RM] | Unknown | Rating: 2.7
(ID: B004X63RS4) I Love Melvin [Remaster] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B0049DK6MG) [Item: B0049DK6MG] | Unknown | Rating: 2.6
(ID: B09QPG34YS) The New Adventures of Charlie Chan, Complete TV Series, 39 Episodes [1 Blu-ray Disc] | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: 6303445330) Hansel & Gretel: Opera Fantasy | Movies & TV > Independently Distributed > Musicals & Performing Arts | Rating: 4.3
(ID: B08BDMH5NP) Million Dollar Mermaid [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00026L8H6) Case Closed - The Secret Life of Jimmy Kudo (Season 1 Vol. 1) | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B06Y3N3D6V) The Man from Planet X [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B006GVO8AA) Basic / Formula 51 / S.W.A.T. (Samuel L. Jackson Triple Feature) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.3
(ID: B001DJLCZY) Supernatural - Seasons 1-3 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B07Q25SLX6) Shipping Wars | Unscripted > Drama > Documentary | Rating: 3.6
(ID: B009O8X9TS) [Item: B009O8X9TS] | Unknown | Rating: 3.6
(ID: B003U58GYO) Shine! 2: Sing & Praise Worship for Kids | Movies & TV > Movies | Rating: 5.0
(ID: B017UFQLNW) [Item: B017UFQLNW] | Unknown | Rating: 3.5
(ID: B00I01FW90) The Black Stallion [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00VXCFGSU) 4 x Saunders Waterford 300gsm (140lbs) - Rough - High White 1/4 Imperial (28x38cm/11x15") | Movies & TV > Movies | Rating: 2.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B0716TR1L1) [Item: B0716TR1L1] | Unknown | Rating: 3.1
(ID: B016APJVIA) Mistress America Blu-ray | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B07PQMGH3Q) Jack Ryan Season 1 [DVD] [2019] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B012P3RA4I) [Item: B012P3RA4I] | Unknown | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00M48QUGO) [Item: B00M48QUGO] | Unknown | Rating: 3.0
(ID: B00919TE9O) Project Accessory: Season One | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.0
(ID: B0793HN2J3) Das Fischer | Sports > Comedy > Western | Rating: 5.0
(ID: B071D6FFMB) [Item: B071D6FFMB] | Unknown | Rating: 4.6
(ID: B016WNANZU) The Grudge / The Grudge 2 / The Grudge 3 | Movies & TV > Movies | Rating: 4.6
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B0789GNMX4) [Item: B0789GNMX4] | Unknown | Rating: 4.4
(ID: B01LYH7V0E) [Item: B01LYH7V0E] | Unknown | Rating: 3.7
(ID: B000HT38AS) Honkytonk Man / Pink Cadillac / City Heat | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B08N1GN6XN) Yeti [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B00TFZYM3M) [Item: B00TFZYM3M] | Unknown | Rating: 3.9
(ID: B07B62QPFG) When Calls the Heart: Home Is Where the Heart Is [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B008B49FCG) Christmas Angel [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B079TZ1TLX) [Item: B079TZ1TLX] | Unknown | Rating: 3.1
(ID: B079C5975G) Friends Forever 2-Movie Set - Steel Magnolias & Beaches DVD Bundle Double Feature | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B003ZDO05K) Fantasia | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00004WL4H) Yoga Zone - Yoga for Abs VHS | Movies & TV > Yoga > Yoga Studios | Rating: 4.0
(ID: B00KX8K3SI) [Item: B00KX8K3SI] | Unknown | Rating: 4.2
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B006JN87RA) Nova: 3d Spies of Wwii & Destroying Hitler's Top [3D Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.7
(ID: B000G1DDNY) Twilight Samurai | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B00CJGGDJK) The Source Family | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B09KGKCZ5S) [Item: B09KGKCZ5S] | Unknown | Rating: 4.5
(ID: B017HOTKZW) [Item: B017HOTKZW] | Unknown | Rating: 4.8
(ID: B0043W64YW) [Item: B0043W64YW] | Unknown | Rating: 3.1
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00MHWU6JY) [Item: B00MHWU6JY] | Unknown | Rating: 2.6
(ID: B0002JC5Z2) No Regret for Our Youth | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B003X859HK) Alban Berg: Moses Und Aron | Movies & TV > Musicals & Performing Arts > Opera | Rating: 4.2
(ID: B0009H1CK6) Chic - Live at Montreux 2004 | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B011ET4SPS) Cinderella 3-Movie Collection Trilogy 1, 2, 3 (Special Box Set) [Blu-ray] [Region-Free] [Import] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B09JBV3T87) [Item: B09JBV3T87] | Unknown | Rating: 4.7
(ID: B00A3DVW2O) [Item: B00A3DVW2O] | Unknown | Rating: 3.0
(ID: B000O05DSK) Trinity and Beyond - The Atomic Bomb Movie (Full Screen) | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B0073Q0DZG) [Item: B0073Q0DZG] | Unknown | Rating: 4.5
(ID: B018WXLHFI) PEANUTS MOVIE, THE | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B000EJ9VO8) Ranma 1/2: The Movie Box set [DVD] | Movies & TV > Boxed Sets > Anime | Rating: 4.7
(ID: B005T5OCNW) FRONTLINE: The Anthrax Files | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
(ID: B09B14PZSZ) Change of Habit | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B08SBQXVHR) [Item: B08SBQXVHR] | Unknown | Rating: 4.1
(ID: B0BZ5LSF8F) Stone Cold (Special Edition) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B008B68ONA) [Item: B008B68ONA] | Unknown | Rating: 4.6
(ID: B00H7KHVSA) Yuriko's Aroma | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.2
(ID: B086BTD93X) [Item: B086BTD93X] | Unknown | Rating: 4.7
(ID: 6302241200) Manhattan Melodrama | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.6
(ID: B003ZZ7TPQ) Operation Mad Ball | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B001E6PESM) The Boy King | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.0
(ID: B09CTMTVF7) Piney: The Lonesome Pine | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.9
(ID: 6305222711) A Gathering of Eagles VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B088N73X8P) [Item: B088N73X8P] | Unknown | Rating: 3.3
(ID: B00A27OE94) Miss Fisher's: Murder Mysteries 1 | Movies & TV > Blu-ray > Movies | Rating: 4.9
(ID: B00C9V5U5I) [Item: B00C9V5U5I] | Unknown | Rating: 4.6
(ID: B000162ZO2) Aikido Self Defense for the Modern Warrior Vol. II | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B072PZLX11) [Item: B072PZLX11] | Unknown | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00J0EA246) The Phantom President (1932) | Movies & TV > Movies | Rating: 4.2
(ID: B0007VY47M) NBA Dynasty Series - Philadelphia 76ers - The Complete History | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B08Q8RM7GJ) [Item: B08Q8RM7GJ] | Unknown | Rating: 3.8
(ID: B00P1MA2X2) [Item: B00P1MA2X2] | Unknown | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0019KAQEU) It's the Great Pumpkin, Charlie Brown (Remastered Deluxe Edition) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.9
(ID: B009I20G1Y) [Item: B009I20G1Y] | Unknown | Rating: 4.5
(ID: B017RMY82Y) Heartland Complete Seasons 1-5 Set | Movies & TV > TV | Rating: 2.7
(ID: 0934837201) Hell's Bells: The Dangers of Rock 'N' Roll | Movies & TV > Independently Distributed > Documentary | Rating: 3.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00GEUQ2RU) [Item: B00GEUQ2RU] | Unknown | Rating: 4.5
(ID: B0B6VQ7FD7) [Item: B0B6VQ7FD7] | Unknown | Rating: 5.0
(ID: B00157GQ3C) Spring Parade | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.4
(ID: B00M3UNVOW) [Item: B00M3UNVOW] | Unknown | Rating: 3.9
(ID: B0000A02UU) Cartoon Marathon, Vol. 2 | Movies & TV > Featured Categories > DVD | 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."
}
|
B018WXLHFI
|
PEANUTS MOVIE, THE
| 5
|
AEE34JNE624BHECHVXN7XIMXRQUQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Last Goddess: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Trance (Alex Madison Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- The Demon and the City (The Detective Inspector Chen Novels Book 2) | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- The Dead in Their Vaulted Arches: A Flavia de Luce Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Black Tongue | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Brilliance (The Brilliance Trilogy Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
### User's movies History:
- [Item: B01F9EFBXC] | Unknown | Rating: 2.0
- [Item: B00L23V6V6] | Unknown | Rating: 4.0
- [Item: B0197C9TVM] | Unknown | Rating: 3.0
- Motive | Suspense > Drama | Rating: 4.0
- [Item: B01EN8FBG2] | Unknown | Rating: 3.0
- Dumbo | Animation > Drama > Charming | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00OYG2URW) Greener Mountains | Comedy > Kids > Drama | Rating: 3.5
(ID: B00FY15X9I) Element: Yoga For Stress Relief & Flexibility | Special Interest | Rating: 4.2
(ID: B00KM1NHLQ) [Item: B00KM1NHLQ] | Unknown | Rating: 3.6
(ID: B016A1BSFS) The Killers iTunes Festival | Movies & TV > Featured Categories > Blu-ray | Rating: 3.6
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B08G35H643) The Grey Fox | Drama > Western > Historical | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0010X5J8E) Great Russian Composers - Nikolay Rimsky-Korsakov | Movies & TV > Featured Categories > DVD | Rating: 2.7
(ID: B0045XNXC0) [Item: B0045XNXC0] | Unknown | Rating: 4.2
(ID: B00DD6QIFE) The Human Factor | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.0
(ID: B07WDDL1G2) [Item: B07WDDL1G2] | Unknown | Rating: 4.5
(ID: B00FFCB3CC) Weider Attack DVD Kit | Movies & TV > TV | Rating: 3.5
(ID: B0002HOEK8) The Wimbledon Collection - The Classic Match - Borg vs. McEnroe 1980 Final | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B07WDRFKWD) [Item: B07WDRFKWD] | Unknown | Rating: 4.3
(ID: B00JV054CE) The Unknown Known [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B00000I1RP) Once Upon a Time in China 4 | Movies & TV > Movies | Rating: 3.6
(ID: B01KKEGZTA) [Item: B01KKEGZTA] | Unknown | Rating: 3.7
(ID: B006YZOXLW) Clue: The Movie [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B08GGYQCVZ) [Item: B08GGYQCVZ] | Unknown | Rating: 4.8
(ID: B0001JXP0C) Roger Raglin - Power Punch/Good Shootin' - Double DVD | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.5
(ID: B000UMMA8I) Two if By Land, One if By Sea: Volume 3 | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B07L6R3JK5) [Item: B07L6R3JK5] | Unknown | Rating: 3.1
(ID: B083JM7GWW) Enter The Dragon | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B08D4Y27SR) Wolfman's Got Nards | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: 6302722535) Last of the Mohicans [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B071L7TJS9) [Item: B071L7TJS9] | Unknown | Rating: 5.0
(ID: B001HUWQGS) Curse of the Pink Panther | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.2
(ID: B083V3CDCN) [Item: B083V3CDCN] | Unknown | Rating: 3.2
(ID: B0009GV9JG) Beginner's Fingerpicking Guitar | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.5
(ID: B0049CYKQA) [Item: B0049CYKQA] | Unknown | Rating: 4.3
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B07665PL34) [Item: B07665PL34] | Unknown | Rating: 4.4
(ID: B07SCM67BY) Outlaws [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.8
(ID: B06W2K2GQF) [Item: B06W2K2GQF] | Unknown | Rating: 3.4
(ID: B009CG7S0S) [Item: B009CG7S0S] | Unknown | Rating: 4.3
(ID: B000BT02YE) The Rites of Magick | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: 1559465271) Destinos: An Introduction to Spanish DVD Set: Part 1 & 2 (Programs 1-52) (Discs 1-12) | Movies & TV > Movies | Rating: 4.0
(ID: B07ZHNDBQR) [Item: B07ZHNDBQR] | Unknown | Rating: 3.9
(ID: B000VEBCSE) Barry Cuda Dynamic Kali #2 Stick Fighting DVD escrima arnis martial arts | Movies & TV > Movies | Rating: 3.0
(ID: B000V7O0IU) The Fountain | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B0093SSPGG) [Item: B0093SSPGG] | Unknown | Rating: 4.3
(ID: B005HF877G) [Item: B005HF877G] | Unknown | Rating: 4.8
(ID: B01BP06ENA) Star Trek: The Next Generation - The Complete Series | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B07G9MNMHZ) [Item: B07G9MNMHZ] | Unknown | Rating: 4.3
(ID: B0007X9KRO) Denise Austin Nature Made Wellness Zone Workout | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.3
(ID: B073LH2P6Q) The Farthest - Voyager in Space DVD | Movies & TV > Independently Distributed > Documentary | Rating: 4.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B008ROG898) [Item: B008ROG898] | Unknown | Rating: 4.4
(ID: B07N49J3ZB) I Am the Night | Suspense > Drama | Rating: 4.3
(ID: 6303257933) Vampire Hunter D [VHS] | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.7
(ID: B000U7KEUY) The Office | Comedy | Rating: 4.8
(ID: B0875HVXF4) The War of the Worlds (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B000FKP0LY) Wild Wt: Execution Tech | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.7
(ID: B0002TT07I) Horns & Halos | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B00019330Y) The Last Unicorn [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.8
(ID: B00AA2T4JG) Ladies And Gentlemen, The Fabulous Stains | Comedy > Drama > Bold | Rating: 4.3
(ID: B07CJLYPZ9) [Item: B07CJLYPZ9] | Unknown | Rating: 4.2
(ID: B00819FJ4E) [Item: B00819FJ4E] | Unknown | Rating: 4.7
(ID: B001GXK89S) [Item: B001GXK89S] | Unknown | Rating: 4.4
(ID: B01DJ63JKE) Italy Unpacked | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B003TTCURU) [Item: B003TTCURU] | Unknown | Rating: 4.9
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B001PCNZG8) Euro-Sex Comedy Collection | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.3
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00TIK82PI) Boonie Bears: Homeward Journey | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B0001MDPDQ) Luther Vandross: From Luther with Love - The Videos (Jewel Case with Bonus Audio CD) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B002H6NVP6) Mr. Men Show - Mr. Tickle Presents: Tickle Time Around Town! | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B00CRN3IUM) Creation Proclaims Vol. 3 Silent Hunters Creationism Vs Evolution-Animals-Alligator-Archerfish-Python-Snake-Boas-Boa Constrictors-Rattlesnake-Lion Biology-God's Power-Biblical-Intelligent Design- Mystery-Evolution-Glory of God | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00U1RV1V4) [Item: B00U1RV1V4] | Unknown | Rating: 4.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B000F0UUK0) NBA - Lights Out! [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: B00W6OFI7I) Hiroshima mon amour [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B09BSTN8NN) [Item: B09BSTN8NN] | Unknown | Rating: 3.3
(ID: 6303117775) Reality Bites [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B001CU99R2) History -- Modern Marvels Cape Cod Canal | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 5.0
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00062J02Q) Terminator 2: Extreme | Movies & TV > Movies | Rating: 4.7
(ID: B000PAAK1E) Double Feature: The Outlaw Josey Wales / Pale Rider | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00DYAE2IY) Doctor Who: Series 1-7 Limited Edition Blu-ray Giftset | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B0007XBM16) Zombiez | Movies & TV > Featured Categories > DVD | Rating: 3.2
(ID: B006VRDQYS) [Item: B006VRDQYS] | Unknown | Rating: 4.6
(ID: B004SQFR3M) They Won't Believe Me! | Movies & TV > Movies | Rating: 3.3
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B0000CABAS) Clint Eastwood - Hero (Absolute Power / Heartbreak Ridge / A Perfect World) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B00064VQXU) Spongebob Squarepants: Home Sweet Pineapple [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B01GQN1K4Y) [Item: B01GQN1K4Y] | Unknown | Rating: 3.6
(ID: B073Q7MNB1) [Item: B073Q7MNB1] | Unknown | Rating: 4.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B0009J2QHW) Teachers Pet [DVD] | Movies & TV > Movies | Rating: 4.7
(ID: B00M5PAO7C) [Item: B00M5PAO7C] | Unknown | Rating: 4.0
(ID: B082WQYP53) [Item: B082WQYP53] | Unknown | Rating: 4.6
(ID: B00000K3D4) Labyrinth | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B00000JQSL) She's the One [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B0B8QC4VKH) [Item: B0B8QC4VKH] | Unknown | Rating: 4.4
(ID: B078SKG9WQ) [Item: B078SKG9WQ] | Unknown | 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."
}
|
B07N49J3ZB
|
I Am the Night
| 1
|
AGVU2ZGOLO2GXUZI6TK6WCEVZQ6A
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Appeal: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Last Trial (McMurtrie and Drake Legal Thrillers Book 3) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Code Name: Camelot - An Action Thriller Novel (A Noah Wolf Novel, Thriller, Action, Mystery Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- The Insanity Plea | 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: 2.0
- Bender | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Mrs. John Doe: A Nora Baron Thriller | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Supreme Justice (Reeder and Rogers Thriller) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Switch | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- The Last Man: A Novel (Mitch Rapp Book 13) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
### User's movies History:
- [Item: B01LWY8995] | Unknown | Rating: 5.0
- [Item: B0094K1JPC] | Unknown | Rating: 4.0
- [Item: B00IBKI29C] | Unknown | Rating: 3.0
- [Item: B008Y5NGG8] | Unknown | Rating: 2.0
- [Item: B00S1ZXBKC] | Unknown | Rating: 2.0
- [Item: B003GS5KO4] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B091CFFXQ4) Dolly Parton & Friends: 50 Years at the Opry DVD | Movies & TV > PBS > All | Rating: 4.8
(ID: B013JBH0CC) Outlander Season One: The Ultimate Collection (Blu-ray + UltraViolet + Limited Edition Keepsake Box and Flask) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B0789NTPPM) [Item: B0789NTPPM] | Unknown | Rating: 4.0
(ID: B00VKX6VYA) The Wild West with Ray Mears | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B06W2M7W58) Those Daring Young Men in their Jaunty Jalopies (1969) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B08GSMLNL1) [Item: B08GSMLNL1] | Unknown | Rating: 4.7
(ID: B007P470R0) The Turin Horse | Movies & TV > Independently Distributed > Drama | Rating: 4.4
(ID: B009NYLCI8) [Item: B009NYLCI8] | Unknown | Rating: 4.4
(ID: B000BDH67Q) Kama Sutra: Monsoon Wife | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.4
(ID: B01FTE36BQ) [Item: B01FTE36BQ] | Unknown | Rating: 4.3
(ID: B001MRMRSS) Verdi: La Traviata - Los Angeles Opera Orchestra & Chorus [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 3.2
(ID: B088F9MCXF) [Item: B088F9MCXF] | Unknown | Rating: 4.5
(ID: B01IHSRJCI) Sharknado: The 4th Awakens | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B00B21G9WE) Discover the World - Hong Kong | International > Special Interest > Documentary | Rating: 3.3
(ID: B07GDZNBG7) [Item: B07GDZNBG7] | Unknown | Rating: 3.4
(ID: B071CFSTX1) [Item: B071CFSTX1] | Unknown | Rating: 4.5
(ID: B003ASLJK4) The Bridges of Madison County | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B0B5HTQCV6) Hallmark 2-Movie Collection: Sister Swap: A Hometown Holiday & Sister Swap: Christmas in the City | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.6
(ID: B005EW4FZ0) [Item: B005EW4FZ0] | Unknown | Rating: 4.6
(ID: B08LMJ93LL) [Item: B08LMJ93LL] | Unknown | Rating: 4.7
(ID: B00IEO83WG) [Item: B00IEO83WG] | Unknown | Rating: 4.7
(ID: B000NUJO6S) Rusty and Rosy Videos, 4 tape set | Movies & TV > Movies | Rating: 5.0
(ID: B01LYEB13I) [Item: B01LYEB13I] | Unknown | Rating: 3.7
(ID: B07T6C9BQH) [Item: B07T6C9BQH] | Unknown | Rating: 4.6
(ID: B00W5JQ3FU) WWE: The Very Best of WCW Monday Nitro Vol. 3 Collection | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B003L80FLC) Agatha Christie's Poirot: Murder on the Orient Express | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: 6300149684) Kameradschaft [VHS] | Movies & TV > Art House & International > By Country | Rating: 4.4
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B001PO6KXG) Moonraker (James Bond) (Amazon.com Exclusive Steelbook Edition) | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00REK1WW4) Still The One [DVD] | Movies & TV > Music Artists > Twain, Shania | Rating: 4.7
(ID: B007C7FDE2) Orchestra and Chorus of the Deutsche Oper Berlin - Don Carlos | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.0
(ID: B00112GVFO) [Item: B00112GVFO] | Unknown | Rating: 4.7
(ID: B08D6XV5YR) [Item: B08D6XV5YR] | Unknown | Rating: 4.4
(ID: B010GBKOCQ) [Item: B010GBKOCQ] | Unknown | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B07KCKQ32D) [Item: B07KCKQ32D] | Unknown | Rating: 4.5
(ID: B000FEBZ0A) Freedomland | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.3
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B07V4NL37T) [Item: B07V4NL37T] | Unknown | Rating: 3.8
(ID: B095RTG8JW) Titanic (Collector's Edition) | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B000HPIKPU) [Item: B000HPIKPU] | Unknown | Rating: 4.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00CDU533O) [Item: B00CDU533O] | Unknown | Rating: 4.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: 6303442323) Hostages VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B01FCC0BX6) Person of Interest: The Complete Fifth and Final Season (BD) | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B00BL8EJBQ) My Fantastic Field Trip To the Planets | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B01CIYTOE8) [Item: B01CIYTOE8] | Unknown | Rating: 4.3
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00006CY4N) The Salton Sea [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B000EQ5UQE) Moby: Live - Hotel Tour 2005 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: 6304340214) Biography: The Mystery of Edgar Allan Poe VHS | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B00GYQYL7W) [Item: B00GYQYL7W] | Unknown | Rating: 4.6
(ID: B09SC1QB76) [Item: B09SC1QB76] | Unknown | Rating: 4.4
(ID: B00008G41T) Honor & Glory [VHS] | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 5.0
(ID: B08DBTZYBY) [Item: B08DBTZYBY] | Unknown | Rating: 3.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00AWBIKNG) Ireland Nature Walk Treadmill Scenery DVD | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B018HL17R8) [Item: B018HL17R8] | Unknown | Rating: 4.4
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B07CSD66V2) [Item: B07CSD66V2] | Unknown | Rating: 3.2
(ID: B0002YLCG0) King Arthur - The Director's Cut (Widescreen Edition) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B002DQMXMM) Fractals: The Colors of Infinity | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.8
(ID: B000BOW29C) The Sedona Series Introduction to Sacred Geometry - a re-emerging paradigm for our times | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.2
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00U55YM5E) [Item: B00U55YM5E] | Unknown | Rating: 2.9
(ID: B001NOMNZW) High School Musical 3: Senior Year (Deluxe Extended Edition + Digital Copy + DVD and BD Live) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B000MTEGCC) Hawaiian Surf Stories | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.7
(ID: B011MF7PV8) Irma Vep (Unrated) | Comedy > Drama | Rating: 4.7
(ID: B0893QHD4L) [Item: B0893QHD4L] | Unknown | Rating: 4.6
(ID: B001UO82K0) [Item: B001UO82K0] | Unknown | Rating: 4.1
(ID: B00JPL63TM) [Item: B00JPL63TM] | Unknown | Rating: 4.3
(ID: B0B8SRL75P) [Item: B0B8SRL75P] | Unknown | Rating: 4.1
(ID: B00QF1MR0O) [Item: B00QF1MR0O] | Unknown | Rating: 4.5
(ID: B00DUUKV4M) [Item: B00DUUKV4M] | Unknown | Rating: 4.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B0053TWVSC) Flowers in the Attic | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B003Y1D80Q) [Item: B003Y1D80Q] | Unknown | Rating: 4.6
(ID: B07DF6LP9W) [Item: B07DF6LP9W] | Unknown | Rating: 3.2
(ID: B07PRZGCM2) Scary Stories | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.4
(ID: B00D3O24M2) Rossini: Ciro in Babilonia [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B003TH3Q48) [Item: B003TH3Q48] | Unknown | Rating: 4.7
(ID: B0040T72XA) Irene Huss: Episodes 1-3 | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B01MAUTKEZ) Sea of Love - Black & White Line Look - Fifty Shades Darker Fandango Cash [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B003EY9UO6) [Item: B003EY9UO6] | Unknown | Rating: 4.4
(ID: B00BYCWIQ2) [Item: B00BYCWIQ2] | Unknown | Rating: 4.3
(ID: B00384095G) Alvin and the Chipmunks: The Squeakquel | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B00R26E0MY) Party Animal, The | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00QXYTYV8) [Item: B00QXYTYV8] | Unknown | Rating: 4.4
(ID: B00MWV4QI2) Our Girl - Series 1 [DVD] [2014] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B08DSZ7RT3) [Item: B08DSZ7RT3] | Unknown | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B0009WIE4I) CLASSICAL BABY: THE DANCE SHOW (DVD) | Movies & TV > HBO > All HBO Titles | Rating: 4.6
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B002HD2YW0) Body Bar and Ball Basics DVD | Movies & TV > TV | Rating: 2.5
(ID: B0093QJATE) [Item: B0093QJATE] | Unknown | Rating: 4.7
(ID: B006R6YRYG) [Item: B006R6YRYG] | Unknown | Rating: 4.5
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | 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."
}
|
B08LMJ93LL
|
[Item: B08LMJ93LL]
| 5
|
AFU65WTOO4DMXOEM5FYZU4C2YCHA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- I Swear I Won't Bother You Again! (Light Novel) Vol. 1 | Books > Teen & Young Adult > Science Fiction & Fantasy | Rating: 4.0
- Lovecraft Country: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Love Stage!!, Vol. 1 (1) | Books > Comics & Graphic Novels > Manga | Rating: 5.0
- Police Procedural: A Writer's Guide to the Police and How They Work (Howdunit) | Books > Reference > Writing, Research & Publishing Guides | Rating: 5.0
- So You Want to Be a Producer | Books > Humor & Entertainment > Movies | Rating: 2.0
- Save The Cat! The Last Book on Screenwriting You'll Ever Need | Books > Humor & Entertainment > Movies | Rating: 5.0
- Injustice: Gods Among Us: Year Two (2014) #3 (Injustice Year Two (2014- )) | Books > Comics & Graphic Novels > Graphic Novels | Rating: 3.0
- Injustice: Gods Among Us: Year Two (2014) #2 (Injustice Year Two (2014- )) | Books > Comics & Graphic Novels > Graphic Novels | Rating: 5.0
- Fifty Shades Of Grey: Book One of the Fifty Shades Trilogy (Fifty Shades of Grey Series, 1) | Books > Literature & Fiction > Women's Fiction | Rating: 1.0
### User's movies History:
- [Item: B00M7UTFW0] | Unknown | Rating: 1.0
- [Item: B00MFDOQOQ] | Unknown | Rating: 1.0
- [Item: B00OYWJH8Q] | Unknown | Rating: 3.0
- [Item: B00NZFU8N6] | Unknown | Rating: 4.0
- The Legend of Hercules | Fantasy > Adventure > Ambitious | Rating: 1.0
- Batman: Assault on Arkham | Fantasy > Animation > Action | Rating: 5.0
- Hercules (2014 Extended Cut) | Adventure > Action > Dark | Rating: 1.0
- [Item: B00O1SDZHC] | Unknown | Rating: 3.0
- [Item: B00EL8JCGU] | Unknown | Rating: 1.0
- [Item: B00NFDEM26] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B000N60H4U) Anthony Robbins Personal Coaching Collection, Vol. 4: Time of Your Life - 3 Ways to Take Control of [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00664BWI8) [Item: B00664BWI8] | Unknown | Rating: 4.8
(ID: B004VDL7NG) Mysterious Island: The Complete Series | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.2
(ID: B099L9KN7Q) The Incredible Shrinking Man (The Criterion Collection) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B074VRB831) [Item: B074VRB831] | Unknown | Rating: 2.0
(ID: 076700034X) Biography - Abraham Lincoln [VHS] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B0786WSLT1) [Item: B0786WSLT1] | Unknown | Rating: 4.7
(ID: B00005N5RB) The Worst Witch Collection - Set 2 [DVD] | Movies & TV > Boxed Sets > Television | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B005Z3EB34) On The Bowery - The Films of Lionel Rogosin, Vol. 1 [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B07C7B52CX) [Item: B07C7B52CX] | Unknown | Rating: 4.2
(ID: B008RKLT0U) [Item: B008RKLT0U] | Unknown | Rating: 4.6
(ID: B0026556J2) [Item: B0026556J2] | Unknown | Rating: 4.8
(ID: B000GEIRB4) 10 Minute Solution: Fitness Ball Workouts | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.3
(ID: B089266XKG) Weathering with You [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B096Z6RTTF) Douluo Continent - 斗罗大陆 (Chinese TV Series,All Region DVD) | Movies & TV > TV | Rating: 4.8
(ID: B002ZSMEX6) [Item: B002ZSMEX6] | Unknown | Rating: 2.5
(ID: B00D05ELNE) The Star and the Story | Drama | Rating: 4.1
(ID: B01MQNW1V9) [Item: B01MQNW1V9] | Unknown | Rating: 3.0
(ID: B00FOV0USW) [Item: B00FOV0USW] | Unknown | Rating: 4.7
(ID: B09LSGQ87W) China | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B07RT1WG6G) [Item: B07RT1WG6G] | Unknown | Rating: 4.3
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B011U0JWMK) [Item: B011U0JWMK] | Unknown | Rating: 4.4
(ID: B0786RSPMT) [Item: B0786RSPMT] | Unknown | Rating: 4.8
(ID: B006K5GZUI) Queen of Swords - 6-DVD Box Set ( Sous le signe de l'épée (Reina de espadas) ) ( Queen of Swords - Season 1 ) [ NON-USA FORMAT, PAL, Reg.0 Import - France ] | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B00005JLYH) Empire | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B07575KB3C) [Item: B07575KB3C] | Unknown | Rating: 2.4
(ID: B07NSMTYKN) [Item: B07NSMTYKN] | Unknown | Rating: 4.6
(ID: B06X91F9PL) Ocean Waves [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B0034KYF7M) The Soul of the Sword [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.3
(ID: B09YGDQD74) [Item: B09YGDQD74] | Unknown | Rating: 4.6
(ID: B07GZ62J98) [Item: B07GZ62J98] | Unknown | Rating: 4.1
(ID: B000IZ9HOM) [Item: B000IZ9HOM] | Unknown | Rating: 4.4
(ID: B01IO2F4WO) [Item: B01IO2F4WO] | Unknown | Rating: 3.6
(ID: B01BVZAUYI) [Item: B01BVZAUYI] | Unknown | Rating: 1.0
(ID: B071FRWCKL) [Item: B071FRWCKL] | Unknown | Rating: 4.8
(ID: B09D99DHFZ) [Item: B09D99DHFZ] | Unknown | Rating: 4.4
(ID: B00GOT16D6) Farscape: Season 3, 15th Anniversary Edition [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00BH2XTBM) Sculpt Express | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.5
(ID: B00C4QLF7U) [Item: B00C4QLF7U] | Unknown | Rating: 4.7
(ID: B005E2FJZU) [Item: B005E2FJZU] | Unknown | Rating: 4.2
(ID: 6305159432) Red Scorpion | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B000K4X5XK) Superman II: The Richard Donner Cut [Blu-ray] [English-Dolby Digital 5.1] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B071L65BTS) [Item: B071L65BTS] | Unknown | Rating: 4.1
(ID: B089Y9Z3C8) The Only Living Boy in New York | Drama > Downbeat > Emotional | Rating: 4.3
(ID: B00CPTUOEQ) Latin Comedians Double Feature (Pablo Francisco / Alex Reymundo) | Movies & TV > HBO > All HBO Titles | Rating: 4.7
(ID: B00UMX3DFO) [Item: B00UMX3DFO] | Unknown | Rating: 4.7
(ID: B01HQUWEY6) [Item: B01HQUWEY6] | Unknown | Rating: 4.8
(ID: B01DUTZW64) My friend, Oscar.: Nifty-licious Edition! | Comedy > Drama > Fantasy | Rating: 4.4
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B088BBKDSM) The Soul Collector [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.9
(ID: 6303926177) Dr Jekyll & Ms Hyde VHS | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B09S8BDYYF) Love on the Road | Romance | Rating: 4.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B013HOZGCW) Chill: The Killing Games | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.1
(ID: 0767851900) Dogma | Movies & TV > Spanish Language > Comedia | Rating: 4.7
(ID: B01M4MDF5M) [Item: B01M4MDF5M] | Unknown | Rating: 2.9
(ID: 0792838408) The Great Escape | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B000O5B4DS) Weeds: Season 1 | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B003YKVGMO) Hotel Terminus: The Life & Times of Klaus Barbie | Movies & TV > Independently Distributed > Documentary | Rating: 4.4
(ID: B077KPXYND) [Item: B077KPXYND] | Unknown | Rating: 3.8
(ID: B003EJO8OI) The Cold Equations | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.6
(ID: B00G9HPE0O) Yoga for Kids - Mind and Body | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.9
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00AWSBDYC) [Item: B00AWSBDYC] | Unknown | Rating: 4.7
(ID: B07MXRJ2BW) Solar Panels | Documentary > Special Interest | Rating: 1.0
(ID: B08Z786F4X) [Item: B08Z786F4X] | Unknown | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B004WDZRQI) Redline | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B01CQ8U0EE) The Heat [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B009158K0C) Michael Feinsteins American Songbook Blu-ray | Movies & TV > Featured Categories > Blu-ray | Rating: 3.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B0010QH2V8) Suzanne Somers - Somersize: The Somersize Program / How to Cook | Movies & TV > Movies | Rating: 3.8
(ID: B07B5WCXMH) La campana sommersa | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B00028A672) Learn Spanish with Carlos & Chiquitita | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B0096HHP92) [Item: B0096HHP92] | Unknown | Rating: 2.4
(ID: B09J1WX38G) [Item: B09J1WX38G] | Unknown | Rating: 4.4
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B0084TG5CQ) [Item: B0084TG5CQ] | Unknown | Rating: 2.4
(ID: B077JGDTX4) [Item: B077JGDTX4] | Unknown | Rating: 4.7
(ID: B00C35WE04) [Item: B00C35WE04] | Unknown | Rating: 4.4
(ID: B00TF891KS) [Item: B00TF891KS] | Unknown | Rating: 3.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B000T433KQ) [Item: B000T433KQ] | Unknown | Rating: 4.7
(ID: B00XX6X3ZC) El Negocio (English Subtitled) | Comedy > Drama > International | Rating: 3.9
(ID: B01M4O1GWG) [Item: B01M4O1GWG] | Unknown | Rating: 4.0
(ID: 6302668522) The Wonders of God's Creation (3-tape set Volumes 1-3: Planet Earth, Animal Kingdom, Human Life) | Movies & TV > Boxed Sets > Special Interests | Rating: 3.8
(ID: B079F68D2N) The King in Love (PMP Korean Drama, 20 Eps, English Subtitles, All Region) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B000FILUXS) Where Eskimos Live | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.9
(ID: B001KZMYB2) Jumping for Joy | Movies & TV > Movies | Rating: 4.4
(ID: B00E6F15EK) Unblackened | Movies & TV > Movies | Rating: 4.7
(ID: B06X3XJDL3) [Item: B06X3XJDL3] | Unknown | Rating: 4.5
(ID: B001LGXIAQ) The Express [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | 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."
}
|
B07RT1WG6G
|
[Item: B07RT1WG6G]
| 4
|
AE55IFCRPKPWAB3QOP4XJ6IZRIGA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Planters of Colonial Virginia | Books > History > Americas | Rating: 1.0
- The Monster at the End of This Book | Books > Children's Books > Activities, Crafts & Games | Rating: 5.0
- Frederick Douglass: Prophet of Freedom (Roughcut) | Books > History > Americas | Rating: 4.0
- 1L of a Ride: A Well-Traveled Professor's Roadmap to Success in the First Year of Law School (Student Guides) | Books > Law > Legal Education | Rating: 5.0
- The Woman Who Watches Over the World: A Native Memoir | Books > Biographies & Memoirs > Community & Culture | Rating: 2.0
- Evidence Under the Rules, Seventh Edition (Aspen Casebook Series) | Books > New, Used & Rental Textbooks > Law | Rating: 1.0
- The Last Werewolf | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Alhambra Stained Glass Coloring Book (Dover Design Coloring Books) | Books > Children's Books > Activities, Crafts & Games | Rating: 5.0
### User's movies History:
- [Item: B07Q6MKSRZ] | Unknown | Rating: 2.0
- [Item: B07PRNVMFG] | Unknown | Rating: 2.0
- [Item: B07FN61BYJ] | Unknown | Rating: 1.0
- [Item: B071SFGCGG] | Unknown | Rating: 4.0
- [Item: B01MXMCG8P] | Unknown | Rating: 5.0
- [Item: B06XTB4KBD] | Unknown | Rating: 4.0
- Grantchester | Suspense > Drama | Rating: 1.0
- 12 Years a Slave | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0042AQPSA) Jet Pilot (Starring John Wayne & Janet Leigh) | Movies & TV > Featured Categories | Rating: 4.4
(ID: B005LQFDC8) The Lighthorsemen [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: 6302739934) Gaiking [VHS] | Movies & TV > Art House & International > By Original Language | Rating: 2.5
(ID: B00A5IZGDI) [Item: B00A5IZGDI] | Unknown | Rating: 4.7
(ID: B002M87VQ4) [Item: B002M87VQ4] | Unknown | Rating: 4.7
(ID: B00HMCLPUS) [Item: B00HMCLPUS] | Unknown | Rating: 4.8
(ID: B0056P6SP0) Hellraiser: Revelations | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B08BJYVSX7) [Item: B08BJYVSX7] | Unknown | Rating: 4.4
(ID: B004D1FTTO) [Item: B004D1FTTO] | Unknown | Rating: 4.4
(ID: B00VJ1A92S) [Item: B00VJ1A92S] | Unknown | Rating: 4.4
(ID: B00DVPMXYW) Mardi Gras | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.4
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B000056B07) The Best of Ernie Kovacs [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B0000TWMTS) B.A.P.S. | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B000068MBH) Joe Somebody | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B07WJ46TZ1) [Item: B07WJ46TZ1] | Unknown | Rating: 4.6
(ID: B001OD8E4G) Max Fleischer's Superman (DVD) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.7
(ID: B07VWLX454) Mississippi Madam: The Life of Nellie Jackson | Documentary > Special Interest | Rating: 4.4
(ID: B00PQXCTVY) [Item: B00PQXCTVY] | Unknown | Rating: 4.6
(ID: B00BWJ91XK) [Item: B00BWJ91XK] | Unknown | Rating: 4.8
(ID: B00005T30A) Blankman | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B000FS2W6W) The Scary Godmother, Vol. 2: The Revenge of Jimmy | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B011U0I7AS) [Item: B011U0I7AS] | Unknown | Rating: 3.5
(ID: B079WDXHQY) [Item: B079WDXHQY] | Unknown | Rating: 2.9
(ID: B00005KHL9) A Perfect Hero, 6 Volume Gift VHS | Movies & TV > Boxed Sets > Drama | Rating: 5.0
(ID: B007HJBADS) Dysfunktional Family | Documentary | Rating: 4.7
(ID: B001NRPQKS) Best of TV Detectives Collection | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.1
(ID: B07NYCP3X3) [Item: B07NYCP3X3] | Unknown | Rating: 3.1
(ID: B07TKZL545) [Item: B07TKZL545] | Unknown | Rating: 3.3
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B0141BAJ2W) [Item: B0141BAJ2W] | Unknown | Rating: 4.7
(ID: B07H8NP8MX) [Item: B07H8NP8MX] | Unknown | Rating: 4.5
(ID: B08P52112M) [Item: B08P52112M] | Unknown | Rating: 4.4
(ID: B0093Q9TJA) [Item: B0093Q9TJA] | Unknown | Rating: 4.7
(ID: B0057UOYCI) [Item: B0057UOYCI] | Unknown | Rating: 4.0
(ID: 1567301452) A Self Made Hero VHS | Movies & TV > Art House & International > By Country | Rating: 4.0
(ID: B078XN5Q96) Bringing Up Bates | Unscripted > Special Interest | Rating: 4.8
(ID: B00F6PZ7NY) The Road to Graceland: Interviews with Paul Simon and Ladysmith Black Mambazo | Special Interest | Rating: 4.6
(ID: B01LXNZLIJ) [Item: B01LXNZLIJ] | Unknown | Rating: 4.5
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B075783S89) [Item: B075783S89] | Unknown | Rating: 5.0
(ID: B01G1612XU) Disney Operation Dumbo Drop Blu-Ray 20th Anniversary Edition | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B07G1WQ6W7) [Item: B07G1WQ6W7] | Unknown | Rating: 4.5
(ID: B075R72WTP) The Lost Tree | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B000003K87) Star Trek - Deep Space Nine, Episode 81: The Sword of Kahless VHS | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 3.7
(ID: B09RQNWBQT) [Item: B09RQNWBQT] | Unknown | Rating: 3.2
(ID: B01BDH2WPY) Mutant X The Complete Seasons 1-3 | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B07BC8VYYV) [Item: B07BC8VYYV] | Unknown | Rating: 3.3
(ID: B0099116J0) Ken Follett's World Without End [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B008Y5NLUY) [Item: B008Y5NLUY] | Unknown | Rating: 4.5
(ID: B00006G8HX) Star Trek III: The Search for Spock (Two-Disc Special Collector's Edition) [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.8
(ID: B07JDWNZH8) [Item: B07JDWNZH8] | Unknown | Rating: 5.0
(ID: B00CJUW0PM) [Item: B00CJUW0PM] | Unknown | Rating: 2.5
(ID: B07TM2JQBL) [Item: B07TM2JQBL] | Unknown | Rating: 3.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B000SALA7Y) Harold Reynolds Presents: Baseball Hitting Vol 6 | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.5
(ID: B00N1QG13A) [Item: B00N1QG13A] | Unknown | Rating: 4.8
(ID: B07CV2G44J) [Item: B07CV2G44J] | Unknown | Rating: 4.2
(ID: B00000F5ZL) Princess Caraboo | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B0055SJW10) Sharks, Piranhas & Monsters | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B0011FOVYE) Classical Stretch - The Esmonde Technique: 30 Minute Express Workouts | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 5.0
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B000B65ZR6) Stunt Woman | Movies & TV > Movies | Rating: 3.2
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B000WOSAVA) Kathy Smith: Peel off the Pounds Pilates | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.2
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B003V5CTF0) The Pixies: Acoustic & Electric Live [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B0052QX612) [Item: B0052QX612] | Unknown | Rating: 4.7
(ID: B000LE1E3M) Late Night With Conan O'Brien: 10th Anniversary Special/The Best of Triumph the Insult Comic Dog | Movies & TV > Music Artists > Aguilera, Christina | Rating: 4.7
(ID: B01GIY1I98) [Item: B01GIY1I98] | Unknown | Rating: 3.3
(ID: B0187WKYGW) Beauty and the Beast (DVD, 2010, 2-Disc Set, Diamond Edition) | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.8
(ID: B06XZ397P4) The Birds / Psycho (1960) | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.8
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00D6PTDIQ) [Item: B00D6PTDIQ] | Unknown | Rating: 4.6
(ID: B00GOB3XI0) [Item: B00GOB3XI0] | Unknown | Rating: 4.6
(ID: B07GJ2Z79D) Pat Boone & Family: Christmas & Thanksgiving | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.5
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B07QJZFRTG) [Item: B07QJZFRTG] | Unknown | Rating: 4.6
(ID: B017V2GTGS) [Item: B017V2GTGS] | Unknown | Rating: 4.0
(ID: B08Y18762L) [Item: B08Y18762L] | Unknown | Rating: 3.7
(ID: B00TA5M7S4) [Item: B00TA5M7S4] | Unknown | Rating: 4.5
(ID: B009P3TQ26) [Item: B009P3TQ26] | Unknown | Rating: 4.8
(ID: B00ABYMV84) [Item: B00ABYMV84] | Unknown | Rating: 4.4
(ID: B01N5NT4ZJ) [Item: B01N5NT4ZJ] | Unknown | Rating: 4.1
(ID: B07D3DFM34) [Item: B07D3DFM34] | Unknown | Rating: 3.8
(ID: B00K0CP634) [Item: B00K0CP634] | Unknown | Rating: 4.6
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B004BUY13W) Big Daddy | Comedy > Drama > Heartwarming | Rating: 4.8
(ID: B001JV5B4E) Fireman Sam Saves the Day! | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.5
(ID: B07HR1S3VF) [Item: B07HR1S3VF] | Unknown | Rating: 3.8
(ID: B00271HANA) [Item: B00271HANA] | Unknown | Rating: 4.4
(ID: B00CF39Z7O) Hitchcock | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B015X2I4ZC) Ritchie Blackmore Story | Movies & TV > TV | Rating: 4.7
(ID: B00E0KNBM0) [Item: B00E0KNBM0] | Unknown | Rating: 4.0
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B004G3WKLY) Bike-O-Vision - Virtual Cycling Adventure - Yellowstone National Park - Perfect for Indoor Cycling and Treadmill Workouts - Cardio Fitness Scenery Video (Widescreen DVD #9) | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.8
]
## 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."
}
|
B07VWLX454
|
Mississippi Madam: The Life of Nellie Jackson
| 1
|
AE5W52X2KUZGB5ALODZKSKVXC5VA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- When the Emperor Was Divine | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Ornithology | Books > Science & Math > Biological Sciences | Rating: 4.0
- A View from the Bridge (Penguin Classics) | Books > Literature & Fiction > Dramas & Plays | Rating: 3.0
- Neither Wolf nor Dog: On Forgotten Roads with an Indian Elder | Books > Politics & Social Sciences > Social Sciences | Rating: 3.0
- The Devil's Highway: A True Story | Books > Politics & Social Sciences > Social Sciences | Rating: 1.0
- Cultural Anthropology (13th Edition) | Books > New, Used & Rental Textbooks > Social Sciences | Rating: 3.0
### User's movies History:
- [Item: B00C1C0WCQ] | Unknown | Rating: 4.0
- [Item: B004IDD9OO] | Unknown | Rating: 2.0
- Fullmetal Alchemist: The Conqueror of Shamballa (Limited Edition) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 5.0
- Inuyasha Season 5 | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 5.0
- Inuyasha Season 6 Box Set | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 5.0
- Fullmetal Alchemist: Brotherhood, Part 3 | Movies & TV > Boxed Sets > Anime | Rating: 5.0
- Fullmetal Alchemist: Brotherhood, Part 4 | Movies & TV > Boxed Sets > Anime | Rating: 5.0
- Hero Tales: Part One (Limited Edition) | Movies & TV > Boxed Sets > Anime | Rating: 2.0
- Fullmetal Alchemist: Brotherhood, Part 5 | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Friends: The Complete Series | Movies & TV > Studio Specials > Warner Home Video | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B01GWBZM44) Collateral (Two-Disc Special Edition) by Tom Cruise | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.5
(ID: B000083C59) Leisa Hart's FitMama: Prenatal Workout [VHS] | Movies & TV > Yoga > Pre & Post Natal | Rating: 4.2
(ID: B000HDR89Q) Saiyuki: Complete Seasons 1 & 2 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B003U4VGGU) Venus Ranger | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B00007L4LG) Ai Yori Aoshi, Volume 1: Faithfully Yours (Episodes 1-5) | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.1
(ID: B000FBWVY2) Whistle Down the Wind [Region 2] | Movies & TV > Movies | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B0002JK77K) The Gods Must Be Crazy / The Gods Must Be Crazy II | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B01MYOFTWU) [Item: B01MYOFTWU] | Unknown | Rating: 4.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00DTECIFY) One Direction: Going Our Way | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B002SHBW4G) [Item: B002SHBW4G] | Unknown | Rating: 3.0
(ID: B000O599MG) Without Reservations (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B07ZPG5JNG) [Item: B07ZPG5JNG] | Unknown | Rating: 4.6
(ID: B000050IMT) Abraxas, Guardian of the Universe | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.8
(ID: B099FCVX7K) [Item: B099FCVX7K] | Unknown | Rating: 4.4
(ID: B003ITKN98) [Item: B003ITKN98] | Unknown | Rating: 4.6
(ID: B0172TWW8Y) [Item: B0172TWW8Y] | Unknown | Rating: 4.8
(ID: B07HCQ617M) Bob & Carol & Ted & Alice [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B007V9EAA4) Strike Witches - Complete First Season (Blu-ray/DVD Combo) | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B003PAXOOQ) The Least Among You | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B07194F1X9) 4 Film Favorites: Robert Downey JR (DVD) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B01LTHZVSI) Hacksaw Ridge [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.8
(ID: B00WPF3IEI) [Item: B00WPF3IEI] | Unknown | Rating: 4.8
(ID: B072DVVYT4) The Mothman of Point Pleasant | Documentary > Mysterious > Tense | Rating: 4.1
(ID: B081S6ZRG6) [Item: B081S6ZRG6] | Unknown | Rating: 3.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B08KKDSXFR) [Item: B08KKDSXFR] | Unknown | Rating: 4.1
(ID: B00PHNERHC) Duck Dynasty | Unscripted > Comedy > Drama | Rating: 4.9
(ID: B0025XUTKQ) The Union: The Business Behind Getting High | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: B0001P1BA2) Play for Today {Brimstone and Treacle} | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B007KW5M6I) Chips: Season 1 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B001D000Y2) [Item: B001D000Y2] | Unknown | Rating: 3.8
(ID: B00X69FZMA) [Item: B00X69FZMA] | Unknown | Rating: 4.8
(ID: B007EJU72Q) [Item: B007EJU72Q] | Unknown | Rating: 4.3
(ID: B00CLHUCTY) [Item: B00CLHUCTY] | Unknown | Rating: 4.6
(ID: B07GK126WY) Wreck-It Ralph 4K UHD | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: 6300276856) Silly Symphonies: Three Little Wolves (1936), Toby Tortoise Returns (1936), Water Babies (1935) | Movies & TV > Disney Home Video > All Disney Titles | Rating: 5.0
(ID: B000TLTCOK) Best of Laredo: Season 1 [DVD] | Movies & TV > Boxed Sets > Television | Rating: 4.4
(ID: B005QUQRD8) Tanner Hall | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.8
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B007NE06UK) Happily Ever After | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B07Y9929LK) Aces: Iron Eagle III [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B0172OHUIQ) [Item: B0172OHUIQ] | Unknown | Rating: 4.1
(ID: B00MU3I1TM) Moscow on the Hudson | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B00014TCQI) Keeping Fit in Your 50s - Aerobics | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.9
(ID: B004IV5AKM) [Item: B004IV5AKM] | Unknown | Rating: 4.7
(ID: B07S3XSZ94) [Item: B07S3XSZ94] | Unknown | Rating: 4.5
(ID: B00BZUMLGU) [Item: B00BZUMLGU] | Unknown | Rating: 3.7
(ID: B08LW52T1Y) [Item: B08LW52T1Y] | Unknown | Rating: 4.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B000RKT3N8) One on One Workshops in Ribbon Embroidery and Stumpwork with Di van Niekerk Volume 2 | Movies & TV > Disc on Demand | Rating: 2.9
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B07ZWB224Z) Pet Sematary Two [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B07N33SRXM) Bear in the Big Blue House: Disney TV Series - The Blue Collection - 37 Selections of Episodes and Sing-Alongs + Bonus Art Card | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B000EQHXD2) Awesome Intervals: Fantastic Fun, Cardio and Strength, Amazing Results | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.6
(ID: B005ILJQRE) Kenan & Kel | Comedy | Rating: 4.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B005XQW9X2) HD Yoga (4-disc set) | Movies & TV > Blu-ray > TV | Rating: 3.5
(ID: B007K2L7PI) [Item: B007K2L7PI] | Unknown | Rating: 3.7
(ID: B000NOKJDQ) The Mysteries of the Cosmos | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.5
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B01LG6IJZ4) [Item: B01LG6IJZ4] | Unknown | Rating: 4.3
(ID: B00R041BVQ) Fortitude [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.3
(ID: B01GPAI0KU) [Item: B01GPAI0KU] | Unknown | Rating: 3.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B081QW4PY6) [Item: B081QW4PY6] | Unknown | Rating: 4.8
(ID: B00NAFXXFG) Dominion: Season 1 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B00HD6DLJ6) [Item: B00HD6DLJ6] | Unknown | Rating: 4.2
(ID: 6304518129) Wilbur Visits the Farm [VHS] | Movies & TV > Movies | Rating: 4.2
(ID: B008CPBLJY) [Item: B008CPBLJY] | Unknown | Rating: 3.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: 6304177852) The Arrival [VHS] | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.4
(ID: B009JW4M22) [Item: B009JW4M22] | Unknown | Rating: 3.4
(ID: 6302730015) Miss Rose White Hallmark Hall of Fame VHS | Movies & TV > Jewish Heritage > Holocaust | Rating: 4.6
(ID: B0B8N52Z3J) [Item: B0B8N52Z3J] | Unknown | Rating: 4.8
(ID: B00005NC5D) Dragon Ball Z - Frieza - Super Saiyan Goku | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: 6301980557) Mermaids [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B0002VYPQ2) Hanaukyo Maid Team La Verite - How do you do, Master? (Vol. 1) | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.3
(ID: B00DCRE6MQ) Scenic Route | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B000TGI7B4) Two Fat Ladies: Complete Series [Region 2] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B07DLLFGWC) The Mick: The Complete Second Season | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B07MVJFV7Y) Cathe Friedrich LITE Rev'd Up Rumble Kickboxing Low Impact Exercise DVD - Lose Weight and Get In Shape With This Fat Burning Cardio Kickbox Weight Loss Workout DVD | Movies & TV > TV | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B08797B15N) Murder by the Lake | Suspense > International | Rating: 3.0
(ID: B016WPGCRQ) [Item: B016WPGCRQ] | Unknown | Rating: 4.2
(ID: B0001HAISG) Peter Pan (Widescreen Edition) | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.7
(ID: B005GFM5SO) [Item: B005GFM5SO] | Unknown | Rating: 5.0
(ID: B000BFJM6C) Best of TROMADANCE - Volume 4 | Movies & TV > Independently Distributed > Comedy | Rating: 3.3
(ID: B07H3H2F9F) [Item: B07H3H2F9F] | Unknown | Rating: 4.1
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00421XUPA) [Item: B00421XUPA] | Unknown | Rating: 1.6
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B06XGR9N2T) [Item: B06XGR9N2T] | Unknown | Rating: 4.8
(ID: B0006UBMFG) The Complete Adventures Of Cubby Bear | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00005K3OB) The Island of Dr. Moreau [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.3
(ID: B00QRPZELC) Barbie in Princess Power | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B00I1PENXG) Exercise and Isometrics . Exercise with Grand Master Moon in this Ultimate Workout DVD. Discover how you can make your body strong like iron, using seven forms of Chul Sa Jang. Develop incredible strength and power. Learn five Ki Cho Ja Ki (Ki exercise). Learn seven forms of Chul Sa Jang. Develop Incredible Strength and Power. You need to have at least 12 years of training to earn the 4th degree black belt, before you are exposed to Isometrics Chul Sa Jang (Dragon, Bear, Tiger, Eagle Exercise) Isometrics Chul Sa Jang strengthens your body and mind. | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 2.3
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | 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."
}
|
B07S3XSZ94
|
[Item: B07S3XSZ94]
| 2
|
AE2D3MFKA7Q7JWY3COZDDD33CZ6Q
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Crisis On Infinite Earths | Books > Comics & Graphic Novels > Graphic Novels | Rating: 1.0
- JLA Tower of Babel | Books > Comics & Graphic Novels > Publishers | Rating: 1.0
- Batman R.I.P. | Books > Comics & Graphic Novels > Graphic Novels | Rating: 5.0
- Kick-Ass | Books > Comics & Graphic Novels > Graphic Novels | Rating: 2.0
- The Boys, Vol. 5: Herogasm | Books > Comics & Graphic Novels > Graphic Novels | Rating: 3.0
### User's movies History:
- Tim & Eric Awesome Show, Grt Job! S4 DVD | Movies & TV > Featured Categories > DVD | Rating: 1.0
- Tim and Eric Awesome Show, Great Job!: Seasons 1-3 | Movies & TV > Studio Specials > Warner Home Video | Rating: 1.0
- Tim & Eric Awesome Show, Great Job! Season 5 | Movies & TV > Featured Categories > DVD | Rating: 1.0
- Tim and Eric Awesome Show, Great Job!: Season 3 | Movies & TV > Featured Categories > DVD | Rating: 1.0
- Tim and Eric Awesome Show, Great Job! - Season 1 | Movies & TV > Featured Categories > DVD | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B00K3VYNH2) Chains of Lust | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.2
(ID: B07GT9LY18) [Item: B07GT9LY18] | Unknown | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B000059WZW) The Road to El Dorado | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00502KC7O) Camp Nowhere/Baby: Secret Of The Lost Legend | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B001RXB4KO) Tim and Eric Awesome Show, Great Job!: Seasons 1 & 2 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.3
(ID: B00S03ML6A) [Item: B00S03ML6A] | Unknown | Rating: 4.7
(ID: B000I4NXMU) Merantau Warrior | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B00MC2VN9Q) Sherlock (Seasons 1-3) - 3-Disc Set ( Sherlock - Seasons One, Two & Three ) [ Blu-Ray, Reg.A/B/C Import - Netherlands ] | Movies & TV > Blu-ray > TV | Rating: 4.5
(ID: 0800106806) Blind Date | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00I0VTRFA) The Terminal [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B000053VAX) River's Edge [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B07N8FNYBM) [Item: B07N8FNYBM] | Unknown | Rating: 5.0
(ID: B096DFDNDB) [Item: B096DFDNDB] | Unknown | Rating: 2.9
(ID: B07PH35NLY) [Item: B07PH35NLY] | Unknown | Rating: 4.4
(ID: B01KUCU5AM) [Item: B01KUCU5AM] | Unknown | Rating: 3.8
(ID: B0000A4MVN) Back To School With Franklin | Movies & TV > Movies & TV Holiday Wishlist | Rating: 4.5
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B000GUJYQK) The Sandlot/The Sandlot 2 [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B0094M0CT4) [Item: B0094M0CT4] | Unknown | Rating: 4.6
(ID: B075G1WXKB) [Item: B075G1WXKB] | Unknown | Rating: 4.1
(ID: B00KQFO0TQ) [Item: B00KQFO0TQ] | Unknown | Rating: 4.2
(ID: B00008G83R) Best of the Allman Brothers Band - Signature Licks DVD | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B09YX51YJS) [Item: B09YX51YJS] | Unknown | Rating: 3.0
(ID: B07GT35SKJ) [Item: B07GT35SKJ] | Unknown | Rating: 3.9
(ID: B000EOTUTE) Waiting for God: Season 1 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00004LC7T) A Night at the Casablanca VHS | Movies & TV > Independently Distributed > Musicals & Performing Arts | Rating: 3.0
(ID: B00VPZQACQ) [Item: B00VPZQACQ] | Unknown | Rating: 4.8
(ID: B00I32AOD0) A History of Dance On Screen | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00005U8EL) O | Movies & TV > Shakespeare on DVD Store > More to Explore | Rating: 4.5
(ID: B00TJFXGK8) Femme Fatales - Complete Series | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B003XX2R34) Mamady Keita - Djembefola & Mogobalu DVD | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B081D9WD4S) [Item: B081D9WD4S] | Unknown | Rating: 4.0
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B07628KNW9) Movin' On Season 1 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: 6301785940) Road Lawyers and Other Briefs [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.5
(ID: B00KF7TQLW) [Item: B00KF7TQLW] | Unknown | Rating: 4.5
(ID: B07GJG4QTW) LEGO 3-Film Collection [DVD] [2018] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B01N1KONC3) The Pioneer Woman | Unscripted > Documentary > Special Interest | Rating: 4.7
(ID: B005OUOI8Q) [Item: B005OUOI8Q] | Unknown | Rating: 3.8
(ID: B004WTZX5M) [Item: B004WTZX5M] | Unknown | Rating: 4.8
(ID: 6301966643) Berlin Affair,the [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.3
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B000BB1MOQ) Lenny the Wonder Dog | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B09YTZLSP8) [Item: B09YTZLSP8] | Unknown | Rating: 4.2
(ID: B07FNVY28W) 2 Broke Girls: The Complete Series Seasons 1 2 3 4 5 6 | Movies & TV > TV | Rating: 4.7
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B01GU87ILY) [Item: B01GU87ILY] | Unknown | Rating: 5.0
(ID: B003F1SSG4) Frank Sinatra, Liza Minnelli & Sammy Davis Jr: Live From Detroit (1988) | Movies & TV > Genre for Featured Categories > Romance | Rating: 3.7
(ID: B0001Y7PBC) The Last Samurai | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B0007WFUHY) Apocalypse - The Puzzle of Revelation (History Channel) (A&E DVD Archives) | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.1
(ID: B00C4QA5R6) [Item: B00C4QA5R6] | Unknown | Rating: 4.8
(ID: B06XDTXX57) [Item: B06XDTXX57] | Unknown | Rating: 4.0
(ID: B076DHQ2NS) [Item: B076DHQ2NS] | Unknown | Rating: 3.3
(ID: B01L00HWN6) The Librarians, Season 1 | Movies & TV > TV | Rating: 4.6
(ID: B01831CN3O) [Item: B01831CN3O] | Unknown | Rating: 5.0
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B009CMRTSS) [Item: B009CMRTSS] | Unknown | Rating: 4.3
(ID: B07BF8CBWM) [Item: B07BF8CBWM] | Unknown | Rating: 4.4
(ID: B0036QUCE4) Little Bear - Rainy Day Tales/Feel Better, Little Bear (Double Feature) | Movies & TV > Movies | Rating: 4.6
(ID: B07B8M867Y) [Item: B07B8M867Y] | Unknown | Rating: 4.1
(ID: B00O5C6X6Y) [Item: B00O5C6X6Y] | Unknown | Rating: 4.6
(ID: B076CTF4WJ) [Item: B076CTF4WJ] | Unknown | Rating: 5.0
(ID: B09QBZHGGJ) [Item: B09QBZHGGJ] | Unknown | Rating: 4.4
(ID: B00GMOP5UI) [Item: B00GMOP5UI] | Unknown | Rating: 4.1
(ID: B01N4TGNEW) [Item: B01N4TGNEW] | Unknown | Rating: 4.6
(ID: B00BP3YHE6) [Item: B00BP3YHE6] | Unknown | Rating: 4.2
(ID: B003Y17TWY) [Item: B003Y17TWY] | Unknown | Rating: 4.3
(ID: B0000C2IS7) Angelic Layer - Divine Inspiration (Vol. 1) [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.0
(ID: B07KZK9YCZ) Starhops | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B07Z9RV7W6) [Item: B07Z9RV7W6] | Unknown | Rating: 3.5
(ID: B00WXZW9W2) Amazing Race - S18 (3 Discs) | Movies & TV > Disc on Demand | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B001J69794) Black Greek Organizations: The Foundation | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B001JFZ2AI) Single Black Female | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.9
(ID: B08CQC3VQ4) [Item: B08CQC3VQ4] | Unknown | Rating: 3.2
(ID: B001LM64EW) NatureVision TV's Pacific Coast [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 3.7
(ID: B000JLQQ26) Will Rogers Collection, Vol. 2 (Ambassador Bill / David Harum / Mr. Skitch / Too Busy to Work) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B005OP233I) Huggabug Club | Kids > Music Videos and Concerts | Rating: 5.0
(ID: B000F9TCT6) Whereever I Go:Live in Atlanta | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B081KPTT3R) The Field Afar: The Life of Fr. Vincent Capodanno | Movies & TV > Genre for Featured Categories > Military & War | Rating: 4.7
(ID: B007I1Q508) Traveling Saleslady / Miss Pacific Fleet: Joan Blondell & Glenda Farrell Double Feature | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B01I67AQGQ) [Item: B01I67AQGQ] | Unknown | Rating: 4.5
(ID: B001PCNZHM) Mayday: Air Disasters | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.1
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0018WOR94) Joseph L. Mankiewicz's 5 Fingers (Five Fingers) ~ Original Release [Import, All-regions] (Dvd) | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 3.4
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B01A45HXMI) [Item: B01A45HXMI] | Unknown | Rating: 4.3
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0092MF56Q) [Item: B0092MF56Q] | Unknown | Rating: 4.7
(ID: B072KGG789) [Item: B072KGG789] | Unknown | Rating: 4.3
(ID: B01N4X04RC) The Hindenburg [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B000M2DKBW) Ghoul School: Super Bloody Splatter University Edition | Movies & TV > Indie & Art House | Rating: 3.7
(ID: 0971913412) Ranch Album | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.8
(ID: B01N4W79M9) Carmel Beach Waves for sleep | Special Interest | 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."
}
|
B001RXB4KO
|
Tim and Eric Awesome Show, Great Job!: Seasons 1 & 2
| 1
|
AEVGSYR2VC47EDXLAOPAGY5OF3DA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Simple Quilts from Me and My Sister Designs: Easy as 1, 2, 3 | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 5.0
- What the Wind Knows | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- CIRCE | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Piecing Makeover: Simple Tricks to Fine-Tune Your Patchwork • A Guide to Diagnosing & Solving Common Problems | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 5.0
- Lincoln in the Bardo: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- The Little Paris Bookshop: A Novel | Books > Literature & Fiction > History & Criticism | Rating: 1.0
- Creative Haven Victorian Houses Architecture Coloring Book: Relaxing Illustrations for Adult Colorists (Adult Coloring Books: Art & Design) | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 4.0
- The Storied Life of A. J. Fikry: A Novel | Books > Literature & Fiction > History & Criticism | Rating: 3.0
### User's movies History:
- [Item: B01J4SR91G] | Unknown | Rating: 5.0
- [Item: B00YBX664Q] | Unknown | Rating: 4.0
- [Item: B00DQIT2RU] | Unknown | Rating: 5.0
- [Item: B008BQ8YHQ] | Unknown | Rating: 5.0
- [Item: B005544TRQ] | Unknown | Rating: 5.0
- [Item: B00SACPBU4] | Unknown | Rating: 5.0
- [Item: B00IK9I6XG] | Unknown | Rating: 5.0
- [Item: B00J5WENJS] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: 6304928297) Have Gun Will Travel 1 VHS | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.3
(ID: B01J6J87NW) [Item: B01J6J87NW] | Unknown | Rating: 2.6
(ID: B00PVRQF6K) Gypsy Moths | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.1
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B0021L8V02) Did You Hear About the Morgans? [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B009RURO0I) [Item: B009RURO0I] | Unknown | Rating: 4.9
(ID: 1572525959) Gulliver's Travels (60th Anniversary Edition) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B01C9D81WY) [Item: B01C9D81WY] | Unknown | Rating: 4.3
(ID: B00IMZ0J1A) [Item: B00IMZ0J1A] | Unknown | Rating: 4.2
(ID: B00F2P9HIO) Blue Angel/Paper Boy (VG+ 45 rpm) | Movies & TV > Movies | Rating: 5.0
(ID: B006LZBUH0) [Item: B006LZBUH0] | Unknown | Rating: 4.1
(ID: B007EG8N1Q) Bullets Over Broadway (Import) (All Region NTSC) (1994) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B0BZMM1C7K) [Item: B0BZMM1C7K] | Unknown | Rating: 3.8
(ID: B0002IQKS6) Secret Sins [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.9
(ID: B000BGR0N8) Trigun - Limited Collector's Edition II (With Embossed Tin Case And Keychain) [DVD] | Movies & TV > Boxed Sets > Anime | Rating: 4.4
(ID: B004GNWG7C) Chris Ryan's Strike Back [2 DVDs] | Movies & TV > Movies | Rating: 4.4
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B0B789X44W) [Item: B0B789X44W] | Unknown | Rating: 3.5
(ID: B01BI4QNJI) [Item: B01BI4QNJI] | Unknown | Rating: 3.7
(ID: B00F202S5I) Prime Suspect: Series 3 | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B000T45YO4) [Item: B000T45YO4] | Unknown | Rating: 4.8
(ID: B01J619J9Q) [Item: B01J619J9Q] | Unknown | Rating: 4.0
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B01CUWWZ62) Bells of San Angelo | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00DQLWE90) [Item: B00DQLWE90] | Unknown | Rating: 3.4
(ID: B075FVSBKG) [Item: B075FVSBKG] | Unknown | Rating: 3.5
(ID: B00006L93S) Cedarmont Kids Sing-Along-Songs: Preschool Songs [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00EZ9VA92) [Item: B00EZ9VA92] | Unknown | Rating: 4.0
(ID: B000C65Z84) The New Adventures of Pinocchio | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B003YDUUHS) In & Out of Consciousness: Greatest Hits 1990-10 | Movies & TV > Movies | Rating: 4.5
(ID: B00HXWM81C) Japanese Movie - Shazai No Osama (The Apology King) (2DVDS) [Japan DVD] VPBT-13874 | Movies & TV > Movies | Rating: 4.0
(ID: B075TJDQ57) [Item: B075TJDQ57] | Unknown | Rating: 3.6
(ID: B07Q8DS9Q5) ThunderCats (Original Series): Season Two, Volume One (Repackaged/DVD) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B000HT3QBO) Pandora's Box (The Criterion Collection) | Movies & TV > Criterion Collection > All | Rating: 3.9
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B08RMTFZKG) [Item: B08RMTFZKG] | Unknown | Rating: 3.1
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B0030FG0XI) [Item: B0030FG0XI] | Unknown | Rating: 4.2
(ID: B005OXWUUG) Wereth Eleven, The | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B00F9IS51Y) [Item: B00F9IS51Y] | Unknown | Rating: 3.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B01148BZD2) [Item: B01148BZD2] | Unknown | Rating: 4.6
(ID: B00ARWXG8E) Head of the Family | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.2
(ID: B000W7DGHU) Harry Potter Interactive DVD Game - Hogwarts Challenge | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.0
(ID: B0158MZ5P4) Yellow Sky | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00BCMT0AQ) Beware of Mr. Baker | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.2
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: 6300213587) Star Trek - The Original Series, Episode 54: The Omega Glory VHS | Movies & TV > Science Fiction & Fantasy | Rating: 3.3
(ID: B014BGZ3L4) Farmhouse Rules | Unscripted > Special Interest | Rating: 4.3
(ID: B08DDHT4K2) [Item: B08DDHT4K2] | Unknown | Rating: 4.7
(ID: B002BDGSIW) Dr. No | Suspense > Adventure > Sensual | Rating: 4.6
(ID: B000XE8JC4) The Green Hornet (Bruce Lee) | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B082K63X4H) [Item: B082K63X4H] | Unknown | Rating: 3.2
(ID: B01LTHNHM0) Fear The Walking Dead Season 2 | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.7
(ID: B002DHDIJ8) [Item: B002DHDIJ8] | Unknown | Rating: 4.9
(ID: B00005JP9L) The U.S. vs. John Lennon | Movies & TV > Music Artists > The Beatles | Rating: 4.4
(ID: B00DRSU052) Sesame Street: C Is for Cooking [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B002DJTZKC) [Item: B002DJTZKC] | Unknown | Rating: 4.2
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B017OPAS1O) [Item: B017OPAS1O] | Unknown | Rating: 4.0
(ID: B01MYV080N) A Good Year | Movies & TV > Movies | Rating: 4.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B0786WZYWH) [Item: B0786WZYWH] | Unknown | Rating: 3.5
(ID: B00B98PFIO) [Item: B00B98PFIO] | Unknown | Rating: 3.1
(ID: B001FVTG1C) [Item: B001FVTG1C] | Unknown | Rating: 4.8
(ID: B07CRPGP8L) [Item: B07CRPGP8L] | Unknown | Rating: 4.5
(ID: B01N2PO6H5) [Item: B01N2PO6H5] | Unknown | Rating: 3.1
(ID: B001OLTV1S) Elton John & Billy Joel: The Piano Men - Live In Tokyo | Movies & TV > Music Artists > John, Elton | Rating: 3.6
(ID: B0073J77IY) [Item: B0073J77IY] | Unknown | Rating: 4.8
(ID: B07CV8HP5C) [Item: B07CV8HP5C] | Unknown | Rating: 2.9
(ID: B00004TJKJ) The Secret of Roan Inish | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B00025JZO0) Piranha | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B00387FR50) Bloodborne Pathogens - Annual Update for Healthcare | Movies & TV > Disc on Demand | Rating: 3.0
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00ZJGES9Y) The Kicks | Comedy > Sports > Kids | Rating: 4.8
(ID: B01MQWIOHJ) Being There (The Criterion Collection) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.9
(ID: B00O4J952M) [Item: B00O4J952M] | Unknown | Rating: 4.9
(ID: B01K6VG1IM) [Item: B01K6VG1IM] | Unknown | Rating: 2.7
(ID: B0036EYEX6) [Item: B0036EYEX6] | Unknown | Rating: 4.7
(ID: B01IPT10BK) [Item: B01IPT10BK] | Unknown | Rating: 3.8
(ID: B004APMYDC) [Item: B004APMYDC] | Unknown | Rating: 4.3
(ID: B079P7G71Y) [Item: B079P7G71Y] | Unknown | Rating: 4.6
(ID: B004P3T4OQ) [Item: B004P3T4OQ] | Unknown | Rating: 3.8
(ID: B097XH41BQ) Bird on a Wire (Special Edition) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B000A2WSUS) Gangsters Guns & Floozies Crime Collection: Pretty Boy Floyd | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.1
(ID: B00D4G0KSY) The Old Gun (1975) ( Le Vieux fusil ) ( Abschied in der Nacht ) [ Blu-Ray, Reg.A/B/C Import - Germany ] | Movies & TV > Blu-ray > Movies | Rating: 1.5
(ID: B08ZMCFZ7K) [Item: B08ZMCFZ7K] | Unknown | Rating: 4.9
(ID: B01MTWE8A8) [Item: B01MTWE8A8] | Unknown | Rating: 4.7
(ID: B08CJR21PX) Lemorele Modern Family - Season 11 | Movies & TV > TV | Rating: 4.8
(ID: B0081WXDOO) Shark Week | Documentary > Special Interest | Rating: 4.6
(ID: B000I0QLA0) Fun From None: Live from the No Fun Fest 2004 & 2005 | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: 6303270905) Silence of the Hams [VHS] | Movies & TV > Art House & International > By Genre | Rating: 4.2
(ID: B08ND33C3H) The Call Of The Wild | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B0030B908E) [Item: B0030B908E] | Unknown | Rating: 4.6
(ID: B073SFRPGV) [Item: B073SFRPGV] | Unknown | 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."
}
|
B00004TJKJ
|
The Secret of Roan Inish
| 5
|
AEV5TLHVNTN7XN4QC3IDT73R3CVA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- They All Love Jack: Busting the Ripper | Books > History > Europe | Rating: 3.0
- The Real Trial of Oscar Wilde | Books > Literature & Fiction > History & Criticism | Rating: 3.0
- The Mysteries Of Pittsburgh | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Hitler: 1936-1945 Nemesis | Books > Biographies & Memoirs > Historical | Rating: 5.0
- Oh the Glory of It All | Books > Biographies & Memoirs > Regional U.S. | Rating: 2.0
### User's movies History:
- Lie Down With Dogs [DVD] | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 2.0
- Mozart & The Whale (Widescreen) [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 5.0
- Paranormal Activity | Movies & TV > Genre for Featured Categories > Horror | Rating: 1.0
- Sacred Silence [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 1.0
- Vacancy | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 1.0
- Fracture (Widescreen Edition) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 2.0
- Bobby (Full Screen Edition) | Movies & TV > Genre for Featured Categories > Drama | Rating: 2.0
- Deadwood: Season 3 | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 5.0
- Cecil B. Demented [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B0001GL3KE) Love Actually VHS | Movies & TV > Art House & International > By Country | Rating: 4.7
(ID: B00CDU5JCE) [Item: B00CDU5JCE] | Unknown | Rating: 4.8
(ID: B002PNSJ2Q) 759: Boy Scouts of Harlem DVD NTSC Original Edition | Movies & TV > Movies | Rating: 4.6
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B08QDYMNGD) [Item: B08QDYMNGD] | Unknown | Rating: 4.9
(ID: B000O3C524) WOW Gospel #1s | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: 6306010971) Up at the Villa [VHS] | Movies & TV > Art House & International > By Country | Rating: 4.0
(ID: B000VU6K1C) Bionic Woman | Suspense > Drama > Action | Rating: 4.3
(ID: B00M0GLLR8) The Lion King 3: Hakuna Matata [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B07L39T5MW) [Item: B07L39T5MW] | Unknown | Rating: 4.5
(ID: B00ICGZS3S) [Item: B00ICGZS3S] | Unknown | Rating: 4.6
(ID: B00026FNIQ) My First Comedy Video [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.2
(ID: B014WHGWZI) [Item: B014WHGWZI] | Unknown | Rating: 4.4
(ID: B0011QCK14) The Fiance | Movies & TV > Movies | Rating: 3.7
(ID: B07J4B7M7Q) [Item: B07J4B7M7Q] | Unknown | Rating: 4.3
(ID: B09K6WZW2C) [Item: B09K6WZW2C] | Unknown | Rating: 3.8
(ID: B004RDV6JK) [Item: B004RDV6JK] | Unknown | Rating: 4.6
(ID: B002UEW31I) [Item: B002UEW31I] | Unknown | Rating: 4.8
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: 1629972398) The Mysterious Etruscans | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.9
(ID: B09PTRCS89) [Item: B09PTRCS89] | Unknown | Rating: 4.4
(ID: B0042W0BPQ) [Item: B0042W0BPQ] | Unknown | Rating: 4.2
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00JZQHTTA) Highway (2014 Hindi Film) | Movies & TV > Movies | Rating: 4.1
(ID: B00008K79Y) A Connecticut Yankee in King Arthur's Court [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.8
(ID: B0779NDGN7) [Item: B0779NDGN7] | Unknown | Rating: 4.4
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B001FQHQL4) A Tale of Two Cities | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.1
(ID: B015RTSDY8) An Introduction to Infectious Diseases | Special Interest | Rating: 4.5
(ID: B008CXWX4S) Pretty Little Liars | Suspense > Drama > Romance | Rating: 4.9
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B000O76PVM) Ashura [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.0
(ID: B006DUJXP4) [Item: B006DUJXP4] | Unknown | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00KP7QNL8) [Item: B00KP7QNL8] | Unknown | Rating: 4.5
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0842B4BJM) [Item: B0842B4BJM] | Unknown | Rating: 4.4
(ID: B013LE9PNE) [Item: B013LE9PNE] | Unknown | Rating: 3.0
(ID: B000C3L2BQ) Belly Twins: Indi-Hop | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.5
(ID: B00NLTAKG6) [Item: B00NLTAKG6] | Unknown | Rating: 4.2
(ID: B00V1119HA) Eastern Boys | Movies & TV > Independently Distributed > Drama | Rating: 4.0
(ID: B005MLUUPM) [Item: B005MLUUPM] | Unknown | Rating: 4.7
(ID: B093VFNCYP) Down In the Delta | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B003CGOO74) [Item: B003CGOO74] | Unknown | Rating: 4.5
(ID: B00MFE00A4) [Item: B00MFE00A4] | Unknown | Rating: 4.0
(ID: B0B8V2F6DF) [Item: B0B8V2F6DF] | Unknown | Rating: 3.1
(ID: B07F48R8CW) [Item: B07F48R8CW] | Unknown | Rating: 3.1
(ID: B0000UHFBC) The Lottery [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B01NCKLV6L) [Item: B01NCKLV6L] | Unknown | Rating: 4.6
(ID: B00APUT6IW) [Item: B00APUT6IW] | Unknown | Rating: 4.1
(ID: B01DJQ7GKI) Cinema Exiles: From Hitler to Hollywood | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B07DK41DTW) Mary Shelley [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B08RZDRNQ4) [Item: B08RZDRNQ4] | Unknown | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B0087XJF8U) Mulan Chinese Movies DVD by Zhao Wei, Chen Kun-Cantonese/Mandarin Audio With English/Chinese Subtitles - NTSC - Region 3 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 5.0
(ID: B00536W4CI) Gold's Gym Muffin Top Meltdown | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B0773TNDVF) [Item: B0773TNDVF] | Unknown | Rating: 4.9
(ID: B00I5H8NYA) [Item: B00I5H8NYA] | Unknown | Rating: 2.1
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B000089QEM) Tess of the d'Urbervilles | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00JP5PHYK) [Item: B00JP5PHYK] | Unknown | Rating: 3.5
(ID: B00O8O6U12) [Item: B00O8O6U12] | Unknown | Rating: 4.2
(ID: B004H7M7LC) [Item: B004H7M7LC] | Unknown | Rating: 4.4
(ID: B07C1FZ2RG) [Item: B07C1FZ2RG] | Unknown | Rating: 2.3
(ID: B01LXLOX87) [Item: B01LXLOX87] | Unknown | Rating: 3.7
(ID: B00V2M03OS) [Item: B00V2M03OS] | Unknown | Rating: 4.3
(ID: B00P4PWJDM) [Item: B00P4PWJDM] | Unknown | Rating: 4.6
(ID: B00T484EH4) [Item: B00T484EH4] | Unknown | Rating: 4.5
(ID: B07FTVJWF3) [Item: B07FTVJWF3] | Unknown | Rating: 3.5
(ID: B0009ESTD2) Jubei-Chan 2 - J2 - Vendetta | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B004714B9E) The Chemistry 1 Tutor: Volume 1 - 10 Hour Course! | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01MQWHZVX) [Item: B01MQWHZVX] | Unknown | Rating: 2.8
(ID: B010RHKZVE) [Item: B010RHKZVE] | Unknown | Rating: 4.5
(ID: B00ZB2K1M4) [Item: B00ZB2K1M4] | Unknown | Rating: 4.4
(ID: B000IOM1FK) The Ripper Blood Pack (The Ripper / Blood Cult / Revenge) | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.9
(ID: B009U34HKC) [Item: B009U34HKC] | Unknown | Rating: 4.6
(ID: B07ZW8N3HW) The Titfield Thunderbolt [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.2
(ID: B00MZNZDGG) [Item: B00MZNZDGG] | Unknown | Rating: 4.4
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: 0792842189) Ulee's Gold [DVD] | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.5
(ID: B018JSAC2K) American Hero | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.2
(ID: B01LA4N3EY) Greenleaf Season 1 [Blu-ray + Digital HD] | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B004CTXJJE) [Item: B004CTXJJE] | Unknown | Rating: 4.1
(ID: 6302655897) Suddenly, Last Summer VHS | Movies & TV > Art House & International > By Country | Rating: 4.6
(ID: B007Q34Z6E) [Item: B007Q34Z6E] | Unknown | Rating: 4.7
(ID: B079SXXPRW) Ithaca | Action > Drama > Dark | Rating: 3.7
(ID: B004K6WCZG) [Item: B004K6WCZG] | Unknown | Rating: 4.2
(ID: B000LXH0AE) Stranger Than Fiction [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B008Y6UOQW) [Item: B008Y6UOQW] | Unknown | Rating: 4.6
(ID: 6303695191) Reebok Versa Training:Hi-Low Aerobics VHS | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.6
(ID: B077JP9G1M) [Item: B077JP9G1M] | Unknown | Rating: 3.9
(ID: 6304286864) Inspector Clouseau [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.1
(ID: B004HKZFSQ) Abbott & Costello: The Funniest Routines Collection 2-Disc Set | Movies & TV > Independently Distributed > Comedy | Rating: 4.5
(ID: B0006A9GRC) Indigo Girls: Live At The Uptown Lounge [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B07P8BG4DD) [Item: B07P8BG4DD] | Unknown | 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."
}
|
B00V1119HA
|
Eastern Boys
| 3
|
AFO4XGFOWCAMU6GN4FME7O4MZSSQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Rant: The Oral Biography of Buster Casey | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- In Grandma's Attic (Volume 1) (Grandma's Attic Series) | Books > Children's Books > Literature & Fiction | Rating: 5.0
- Candide (Dover Thrift Editions) | Books > Literature & Fiction > World Literature | Rating: 4.0
- The Dumbest Generation: How the Digital Age Stupefies Young Americans and Jeopardizes Our Future(Or, Don 't Trust Anyone Under 30) | Books > Education & Teaching > Schools & Teaching | Rating: 1.0
- The Satanic Verses: A Novel | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
### User's movies History:
- Bruno Bozzetto's: Allegro Non Troppo | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.0
- Amélie | Movies & TV > Genre for Featured Categories > Comedy | Rating: 5.0
- Fantastic Planet | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 2.0
- POPaganda - The Art & Crimes of Ron English | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Running With Scissors | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.0
- Fear and Loathing in Las Vegas [DVD] | Movies & TV > Featured Categories > DVD | Rating: 5.0
- The Weather Underground | Movies & TV > Featured Categories > DVD | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B00D6A238I) [Item: B00D6A238I] | Unknown | Rating: 4.9
(ID: B07NZ7YKDG) [Item: B07NZ7YKDG] | Unknown | Rating: 4.2
(ID: B00UXHO5P6) The Last Hit | Drama > Action | Rating: 2.9
(ID: B00GHVP6TG) [Item: B00GHVP6TG] | Unknown | Rating: 4.8
(ID: B0002475ES) Barry Hrris: Spirit of Bebop | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00M574DDG) Aviation - Flying with Arthur Godfrey | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B08DHRT6VT) [Item: B08DHRT6VT] | Unknown | Rating: 4.5
(ID: B09CJ45QGW) Captain Video | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.1
(ID: B00A5IYXD2) [Item: B00A5IYXD2] | Unknown | Rating: 4.8
(ID: B01MXHFMYT) [Item: B01MXHFMYT] | Unknown | Rating: 4.6
(ID: B00834Q45K) [Item: B00834Q45K] | Unknown | Rating: 4.9
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B0050WCYGQ) [Item: B0050WCYGQ] | Unknown | Rating: 4.6
(ID: B008Y6MCB2) [Item: B008Y6MCB2] | Unknown | Rating: 4.2
(ID: B01F19W4SA) FitzPatrick Traveltalks: Volume 1 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B07BZ1NH21) [Item: B07BZ1NH21] | Unknown | Rating: 4.6
(ID: B00076ONVY) Silk Stalkings - The Complete Second Season [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B0018SYU0E) [Item: B0018SYU0E] | Unknown | Rating: 4.2
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0007939PW) The Classic Musicals Collection: Broadway to Hollywood (Easter Parade Two Disc Special Edition / The Band Wagon Two Disc Special Edition / Bells Are Ringing / Finian's Rainbow / Brigadoon) | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.5
(ID: B0000DEYTN) Soccer - The German Touch - Dribbling & Feinting | Movies & TV > Independently Distributed > Special Interests | Rating: 4.0
(ID: B018WU9FPA) [Item: B018WU9FPA] | Unknown | Rating: 2.3
(ID: B097NW13MZ) [Item: B097NW13MZ] | Unknown | Rating: 2.0
(ID: B01351O1C8) [Item: B01351O1C8] | Unknown | Rating: 2.4
(ID: B00CBFB8O4) Would You Rather | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.3
(ID: B0154OJPHU) [Item: B0154OJPHU] | Unknown | Rating: 3.2
(ID: 0783227477) Guiseppe Verdi's La Traviata [DVD] | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.6
(ID: B013XVVOPW) [Item: B013XVVOPW] | Unknown | Rating: 4.4
(ID: B002U6DVNK) Louis Armstrong: Good Evening Ev'rybody | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00CEO2H2Y) [Item: B00CEO2H2Y] | Unknown | Rating: 4.4
(ID: B01LTI0BPU) Passengers [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B008OI8R14) [Item: B008OI8R14] | Unknown | Rating: 4.6
(ID: B01B5H1RW6) [Item: B01B5H1RW6] | Unknown | Rating: 4.7
(ID: B00OH96X2E) [Item: B00OH96X2E] | Unknown | Rating: 3.0
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00MMOHZA0) [Item: B00MMOHZA0] | Unknown | Rating: 2.5
(ID: B095R75LSQ) John Carter | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B000FFJVGO) Marx Brothers - Collection [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B07Z8S27XX) [Item: B07Z8S27XX] | Unknown | Rating: 4.3
(ID: B000F1IO16) Preaching to the Choir | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.5
(ID: B08NCGGQYP) [Item: B08NCGGQYP] | Unknown | Rating: 4.1
(ID: B00007JZO9) Wild Arms - The Good, The Bad and The Greedy (Vol. 1 - With Series Box) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B00BUV9ZUO) Fluid Transitions: Drills and Combinations for Fusion Bellydance | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00RQURPK0) Recovery Humor 101 with Mark Lundholm (Home Use Version) | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 2.5
(ID: B076ML749R) Tell Me How I Die | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.8
(ID: B000F7CDXU) The Martha Stewart Cooking Collection - Martha's Guests - Master Chefs [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B0054NQUGG) [Item: B0054NQUGG] | Unknown | Rating: 4.7
(ID: B01I5OK2W8) [Item: B01I5OK2W8] | Unknown | Rating: 4.7
(ID: B08R6P18QF) [Item: B08R6P18QF] | Unknown | Rating: 4.1
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B07721T7KJ) [Item: B07721T7KJ] | Unknown | Rating: 4.0
(ID: B01CRDSP5O) Elk Hunting the Rut 2 | Drama > Adventure > Action | Rating: 4.2
(ID: B0000VV508) Biloxi Blues [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B001IOQWA4) Hamlet 2 | Movies & TV > Shakespeare on DVD Store > The Works | Rating: 4.7
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B09D9626QJ) [Item: B09D9626QJ] | Unknown | Rating: 3.8
(ID: B004YCKKH8) Dirty Pretty Things | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.2
(ID: B079N9J73T) The New Centurions (Special Edition) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00TLPNUCK) Big Hero 6 (3D) (Region Free Blu-Ray) (Hong Kong Version / English Language, Mandarin & Cantonese Dubbed / Chinese subtitled) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00R15MH6W) [Item: B00R15MH6W] | Unknown | Rating: 4.7
(ID: B00DFS5WNO) [Item: B00DFS5WNO] | Unknown | Rating: 3.2
(ID: B01MR4BHHJ) [Item: B01MR4BHHJ] | Unknown | Rating: 4.6
(ID: B0044XI1LE) Veer Blu Ray Bollywood DVD 2010 | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B001G55F80) Live Premonition-Deluxe | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00H8UYM54) [Item: B00H8UYM54] | Unknown | Rating: 4.1
(ID: B017OIUBP4) [Item: B017OIUBP4] | Unknown | Rating: 4.6
(ID: B01M2BV4YS) [Item: B01M2BV4YS] | Unknown | Rating: 3.8
(ID: 0930852826) The Big Picture: An Expose of the New World Order | Movies & TV > Movies | Rating: 5.0
(ID: B072873M1B) Leon The Professional [4K] [4K UHD] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B002Q0E544) Barnacle Bill [NON-U.S.A. FORMAT: PAL Region 2 U.K. Import] (Ealing Studios) | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00G1FQ020) [Item: B00G1FQ020] | Unknown | Rating: 4.5
(ID: B00004YRWU) WWE Summerslam 2000 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B0043TD3S0) [Item: B0043TD3S0] | Unknown | Rating: 4.2
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B07DF4PJJV) [Item: B07DF4PJJV] | Unknown | Rating: 4.7
(ID: B00OY7YQFA) World Made Straight | Movies & TV > Independently Distributed > Drama | Rating: 4.1
(ID: B001CEE1US) Speed Racer [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00646YJGK) [Item: B00646YJGK] | Unknown | Rating: 3.7
(ID: B001L2IFTO) [Item: B001L2IFTO] | Unknown | Rating: 4.6
(ID: B00WM4ZTS0) [Item: B00WM4ZTS0] | Unknown | Rating: 4.6
(ID: B01ATQAYS2) [Item: B01ATQAYS2] | Unknown | Rating: 4.8
(ID: B007WW7MLY) [Item: B007WW7MLY] | Unknown | Rating: 4.7
(ID: B00HYZ10RQ) Midsomer Murders: Village Case Files | Movies & TV > Boxed Sets > Television | Rating: 4.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00DNCDKLS) [Item: B00DNCDKLS] | Unknown | Rating: 3.0
(ID: B00SCDXS6K) Mama's Family: Mama's Favorites: Season 5(6 shows of season 5)(DVD) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B00AVIQ2X0) [Item: B00AVIQ2X0] | Unknown | Rating: 3.8
(ID: B000E41MRW) Plymptoons - The Complete Early Works of Bill Plympton | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: 0783229585) Buffalo '66 [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B085YVQNXJ) Outlander (2014) – Seasons 01- 05 [DVD] [2020] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B01MXZ87XI) [Item: B01MXZ87XI] | Unknown | Rating: 4.8
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B075DJD7XX) [Item: B075DJD7XX] | Unknown | 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."
}
|
B001IOQWA4
|
Hamlet 2
| 5
|
AHS2OUBFOTVDEH53575QHFLF6JNA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Decorating with Books | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 1.0
- Feels Like Home: Transforming Your Space from Uninspiring to Uniquely Yours | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 2.0
- The Guns at Last Light: The War in Western Europe, 1944-1945 (The Liberation Trilogy, 3) | Books > History > Europe | Rating: 5.0
- Johnny Carson | Books > Biographies & Memoirs > Arts & Literature | Rating: 5.0
- A Farewell to Justice: Jim Garrison, JFK's Assassination, and the Case That Should Have Changed History | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 1.0
### User's movies History:
- [Item: B00A6N7FFO] | Unknown | Rating: 5.0
- [Item: B0030F5W5K] | Unknown | Rating: 5.0
- Seven Years In Tibet | Historical > Drama > Ambitious | Rating: 5.0
- [Item: B003EG9Y9U] | Unknown | Rating: 5.0
- [Item: B003JFMFKG] | Unknown | Rating: 3.0
- [Item: B017APVHHM] | Unknown | Rating: 5.0
- [Item: B00FKJ8IQ4] | Unknown | Rating: 5.0
- [Item: B003YXOM86] | Unknown | Rating: 4.0
- [Item: B0080NP5YU] | Unknown | Rating: 1.0
- [Item: B006IVTP1U] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B09ZPWCYKH) [Item: B09ZPWCYKH] | Unknown | Rating: 2.6
(ID: B004JHM74C) [Item: B004JHM74C] | Unknown | Rating: 3.8
(ID: B01MT3LMT4) [Item: B01MT3LMT4] | Unknown | Rating: 4.7
(ID: B000WHU7IQ) Hope Floats / One Fine Day / Where the Heart Is (Triple Feature) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.3
(ID: B00MFDZNSY) [Item: B00MFDZNSY] | Unknown | Rating: 4.0
(ID: B014Q8N1CK) [Item: B014Q8N1CK] | Unknown | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B09R93WB2X) Endeavour | Drama | Rating: 4.8
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00T9DHUDY) [Item: B00T9DHUDY] | Unknown | Rating: 4.0
(ID: B00LUSUVNM) The Vanishing | Movies & TV > Criterion Collection > All | Rating: 4.2
(ID: B0010X8NGY) Teenage Mutant Ninja Turtles: Season 2, Part 1 [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.2
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B001KXZGOG) TCM Greatest Classic Films Collection: Best Picture Winners (Casablanca / Gigi / An American in Paris / Mrs. Miniver) | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.6
(ID: B07FQ6SWTD) Lost Child | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B000AARQKC) The Goddess Workout With Dolphina: Bellydance for Fitness: Body, Mind and Spirit | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.2
(ID: 6304239149) Giant Special VHS | Movies & TV > Widescreen > Drama | Rating: 4.7
(ID: B001NY4WYW) Adjust Your Color: The Truth of Petey Greene | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.2
(ID: B00H8A5R3U) [Item: B00H8A5R3U] | Unknown | Rating: 4.2
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B006MHZ42O) Call Me Fitz: Season 2 | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0741BVLZ9) [Item: B0741BVLZ9] | Unknown | Rating: 4.5
(ID: B0B8JLHHMS) [Item: B0B8JLHHMS] | Unknown | Rating: 3.6
(ID: B00XHWURW4) Love, Chunibyo & Other Delusions [DVD] | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.9
(ID: B00X9LQQ28) [Item: B00X9LQQ28] | Unknown | Rating: 4.5
(ID: B01737VJB6) [Item: B01737VJB6] | Unknown | Rating: 4.7
(ID: B0017XOF32) The Best of All About: Fire Engines, Trucks, Airplanes and Fast Trains | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.7
(ID: B07HSLSQ4N) Letterkenny: Season 1-5 DVD Collection - Collector's Edition [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B0009F4Z16) Car Audio Fiberglass Fabrication I | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B00004TJO4) The Scarecrow VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.3
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B000083C4Z) Dragon Ball Z - Super Android 13! (Edited) [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.7
(ID: B077MG5H6Q) [Item: B077MG5H6Q] | Unknown | Rating: 4.0
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B01FXLZ9LA) [Item: B01FXLZ9LA] | Unknown | Rating: 4.4
(ID: B07G7DLHH2) [Item: B07G7DLHH2] | Unknown | Rating: 4.6
(ID: B076LQTJ16) Supernatural The 13th | Suspense > Horror > Drama | Rating: 4.1
(ID: B015O6N0EW) [Item: B015O6N0EW] | Unknown | Rating: 4.5
(ID: 1596688823) Contemporary Fabric Collage: Design, Stitch & Finish | Movies & TV > Movies | Rating: 3.8
(ID: B00BSBTDBC) [Item: B00BSBTDBC] | Unknown | Rating: 3.2
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B003N6I9G0) [Item: B003N6I9G0] | Unknown | Rating: 4.7
(ID: 0780619412) Nightmare on Elm Street | Prime Video > Prime Video > Movies | Rating: 4.6
(ID: B000NDEXK2) 24: Season 1 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B000VHDJIW) USA Softball Beginning Pitching Instructional Series Vol. 6 | Movies & TV > TV | Rating: 4.0
(ID: B01EGC9JZO) They Will Have to Kill Us First (DVD) | Movies & TV > BBC > All BBC Titles | Rating: 4.6
(ID: B0001EQI42) Curse Of the Komodo [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.2
(ID: 0790750309) City for Conquest | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B07G3FBP6N) [Item: B07G3FBP6N] | Unknown | Rating: 3.8
(ID: B000056VPZ) The Match VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.9
(ID: B00PADRRJO) Sick: Survive the Night | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 2.9
(ID: B0043XX7VE) Despicable Me / Minion Madness | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 5.0
(ID: B07V4M7WVP) [Item: B07V4M7WVP] | Unknown | Rating: 3.4
(ID: B0027P9ADO) Knight Rider (2008) Season 1 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B01N0L19J3) [Item: B01N0L19J3] | Unknown | Rating: 4.7
(ID: B01KI263XW) Stabbed In The Face | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B001PSULX2) Shinobi: Complete Collection [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.1
(ID: B004MXXV3Y) Walking the Dead | Movies & TV > Science Fiction & Fantasy | Rating: 3.3
(ID: B003TX8Q42) Cartel: Parte II | Movies & TV > Boxed Sets > Art House & International | Rating: 4.6
(ID: B00HR340JA) Where The Wild Things Are/ Neverending Story (BD) (DBFE) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B000E6EK1U) Friends - The One with All the Birthdays | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B00INMLT9I) Winner Take All (1932) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B000GTLQUI) Next Door | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 3.9
(ID: B000BTIPPC) Jason And The Argonauts [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B077YSZZWJ) [Item: B077YSZZWJ] | Unknown | Rating: 4.6
(ID: B00GGESULK) [Item: B00GGESULK] | Unknown | Rating: 4.7
(ID: B00J9Q08GW) Bite The Bullet | Drama > Western > Ambitious | Rating: 4.4
(ID: B08KH2K4RH) Wicked City and Demon City Shinjuku - Double Feature [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00TYZ361C) Ted (Blu-ray Disc) - **DISC ONLY** | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B09R9RCF1W) Spider-man - 9 Film Collection (2002-2021) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B000VNJEGW) La Vie En Rose (2 Disc Special Edition) [DVD] [2007] | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.7
(ID: B003JH0LSM) Extreme Lead Guitar - Dissonant Scales & Arpeggios | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: 6304403321) Star Trek - The Next Generation, Episode 114: Conundrum VHS | Movies & TV > Science Fiction & Fantasy | Rating: 4.5
(ID: B07GX5PZMC) In Harm's Way [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B00GOT13M0) Farscape: Season 4, 15th Anniversary Edition [Blu-Ray] | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: B001NT64P2) [Item: B001NT64P2] | Unknown | Rating: 4.0
(ID: B000PFUA7I) Secrets of the Dead - Headless Romans | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B0813ZWN24) [Item: B0813ZWN24] | Unknown | Rating: 3.9
(ID: B08M2G2JVT) The Suspect | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B002WN8IS4) Dalziel and Pascoe: Season 1 [DVD] | Movies & TV > BBC > All BBC Titles | Rating: 4.3
(ID: B00NT6NKPO) Justice League: Throne of Atlantis: 2 Disc Special Edition (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00ERWMK6O) [Item: B00ERWMK6O] | Unknown | Rating: 3.4
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B002XDR5PA) Mary, Mary | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B01MXCSRTR) Donnie Darko [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B01BIKUVDQ) [Item: B01BIKUVDQ] | Unknown | Rating: 4.3
(ID: B014GYVJJG) The Descendants 2015 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00KATQPLO) World Cup 2014 - Stars in Brazil [DVD] | Movies & TV > Movies | Rating: 4.1
(ID: B07755CJCB) [Item: B07755CJCB] | Unknown | Rating: 4.2
(ID: B000059H8W) Hollywood Vice Squad [DVD] | Movies & TV > Cult Movies > Comedy | Rating: 4.1
(ID: 0767849973) The End of the Affair | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.1
(ID: B004TPJN0K) The Merry Widow | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B004CNK59C) America, America (DVD) | Movies & TV > Featured Categories > DVD | 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."
}
|
B01MT3LMT4
|
[Item: B01MT3LMT4]
| 5
|
AHVBOD4RW5ISIZ3YHX72KW7IWRXA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- When They Come for You (Harper McDaniel Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- The Lost Symbol (Robert Langdon Book 3) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Ready to Kill (Nathan McBride Book 4) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Moving Day: A Thriller | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Bones (Alex Delaware, No. 23) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- The Best American Mystery Stories 2012 (The Best American Series) | Books > Literature & Fiction > Essays & Correspondence | Rating: 1.0
### User's movies History:
- [Item: B00EZBJ4Q6] | Unknown | Rating: 4.0
- [Item: B005DD7FH0] | Unknown | Rating: 1.0
- [Item: B00B5HQKNI] | Unknown | Rating: 4.0
- The Cabin in the Woods | Suspense > Comedy > Harrowing | Rating: 1.0
- [Item: B00ASISRXQ] | Unknown | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B08TQKWD9V) [Item: B08TQKWD9V] | Unknown | Rating: 5.0
(ID: B000VE4UBK) Wish Gone Amiss (Cory in the House / Hannah Montana / The Suite Life of Zack and Cody) | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.6
(ID: B005OTGRXQ) A Novel Romance | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.3
(ID: B0001LQL6A) Submarine: Steel Boats - Iron Men | Movies & TV > Independently Distributed > Documentary | Rating: 4.4
(ID: B081QXLC48) [Item: B081QXLC48] | Unknown | Rating: 3.8
(ID: B00369ERCY) District 13: Ultimatum | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00LTM1CZU) Attack on Titan, Part 2 (Limited Edition + Box Blu-ray/DVD Combo) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00STZWGQO) Buffalo Boys | Drama | Rating: 2.7
(ID: B002LPQIRQ) Northwest Passage - Volume 3 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B00EWGYNN8) [Item: B00EWGYNN8] | Unknown | Rating: 4.4
(ID: B00005IBNY) Mimic 2 [VHS] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.2
(ID: B075776LB9) [Item: B075776LB9] | Unknown | Rating: 4.7
(ID: B09Q526LPW) [Item: B09Q526LPW] | Unknown | Rating: 3.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B0B77GQLBS) [Item: B0B77GQLBS] | Unknown | Rating: 3.8
(ID: B087Y6K2ZY) [Item: B087Y6K2ZY] | Unknown | Rating: 4.2
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B0142WG6CM) Gangster Squad | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: B004XC5LR8) Sesame Street: Essentials Collection - Learning | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B01HFO80S2) [Item: B01HFO80S2] | Unknown | Rating: 3.0
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B08GP19RFS) [Item: B08GP19RFS] | Unknown | Rating: 5.0
(ID: B00E0KWB9E) I Give It a Year [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.7
(ID: B004XVMCH6) Chasing Amy | Movies & TV > Criterion Collection > All | Rating: 4.6
(ID: B00DS79HG0) Escape From Zahrain [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.0
(ID: B00OP61554) [Item: B00OP61554] | Unknown | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B07RQHKHPP) [Item: B07RQHKHPP] | Unknown | Rating: 4.7
(ID: B002I4WTR8) [Item: B002I4WTR8] | Unknown | Rating: 4.6
(ID: B000R7HY1E) The Best of Rocky & Bullwinkle - Vol. 2 | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.7
(ID: B01HLHFN3S) Qigong Healing Form Level One | Movies & TV > Movies | Rating: 3.7
(ID: B0091XI720) [Item: B0091XI720] | Unknown | Rating: 4.7
(ID: B002U0A6IE) [Item: B002U0A6IE] | Unknown | Rating: 3.9
(ID: B00J2IKKAG) Frozen [Blu-ray + DVD + Digital HD Digital Copy + Infinity Anna Figure] (Widescreen) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B009V0UASC) [Item: B009V0UASC] | Unknown | Rating: 3.1
(ID: B0778YXLLF) [Item: B0778YXLLF] | Unknown | Rating: 4.4
(ID: B072JCP4ZT) [Item: B072JCP4ZT] | Unknown | Rating: 4.1
(ID: B00005V1WV) The Concert For New York City | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B089NH99LR) [Item: B089NH99LR] | Unknown | Rating: 5.0
(ID: B07GZYMQKX) Gossip Girl Complete Series Seasons 1,2 & 3 Collection | Movies & TV > TV | Rating: 4.8
(ID: B00SZCN4A8) [Item: B00SZCN4A8] | Unknown | Rating: 3.5
(ID: B00IMNN3IS) [Item: B00IMNN3IS] | Unknown | Rating: 4.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B07WNKV45C) Live the Stream: The Story of Joe Humphreys | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00006FXDG) Body Atlas DVD 5-Pack | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.6
(ID: B08NFGCBWR) [Item: B08NFGCBWR] | Unknown | Rating: 5.0
(ID: B000EHQUOE) Crash - The Director's Cut (Two-Disc Special Edition) | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.6
(ID: B001DSNGDG) Exiled (Blu-Ray) | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B00DSR6EBG) @ Home with Hilaria Baldwin: Fit Mommy-to-be Prenatal Yoga | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.0
(ID: B00950YT7G) [Item: B00950YT7G] | Unknown | Rating: 4.6
(ID: B004FS27JA) The Time Tunnel - The Complete Series [DVD] [1968] [Region2] Requires a Multi Region Player | Movies & TV > TV | Rating: 4.7
(ID: B009K78EUW) Hellraiser V: Inferno | Horror > Suspense > Frightening | Rating: 4.3
(ID: B0000C2IQP) Sweet Sixteen | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.1
(ID: B085HKSD71) Ringu | Suspense > Horror > Cerebral | Rating: 4.5
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B000GW8UBS) Sky Fighters | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.1
(ID: B00HWFK3B2) [Item: B00HWFK3B2] | Unknown | Rating: 4.7
(ID: B0010Z6YOA) [Item: B0010Z6YOA] | Unknown | Rating: 4.7
(ID: B01B6Q8990) Shades | Comedy > Drama > Tense | Rating: 3.4
(ID: B00XDCAVTW) Coffee Shop | Movies & TV > Movies | Rating: 3.9
(ID: B00075H6CS) The Incredibles [Region 2] Requires a Multi Region Player | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00GWXFXL0) [Item: B00GWXFXL0] | Unknown | Rating: 4.7
(ID: B06X9BD647) Robin Williams Good Morning Vietnam & Good Will Hunting Set [DVD] 2 Pack Bundle Double Feature Movie Set | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0B3SLGX73) [Item: B0B3SLGX73] | Unknown | Rating: 4.4
(ID: B07HN9655T) [Item: B07HN9655T] | Unknown | Rating: 3.7
(ID: B003B487JI) [Item: B003B487JI] | Unknown | Rating: 3.6
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B008PEHX8A) Meet Me in St. Louis [Blu-ray] [1944] [Region Free] [UK Import] | Movies & TV > Blu-ray > Movies | Rating: 3.7
(ID: B007512RGM) Pajanimals: Pajanimals Playdate | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B000W1USIQ) Amnesia | Movies & TV > Genre for Featured Categories > LGBT | Rating: 3.9
(ID: 6300181774) Gangster Wars VHS | Movies & TV > Movies | Rating: 2.9
(ID: B00GK6NLXG) [Item: B00GK6NLXG] | Unknown | Rating: 4.5
(ID: B000AAJ1HS) Flycasting Faults & Fixes | Movies & TV > Independently Distributed > Special Interests | Rating: 3.9
(ID: B008NNYA0C) The Universe In 3D [Blu-ray] [3D Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B000VD3Q2A) At Schonbrunn, Vienna (dvd) | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.5
(ID: B00JU9XOOG) [Item: B00JU9XOOG] | Unknown | Rating: 3.2
(ID: B07CZVDCLN) [Item: B07CZVDCLN] | Unknown | Rating: 4.5
(ID: B00CQAT71K) [Item: B00CQAT71K] | Unknown | Rating: 4.6
(ID: B00KGRI24I) [Item: B00KGRI24I] | Unknown | Rating: 4.2
(ID: B0001I55YW) Squanto: A Warrior's Tale | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.6
(ID: B006UJI5BQ) My Family - Complete Series 1-11 Box Set Collection [NON-U.S.A. FORMAT: PAL Region 2 U.K. Import] (Includes 11 Series + 9 Christmas Specials) | Movies & TV > BBC > All BBC Titles | Rating: 4.6
(ID: B005KLE0B4) [Item: B005KLE0B4] | Unknown | Rating: 4.5
(ID: B005SIMGRO) Espn Films 30 For 30: Catching Hell | Movies & TV > Movies | Rating: 4.9
(ID: B00BPDDQZW) [Item: B00BPDDQZW] | Unknown | Rating: 4.6
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B000FLYC3U) Forbidden City - The Great Within (DVD) | Movies & TV > Discovery Channel | Rating: 4.2
(ID: B07W7N8BBC) [Item: B07W7N8BBC] | Unknown | Rating: 4.0
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B01D915J7K) [Item: B01D915J7K] | Unknown | Rating: 4.3
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B07BZR3T5J) [Item: B07BZR3T5J] | Unknown | Rating: 3.4
(ID: B09MH5LYK2) FLEXISPOT Stand up Desk Riser 36in Height Adjustable Standing Desk Converter with Monitor Stand Mounting Hole Sit to Stand Desk for Home Office | Prime Video > Prime Video > TV | Rating: 4.4
(ID: B00CTEPOY2) Alphas | Suspense > Drama > Action | Rating: 4.5
(ID: B09PT91V6D) Respect the Jux | Action > Drama | Rating: 4.2
(ID: B0001A7V2E) What's New Scooby-Doo, Vol. 2 - Safari So Good! | Movies & TV > Studio Specials > Warner Home Video | 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."
}
|
B00CTEPOY2
|
Alphas
| 2
|
AFTF7AO3N3LZ4HWXSYOPHBU24SNA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Guilty Husband: An utterly gripping psychological thriller with a jaw-dropping twist! | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Russian (A Michael Bennett Thriller Book 13) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Mr. Mercedes: A Novel (1) (The Bill Hodges Trilogy) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 3.0
- The Burglar Who Counted the Spoons (Bernie Rhodenbarr Series Book 11) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Aesop's Fables for Children: Includes a Read-and-Listen CD (Dover Read and Listen) | Books > Children's Books > Fairy Tales, Folk Tales & Myths | Rating: 2.0
- Dark Places: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Declare: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
### User's movies History:
- Created Cosmos - Special Edition - Blu-ray | Movies & TV > Blu-ray > Movies | Rating: 1.0
- [Item: B00I3MPLHO] | Unknown | Rating: 5.0
- Coraline [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B00009ZPTZ) Out for a Kill | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.2
(ID: B001H1GMBC) Doc Martin: Complete Series Three [Region 2 Import - Non USA Format] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.9
(ID: B07JJ5R12F) [Item: B07JJ5R12F] | Unknown | Rating: 4.1
(ID: B06Y2D95QW) Angels Of Mercy - Live In Germany | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B0000C52I0) Rolie Polie Olie - Olie's Winter Wonderland | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.8
(ID: B01M1C311G) The Winter War (Talvisota) DVD - Uncut (70 min. longer than U.S release) 2-DISC Special Edition | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00SPG36MU) [Item: B00SPG36MU] | Unknown | Rating: 3.0
(ID: B01N7POVA0) [Item: B01N7POVA0] | Unknown | Rating: 4.6
(ID: B014R1TWZ6) [Item: B014R1TWZ6] | Unknown | Rating: 4.3
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B0013NAMVU) Wizard Of Oz: The Lost Original L. Frank Baum Versions | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.9
(ID: B00011CZZ6) The Bad Sleep Well | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B09CDNCCNC) Outlander. Season 1-5 (DVD) | Movies & TV > TV | Rating: 4.5
(ID: B00BP9PRR6) [Item: B00BP9PRR6] | Unknown | Rating: 3.7
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B0009A407U) Saturday Night Live - The Best of Tom Hanks | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.4
(ID: B002NACY2W) ESPN Greatest Games: 1983 Penn State Sugar Bowl | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: 6304707010) Temptress Moon VHS | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.2
(ID: B0001JXPW0) Rustlers' Rhapsody | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.6
(ID: B009C46UEK) [Item: B009C46UEK] | Unknown | Rating: 4.7
(ID: B08X67FBFF) The Eight Hundred | Action > Historical > Ambitious | Rating: 4.0
(ID: B00MQMOBUU) [Item: B00MQMOBUU] | Unknown | Rating: 4.4
(ID: B000FIMFZU) The Father Damien Story - An Uncommon Kindness [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B07576859J) It's Always Fair Weather | Comedy > Drama > Compelling | Rating: 4.5
(ID: B0032KR40O) [Item: B0032KR40O] | Unknown | Rating: 4.7
(ID: B071GBBDG4) [Item: B071GBBDG4] | Unknown | Rating: 3.6
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: 0767016351) The Avengers '66, Set 1 VHS | Movies & TV > Boxed Sets > Television | Rating: 3.5
(ID: B001D0I8MS) Winged Wonders! Beautiful Birds and World Class Instrumental Music | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 3.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B0028FSDKE) THE GREAT JOHN L. - DVD Linda Darnel & Barbara Britton | Movies & TV > Movies | Rating: 4.0
(ID: B01D5DZAAI) The Hawaiians | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B000V29XY6) Don "D.C." Curry Nervous Breakdown Live! | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B01MRM7TJJ) [Item: B01MRM7TJJ] | Unknown | Rating: 4.6
(ID: B00280W8TG) Nature: America (6pc) | Movies & TV > Boxed Sets > Documentary | Rating: 4.7
(ID: B0091X3V7Q) [Item: B0091X3V7Q] | Unknown | Rating: 4.7
(ID: B084DFY58D) Unidentified: Inside America's Ufo Investigation | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B07Y6M717S) Marcia Clark Investigates The First 48 | Documentary > Drama | Rating: 3.7
(ID: B00G9TRQ3A) [Item: B00G9TRQ3A] | Unknown | Rating: 4.8
(ID: B0050JJF0C) [Item: B0050JJF0C] | Unknown | Rating: 3.2
(ID: B08J7Q8CQP) [Item: B08J7Q8CQP] | Unknown | Rating: 4.6
(ID: B071FRNL1L) [Item: B071FRNL1L] | Unknown | Rating: 3.3
(ID: B08NVL65V3) Batman: Soul of the Dragon 4K Ultra HD 4K UHD | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B000294RHQ) Bernie Williams - The Journey Within | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B00494PDQ4) [Item: B00494PDQ4] | Unknown | Rating: 4.8
(ID: B00IQAUO5M) Flying Tigers | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B08J4BNDCM) [Item: B08J4BNDCM] | Unknown | Rating: 4.8
(ID: B00BMQODGI) The Miracle of the Bells | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B000I0QLRS) Angel: Season 4 (Slim Packaging) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B019ZZT556) [Item: B019ZZT556] | Unknown | Rating: 3.0
(ID: B00DCV6QMK) [Item: B00DCV6QMK] | Unknown | Rating: 3.2
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B01KOCLOJE) The Twilight Zone: Season Three | Movies & TV > Blu-ray > TV | Rating: 4.5
(ID: B00A69NNJK) [Item: B00A69NNJK] | Unknown | Rating: 2.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B008ZXTKBE) [Item: B008ZXTKBE] | Unknown | Rating: 4.6
(ID: B0043LT1ZM) Worst-Case Scenario: Season 1 | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.5
(ID: B00TKIH4DY) [Item: B00TKIH4DY] | Unknown | Rating: 4.3
(ID: B0BQWTQCR9) Spice World | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B01EIRLOGY) [Item: B01EIRLOGY] | Unknown | Rating: 3.4
(ID: B00DKN3SIA) Beverly Lewis' The Confession | Drama > Emotional > Passionate | Rating: 4.8
(ID: B007LGPMX6) [Item: B007LGPMX6] | Unknown | Rating: 4.7
(ID: B0837J2RRG) Confessions | Drama > Horror | Rating: 3.4
(ID: B01LZSEFGR) 30 Rock: Seasons 1-7 [DVD] | Movies & TV > TV | Rating: 4.3
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00JBBRKSE) Medical Center: The Complete Fourth Season | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B00FMCSM88) [Item: B00FMCSM88] | Unknown | Rating: 3.8
(ID: B0B63R2N6W) [Item: B0B63R2N6W] | Unknown | Rating: 3.3
(ID: B00HQUFYO4) [Item: B00HQUFYO4] | Unknown | Rating: 3.9
(ID: B00BTSHVJA) [Item: B00BTSHVJA] | Unknown | Rating: 4.2
(ID: B07WSK8Q7R) The Chambermaid | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B002UEW31I) [Item: B002UEW31I] | Unknown | Rating: 4.8
(ID: B01GWDG408) Metabolic Aftershock: 15 Minutes of Sweat, 48 Hours of Burn | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00C1BUTN4) Saint Street | Drama > Kids | Rating: 4.1
(ID: B000CSUNLG) Spring Break Shark Attack | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.4
(ID: B07WFWG8Y4) [Item: B07WFWG8Y4] | Unknown | Rating: 4.8
(ID: B00TQPH3UK) Law & Order: The Eighth Year | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B0000C2IWN) New World | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B07CRRL3FF) [Item: B07CRRL3FF] | Unknown | Rating: 5.0
(ID: B000YV2EF4) AVH: Alien vs Hunter | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.5
(ID: B0033C5DRM) Cathe Friedrich - Athletic Step | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.3
(ID: B08744Q6PM) [Item: B08744Q6PM] | Unknown | Rating: 4.0
(ID: B07XXK5WWK) [Item: B07XXK5WWK] | Unknown | Rating: 4.6
(ID: B00GEYSMV0) [Item: B00GEYSMV0] | Unknown | Rating: 3.7
(ID: B0024FADC4) Lonely are the Brave | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.6
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B0026ZL0I8) [Item: B0026ZL0I8] | Unknown | Rating: 4.5
(ID: B06Y1F637K) [Item: B06Y1F637K] | Unknown | Rating: 4.4
(ID: 6301696662) Joan of Paris [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.1
(ID: B015301EYC) [Item: B015301EYC] | Unknown | Rating: 4.2
(ID: B00U3WO43E) [Item: B00U3WO43E] | Unknown | Rating: 3.2
(ID: B004VGWKDY) [Item: B004VGWKDY] | Unknown | Rating: 4.0
(ID: B005HEGJ7C) [Item: B005HEGJ7C] | Unknown | 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."
}
|
B01MRM7TJJ
|
[Item: B01MRM7TJJ]
| 5
|
AFIP4EGME4RW43GZBTUOBEKX2WOA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Red Azalea | Books > Biographies & Memoirs > Historical | Rating: 1.0
- Mortal Danger (Ann Rule's Crime Files #13) | Books > Biographies & Memoirs > True Crime | Rating: 1.0
- American Merchant Seaman’s Manual | Books > Engineering & Transportation > Transportation | Rating: 5.0
- Oleanna (Acting Edition for Theater Productions) | Books > Literature & Fiction > Dramas & Plays | Rating: 1.0
- Communication: Making Connections | Books > New, Used & Rental Textbooks > Humanities | Rating: 5.0
- LK Case for S5, Ultra [Slim Thin] Scratch Resistant TPU Gel Rubber Soft Skin Silicone Protective Case Cover for Samsung Galaxy S5 (Black) | Unknown | Rating: 5.0
### User's movies History:
- [Item: B016W3S9CY] | Unknown | Rating: 5.0
- Freddy Got Fingered | Comedy > Joyous > Outlandish | Rating: 5.0
- [Item: B01FV4PV26] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: 630365181X) Swimming With Sharks VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B008D03OWK) [Item: B008D03OWK] | Unknown | Rating: 4.4
(ID: B0009Q0FG4) Old Skool Killaz: Angry Dragon [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B078RRPGX6) [Item: B078RRPGX6] | Unknown | Rating: 5.0
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B003EELUN0) Beautiful People: Series Two | Movies & TV > Blu-ray > TV | Rating: 4.4
(ID: B00FL1DMDU) [Item: B00FL1DMDU] | Unknown | Rating: 3.7
(ID: B0030Y0I1Y) Cirque Du Freak: The Vampire's Assistant | Movies & TV > Science Fiction & Fantasy | Rating: 4.6
(ID: B004HI8NNM) Vanilla Fudge - When Two Worlds Collide | Documentary > Special Interest > Music Videos and Concerts | Rating: 3.2
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B005SAYSAU) [Item: B005SAYSAU] | Unknown | Rating: 4.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B0833X9V5S) Cannibal Apocalypse - aka Cannibal in the Streets | Invasion of the Flesh Hunters | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00FBPASPG) [Item: B00FBPASPG] | Unknown | Rating: 3.9
(ID: B00AIANIPQ) Rocko's Modern Life: The Complete Series | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.8
(ID: B003DYZO1K) [Item: B003DYZO1K] | Unknown | Rating: 3.0
(ID: B073RV4HYY) Spider-Man: Homecoming [4K Ultra HD] [4K UHD] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B000ERVKAI) Creature from the Black Lake [DVD] | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.3
(ID: B00FKT9DYK) Austenland [DVD] [2013] | Movies & TV > Movies | Rating: 4.6
(ID: B07BHP9N1R) [Item: B07BHP9N1R] | Unknown | Rating: 3.5
(ID: B003JSSPU2) Vampire Knight 1 | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.3
(ID: B00HMCLSV4) [Item: B00HMCLSV4] | Unknown | Rating: 4.8
(ID: B08P3X8FHK) [Item: B08P3X8FHK] | Unknown | Rating: 4.1
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B004WO9F56) Avantasia: Flying Opera - Around the World [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B004PPVUN2) Monsters We Met (ENGLISH) - BBC | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B07SXDCJ48) [Item: B07SXDCJ48] | Unknown | Rating: 4.6
(ID: B0060D4CPK) [Item: B0060D4CPK] | Unknown | Rating: 4.8
(ID: B07L15ZGM3) [Item: B07L15ZGM3] | Unknown | Rating: 4.2
(ID: B000006GTW) The Man Who Would Be King [VHS] | Movies & TV > Movies | Rating: 4.5
(ID: B0B6GJ5SGX) [Item: B0B6GJ5SGX] | Unknown | Rating: 4.2
(ID: B00005KH39) Master Killer Collection: Fist of White Lotus | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.8
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B07P268WBR) [Item: B07P268WBR] | Unknown | Rating: 4.3
(ID: B07TK1J1TB) [Item: B07TK1J1TB] | Unknown | Rating: 4.2
(ID: B074BQ2BF8) Kidnap | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B07KNJCYF6) [Item: B07KNJCYF6] | Unknown | Rating: 4.4
(ID: B008Q0138Y) [Item: B008Q0138Y] | Unknown | Rating: 4.7
(ID: B0B8JDGCH6) [Item: B0B8JDGCH6] | Unknown | Rating: 4.8
(ID: B0037W3LUE) White Collar | Comedy > Drama | Rating: 4.7
(ID: B08PQ3KXKY) [Item: B08PQ3KXKY] | Unknown | Rating: 4.4
(ID: B00EMSZX2G) [Item: B00EMSZX2G] | Unknown | Rating: 4.8
(ID: B000BN6M1C) WALTZ - Basic/Intermediate | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B07BVHNJRX) [Item: B07BVHNJRX] | Unknown | Rating: 4.0
(ID: B01M71ZIX1) [Item: B01M71ZIX1] | Unknown | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B01DVIZ5TS) Return of a Man Called Horse | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: 1935127268) DAHN YOGA ESSENTIALS DVD | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.3
(ID: B0042FJCKS) The Outer Limits - The Complete Sixth Season (Boxset) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00FS6R2DO) [Item: B00FS6R2DO] | Unknown | Rating: 3.7
(ID: B009WS8706) The Actor Inside - Como Comenzar Su Carrera de Actuacion, De Ninos a Adultos | Movies & TV > Disc on Demand | Rating: 5.0
(ID: B00U7B2BTK) [Item: B00U7B2BTK] | Unknown | Rating: 3.4
(ID: B09NHW98SK) Easter Bunny Massacre | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B01D8YWG0G) [Item: B01D8YWG0G] | Unknown | Rating: 3.7
(ID: B0771JW7ZM) Adventure Time: Complete 7th Season | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B013VVQUQ2) Meetings with Remarkable Men | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.1
(ID: B00A9IBRH8) [Item: B00A9IBRH8] | Unknown | Rating: 4.0
(ID: B005IGE0S4) [Item: B005IGE0S4] | Unknown | Rating: 4.3
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B001ED7H5S) Zero: an investigation into 9/11 | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00AEFXFNA) Arctic Tale | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B005WQ38WE) [Item: B005WQ38WE] | Unknown | Rating: 4.7
(ID: B01M32GP3B) [Item: B01M32GP3B] | Unknown | Rating: 4.5
(ID: B084PZ7WDZ) [Item: B084PZ7WDZ] | Unknown | Rating: 4.6
(ID: B09PZNG61Z) [Item: B09PZNG61Z] | Unknown | Rating: 3.9
(ID: B07YSQWS5R) [Item: B07YSQWS5R] | Unknown | Rating: 4.7
(ID: B008Y701GE) [Item: B008Y701GE] | Unknown | Rating: 4.7
(ID: B008Y1YK9Y) Men in Black 3 [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B001BNUQ54) Decoding the Past: Other Nostradamus | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.4
(ID: B0009GX1D8) Confessions of an American Bride [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00ESB6ZC4) [Item: B00ESB6ZC4] | Unknown | Rating: 4.4
(ID: B07BF2PQL6) The Invaders: The Complete Series | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.7
(ID: B01M0G3DMW) [Item: B01M0G3DMW] | Unknown | Rating: 4.2
(ID: B000GAKQJO) The Essentials of Belly Dance with Anja: Basics [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.6
(ID: B07H7VVX88) [Item: B07H7VVX88] | Unknown | Rating: 4.6
(ID: B07B44XL4Y) [Item: B07B44XL4Y] | Unknown | Rating: 3.8
(ID: B07M87YDWC) [Item: B07M87YDWC] | Unknown | Rating: 3.8
(ID: B0B8Q13K66) [Item: B0B8Q13K66] | Unknown | Rating: 4.3
(ID: B019NZF4A8) [Item: B019NZF4A8] | Unknown | Rating: 4.7
(ID: B001ICUVPI) Preschool Prep & Sight Words 7 DVD Pack (Meet the Letters, Meet the Numbers, Meet the Shapes, Meet the Colors, Meet the Sight Words 1, Meet the Sight Words 2, Meet the Sight Words 3) | Movies & TV > Boxed Sets > Kids & Family | Rating: 4.5
(ID: B000CEOMV2) Aurore (Original French Version - With English Subtitles) | Movies & TV > Movies | Rating: 4.2
(ID: B00P7PC2CC) [Item: B00P7PC2CC] | Unknown | Rating: 4.6
(ID: B000CIZMV2) Winsor Pilates Advanced Body Slimming - Sculpt Your Body Slim DVD | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.2
(ID: B09K9KHB8D) TQM | Suspense > Drama | Rating: 2.3
(ID: B01MS4BGZ4) [Item: B01MS4BGZ4] | Unknown | Rating: 4.5
(ID: B01FEO69NI) Code Of Honor [DVD + Digital] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B00E8627M6) Dead Man’s Gun: Best of Season 1 | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B001O93SAU) [Item: B001O93SAU] | Unknown | Rating: 4.5
(ID: B003ZD9DSO) Troll 2 | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.5
(ID: B018377ZYA) [Item: B018377ZYA] | Unknown | Rating: 3.6
(ID: B001HWBVJY) Custom Knife Sheaths with Chuck Burrows (Dvd) | Movies & TV > Movies | Rating: 4.7
(ID: B0043CY7BE) [Item: B0043CY7BE] | Unknown | 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."
}
|
B00AIANIPQ
|
Rocko's Modern Life: The Complete Series
| 5
|
AE6MWHOLVMYHDM2XHPZ3PDH5F4ZQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Advanced Genetic Genealogy: Techniques and Case Studies | Books > Reference > Writing, Research & Publishing Guides | Rating: 5.0
- Vanilla: Travels in Search of the Ice Cream Orchid | Books > Science & Math > Biological Sciences | Rating: 5.0
- Thug Kitchen: The Official Cookbook: Eat Like You Give a F*ck (Thug Kitchen Cookbooks) | Books > Cookbooks, Food & Wine > Vegetarian & Vegan | Rating: 1.0
- What the F*@# Should I Make for Dinner?: The Answers to Life’s Everyday Question (in 50 F*@#ing Recipes) (A What The F* Book) | Books > Cookbooks, Food & Wine > Vegetarian & Vegan | Rating: 1.0
- Go the F**k to Sleep | Books > Humor & Entertainment > Humor | Rating: 1.0
- Why Men Love Bitches: From Doormat to Dreamgirl―A Woman's Guide to Holding Her Own in a Relationship | Books > Self-Help > Relationships | Rating: 5.0
- Cost-Based Oracle Fundamentals (Expert's Voice in Oracle) | Books > Computers & Technology > Programming | Rating: 3.0
### User's movies History:
- [Item: B00DG45KXY] | Unknown | Rating: 5.0
- [Item: B005SNP3II] | Unknown | Rating: 2.0
- [Item: B0013UF95M] | Unknown | Rating: 1.0
- A Tale of Two Cities: Literary Masterpieces VHS | Movies & TV > Art House & International > By Country | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B01NCKT0FU) [Item: B01NCKT0FU] | Unknown | Rating: 4.4
(ID: B08KHKFPVP) Star Trek 7-10: Generations / Star Trek 8: First Contact / Star Trek 9: Insurrection / Star Trek 10: Nemesis (4 Disc DVD Set) Starring: William Shatner, Patrick Stewart (Director: Jonathan Frakes) | Movies & TV > Boxed Sets > Sci-Fi & Fantasy | Rating: 4.6
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B078XLM4SF) [Item: B078XLM4SF] | Unknown | Rating: 4.7
(ID: B008Z21964) [Item: B008Z21964] | Unknown | Rating: 4.2
(ID: B00MB2DSU4) The Execution Of Private Slovik DVD World War II | Movies & TV > Movies | Rating: 5.0
(ID: B0942DX54S) The Daimajin Trilogy | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B01C2FXW5K) [Item: B01C2FXW5K] | Unknown | Rating: 4.2
(ID: B005ARYEBY) Friday The 13th Deluxe Edition Four-Pack | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B009511Y9Q) [Item: B009511Y9Q] | Unknown | Rating: 3.4
(ID: B000085EFH) Sniper 2 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B0001O24HW) The Night Train to Kathmandu | Movies & TV > Featured Categories | Rating: 4.2
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B0B8TCR4PP) [Item: B0B8TCR4PP] | Unknown | Rating: 4.4
(ID: B074QH51GM) Crime of Passion | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B00JWKFBQC) Snow Monkeys | Documentary | Rating: 4.7
(ID: B07SSQ5QGS) [Item: B07SSQ5QGS] | Unknown | Rating: 3.7
(ID: B00HNEQMRQ) [Item: B00HNEQMRQ] | Unknown | Rating: 4.5
(ID: B073K3TVQQ) [Item: B073K3TVQQ] | Unknown | Rating: 4.4
(ID: B08MW9WHKC) David Byrne's American Utopia | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B002VJVCLE) Alone in the Dark II | Movies & TV > Movies | Rating: 3.6
(ID: B00006IUI1) Zatoichi the Blind Swordsman, Vol. 3 - New Tale of Zatoichi [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B07J1TJYNV) [Item: B07J1TJYNV] | Unknown | Rating: 4.5
(ID: B00IT1EUV2) [Item: B00IT1EUV2] | Unknown | Rating: 4.8
(ID: B0031QCDQO) Bighorn Showdowns | Special Interest > Documentary | Rating: 4.5
(ID: 157330977X) Beavis & Butthead: Troubled Youth VHS | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.3
(ID: B000S2XCZK) Shredderman Rules | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.3
(ID: B0047XAEIY) Battlefield Russia: The Eastern Front [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B00314WKMI) [Item: B00314WKMI] | Unknown | Rating: 4.4
(ID: B00C16Z6X2) Flip Flop Flippin' 2 - A Search for Character(s) continues on the A.T. | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B000DZ95N0) Ghost in the Shell: Stand Alone Complex, 2nd GIG, Volume 04 (Episodes 13-16) [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.7
(ID: B06XHSLTDD) Love Everlasting | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B00009MGG9) Sicario: Assassin for Hire | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 3.8
(ID: B0001DCXWE) Beyond The Call Of Duty | Movies & TV > Featured Categories > DVD | Rating: 3.1
(ID: B008COMLVC) [Item: B008COMLVC] | Unknown | Rating: 4.3
(ID: B011TFDE5C) [Item: B011TFDE5C] | Unknown | Rating: 3.7
(ID: B00006G8F6) Battle of the Worlds | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.5
(ID: B001IZ2E0A) Yoga Emergency- The 12 Minute Workout with Kristen Eykel- Hips | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B005F4QBB8) Dare To Cook: Chocolate, Molding Techniques with Chocolate Man Bill Fredericks | Movies & TV > Movies | Rating: 5.0
(ID: B08573ZWVP) Mulan: 2-Movie Collection | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B0009H97H6) Soggy Bottom U.S.A. | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B017XZUT3C) Rock the Kasbah | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B0078YX63E) Mozart's Sister (English Subtitled) | Historical > Romance > Bleak | Rating: 4.3
(ID: 0783223609) Backdraft [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B073FRDKT1) [Item: B073FRDKT1] | Unknown | Rating: 3.7
(ID: B01FG09UWW) [Item: B01FG09UWW] | Unknown | Rating: 4.6
(ID: B00NA9WSVC) [Item: B00NA9WSVC] | Unknown | Rating: 4.3
(ID: B0011TM1NS) 7 Days TAIWAN | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.5
(ID: B00DU70YVU) [Item: B00DU70YVU] | Unknown | Rating: 3.9
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00VZ4R5PS) [Item: B00VZ4R5PS] | Unknown | Rating: 3.7
(ID: B0B683386G) [Item: B0B683386G] | Unknown | Rating: 4.0
(ID: 6304711891) The Rock | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B01FEE1XC0) Microwave Massacre (2-Disc Special Edition) [Blu-ray + DVD] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B000RMJ4E4) Broken (Unrated) | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 3.9
(ID: B07PGBYX8M) [Item: B07PGBYX8M] | Unknown | Rating: 4.5
(ID: B0776Q7TZM) [Item: B0776Q7TZM] | Unknown | Rating: 4.7
(ID: 6302077826) Lovely to Look at | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00GP3JDHM) [Item: B00GP3JDHM] | Unknown | Rating: 4.4
(ID: B001CKDB4E) Girls on Film 3 (DVD) Gay & Lesbian | Movies & TV > Genre for Featured Categories > Drama | Rating: 5.0
(ID: B000V5RS4K) [Item: B000V5RS4K] | Unknown | Rating: 4.7
(ID: B00BWJ9J1O) [Item: B00BWJ9J1O] | Unknown | Rating: 2.9
(ID: B01DEG018C) [Item: B01DEG018C] | Unknown | Rating: 3.3
(ID: B01DGN1BCI) Wild Kratts: Wild Reptiles | Movies & TV > PBS > All | Rating: 4.9
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B0145UDW3C) [Item: B0145UDW3C] | Unknown | Rating: 4.5
(ID: B004S7FKLU) [Item: B004S7FKLU] | Unknown | Rating: 3.1
(ID: B08DTVZBN7) [Item: B08DTVZBN7] | Unknown | Rating: 4.4
(ID: B07FM7QXXW) [Item: B07FM7QXXW] | Unknown | Rating: 4.0
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B07ZLPC6NL) [Item: B07ZLPC6NL] | Unknown | Rating: 3.3
(ID: B002P296V0) Hawaii Beaches 1 / Waves Relaxation Nature Videos [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B00HSDW3IY) [Item: B00HSDW3IY] | Unknown | Rating: 4.3
(ID: B00020HB14) How I Got into College | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B07PPVVYF6) Hail Mary! | Movies & TV > Movies | Rating: 4.3
(ID: B01BPQMWPS) [Item: B01BPQMWPS] | Unknown | Rating: 4.2
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B005JR3K2Y) [Item: B005JR3K2Y] | Unknown | Rating: 4.6
(ID: B01EGW9FF8) [Item: B01EGW9FF8] | Unknown | Rating: 4.3
(ID: B001J35FQG) [Item: B001J35FQG] | Unknown | Rating: 3.7
(ID: B00CE390FC) Once Upon a Time-Season 1 | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B003VGL1PI) Must See Places of the World: Mystic Lands: Myanmar, Bhutan | Special Interest | Rating: 3.8
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B0031T6BR8) Aircraft at War: The Memphis Belle Deluxe Edition [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B009GX6S1C) [Item: B009GX6S1C] | Unknown | Rating: 4.5
(ID: B07WHMQ9CG) Christmas Everlasting | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.8
(ID: B00DPU3F9A) Mexico | Special Interest | Rating: 3.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00ZRCPZ7E) [Item: B00ZRCPZ7E] | Unknown | Rating: 4.4
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B076FDG5SL) Top Gear 24 (DVD) | Movies & TV > BBC > All BBC Titles | Rating: 3.9
(ID: B0043VZ30Y) [Item: B0043VZ30Y] | Unknown | Rating: 4.2
(ID: B00BGDDCWS) Cleopatra: 50th Anniversary Limited Edition [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B073ZYKLKW) Custer of the West | Movies & TV > Genre for Featured Categories > Westerns | Rating: 3.9
]
## 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."
}
|
B073K3TVQQ
|
[Item: B073K3TVQQ]
| 5
|
AH36YI3FRZPVGZ5OFUOZZXRZ2FFA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Follow You Home | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- A Head Full of Ghosts: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Cold My Heart: Love, magic, and faith in the time of King Arthur (The Lion of Wales Book 1) | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- The Dark Tower III: The Waste Lands | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Heart-Shaped Box: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
### User's movies History:
- [Item: B009ZQC7MY] | Unknown | Rating: 5.0
- [Item: B00F88H66K] | Unknown | Rating: 5.0
- Eddie and the Cruisers [DVD] | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B07L4LSP2W) Blessed | Suspense > Horror > Tense | Rating: 4.1
(ID: 630229374X) Two Evil Eyes [VHS] | Movies & TV > Art House & International > By Country | Rating: 4.5
(ID: B00XHWURKQ) Fairy Tail Collection Four (Episodes 73-96) [DVD] | Movies & TV > Movies | Rating: 4.9
(ID: B01M672XSI) The Ten Commandments (1956) | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00IQ41W0O) [Item: B00IQ41W0O] | Unknown | Rating: 2.1
(ID: B00R3DODWI) Hobbit, The: The Battle of the Five Armies (3D Blu-ray + Blu-ray) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00005RRG5) Pollyanna [VHS] | Movies & TV > Disney Home Video > Live Action | Rating: 4.8
(ID: B00005CC73) Shadow of the Vampire VHS | Movies & TV > Cult Movies > Drama | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B08CR2WFLQ) [Item: B08CR2WFLQ] | Unknown | Rating: 5.0
(ID: B003UNWDWW) Urban Rebounding Bounce and Burn Max DVD | Movies & TV > Movies | Rating: 3.5
(ID: B01EGJWF26) [Item: B01EGJWF26] | Unknown | Rating: 3.7
(ID: B000065KPH) Maybe Baby (The Director's Cut) | Movies & TV > Movies | Rating: 4.0
(ID: B01GUVOXIW) Warcraft | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B07PVD7QK9) Finding Dory [3D Blu-ray + Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00DI68D1G) The Devil Bat: Kino Classics Remastered Edition | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.3
(ID: B0001UNX5S) The Buttercream Gang [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B0B5JR23RT) [Item: B0B5JR23RT] | Unknown | Rating: 4.0
(ID: B00005QW6B) Hercules | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.4
(ID: B0001EQHZM) Offenbach in Paris / von Otter, Les Musicians du Louvre, Minkowski [Theatre du Chatelet 2002] | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B000PHW2RW) Roswell: Operation UFO (60th Anniversary Edition) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.9
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B07FVMX2B8) [Item: B07FVMX2B8] | Unknown | Rating: 5.0
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00CYI4L42) Yu-Gi-Oh! Classic: Season 1 Volume 1 | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B000JGWD46) Digging To China | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B07GVXHY9R) Long Strange Trip: The Untold Story of the Grateful Dead | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00AOIM8R6) [Item: B00AOIM8R6] | Unknown | Rating: 3.1
(ID: B00005JKIV) Don't Say A Word | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B091SYYKGF) [Item: B091SYYKGF] | Unknown | Rating: 3.5
(ID: B00000JKO3) Little Men VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: 6303425038) Ladykillers | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.2
(ID: B076CTVN6G) [Item: B076CTVN6G] | Unknown | Rating: 3.2
(ID: B01MRYBRDH) [Item: B01MRYBRDH] | Unknown | Rating: 4.6
(ID: B01GGJHGM8) [Item: B01GGJHGM8] | Unknown | Rating: 4.1
(ID: B006HAJAQ2) Wildfire Season 4 (4 Discs) | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00D55A3ZO) [Item: B00D55A3ZO] | Unknown | Rating: 3.7
(ID: B0797B9V81) [Item: B0797B9V81] | Unknown | Rating: 3.0
(ID: 0970363303) Lymphatic Drainage Massage VHS | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.2
(ID: B00E4V0JTI) Cambodia: Pol Pot And The Khmer Rouge | Movies & TV > Independently Distributed > Documentary | Rating: 3.2
(ID: B07WHZB9JV) [Item: B07WHZB9JV] | Unknown | Rating: 4.8
(ID: B07FDR17DK) [Item: B07FDR17DK] | Unknown | Rating: 4.7
(ID: B000V6AERC) Mind Your Language - Complete LWT Series [DVD] [Region2] Requires a Multi Region Player | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B000056HPS) Dr. T & the Women [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.7
(ID: B009JT2HS6) [Item: B009JT2HS6] | Unknown | Rating: 4.6
(ID: B002TUU5O0) Stand-Up Reagan | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B07VBT4VSZ) [Item: B07VBT4VSZ] | Unknown | Rating: 3.0
(ID: B01A1ISWDM) [Item: B01A1ISWDM] | Unknown | Rating: 2.6
(ID: B001VDJWPE) Introduccion a la Fisica Cuantica - Introduction to the Quantum Physics | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B01HOHBXNE) [Item: B01HOHBXNE] | Unknown | Rating: 4.8
(ID: B003DEQNX8) [Item: B003DEQNX8] | Unknown | Rating: 4.1
(ID: B073JTYTGX) [Item: B073JTYTGX] | Unknown | Rating: 4.8
(ID: B071DJ32YK) [Item: B071DJ32YK] | Unknown | Rating: 4.3
(ID: B002R20B9O) [Item: B002R20B9O] | Unknown | Rating: 3.9
(ID: B00FF6ODJ8) [Item: B00FF6ODJ8] | Unknown | Rating: 4.9
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B004K3JD8S) Animal Kinds: Sing & Learn Along with Buddy Davis | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B07ZLKHC7H) COURIER, THE (2019) BD DGTL | Movies & TV > Featured Categories > Blu-ray | Rating: 3.9
(ID: 630238074X) Indian Runner VHS | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.5
(ID: B0761VFF9C) [Item: B0761VFF9C] | Unknown | Rating: 4.5
(ID: B00005B1YC) Night of the Living Dead | Movies & TV > Cult Movies > Horror | Rating: 4.6
(ID: B000034DDM) Vaudeville | Movies & TV > Musicals & Performing Arts > Documentary | Rating: 4.7
(ID: B000AP04EW) Mr. & Mrs. Smith (Full Screen Edition) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B002N5N5NE) It's Always Sunny in Philadelphia: Season 5 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B06ZY8SK8J) Birth of a Monster | Documentary > Special Interest > Compelling | Rating: 3.6
(ID: B00AFEQ4B0) Killer Joe Unrated Version | Suspense > Comedy > Dark | Rating: 3.9
(ID: B07RZVFTBK) Nonsense | Suspense > Comedy > Drama | Rating: 3.7
(ID: B000XLK5WO) After the Promise [Region 2] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000BMTB2U) Guilty Hearts | Movies & TV > Movies | Rating: 3.2
(ID: B00186DV1U) In the Line of Fire [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B017N7UQE2) Fantasia | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: 6302662729) Hound of the Baskervilles [VHS] | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.0
(ID: B000646LAI) She-Devil | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.8
(ID: B000A8AXT0) The East Side Kids | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.0
(ID: B005TTEG0M) Greening of Whitney Brown | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B07R6PJQ7Y) [Item: B07R6PJQ7Y] | Unknown | Rating: 4.3
(ID: B07JQFSYTR) [Item: B07JQFSYTR] | Unknown | Rating: 3.5
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B0B5NW5BYN) [Item: B0B5NW5BYN] | Unknown | Rating: 3.9
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B003VADSLE) The Last Rites Of Ransom Pride [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.8
(ID: B001BWQ0Y6) [Item: B001BWQ0Y6] | Unknown | Rating: 4.8
(ID: B000ALM4K8) Saikano: Complete Box Set (2 disc set) [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.8
(ID: B0006212GI) The History Channel Presents Voices of Civil Rights | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B079Z1811L) [Item: B079Z1811L] | Unknown | Rating: 4.1
(ID: B084GM6YFM) Jewel of the Pacific | Documentary | Rating: 2.7
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00000IYRF) Louise Brooks - Looking for Lulu [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00BMQODR2) Learn to Dance Collection Set (Samba / Tango / Foxtrot / Salsa / Rumba / Mambo / Cha-Cha / Waltz) | Movies & TV > Boxed Sets > Special Interests | Rating: 2.9
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0006GAP1M) Friends - Party Pack | Movies & TV > Studio Specials > Warner Home Video | Rating: 3.6
(ID: B07RDY36Z6) [Item: B07RDY36Z6] | Unknown | Rating: 4.8
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B07MM2WQGF) Killers Within | Suspense > Horror > Eerie | Rating: 3.8
]
## 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."
}
|
B01GUVOXIW
|
Warcraft
| 5
|
AF57DIKALJUFDJPKIC3MZQBIDHEA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Disappearing Spoon: And Other True Tales of Madness, Love, and the History of the World from the Periodic Table of the Elements | Audible Books & Originals > Science & Engineering > Science | Rating: 1.0
- American Dirt (Oprah's Book Club): A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- The Language Police: How Pressure Groups Restrict What Students Learn | Books > Politics & Social Sciences > Politics & Government | Rating: 1.0
- My Lucky Star: A Novel | Books > LGBTQ+ Books > Literature & Fiction | Rating: 5.0
- Evelina (Oxford World's Classics) | Books > Teen & Young Adult > Literature & Fiction | Rating: 5.0
### User's movies History:
- Murder in Suburbia | Suspense > Drama | Rating: 1.0
- Doctor Who | Science Fiction > Drama > Adventure | Rating: 1.0
- The Threepenny Opera (The Criterion Collection) [DVD] | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.0
- Sullivan's Travels (The Criterion Collection) | Movies & TV > Criterion Collection > All | Rating: 2.0
- In a Year With 13 Moons | Movies & TV > Featured Categories > DVD | Rating: 5.0
- L'homme Blesse [VHS] | Movies & TV > Art House & International > By Country | Rating: 4.0
- The Celluloid Closet (Special Edition) [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B000089792) Hardware | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B008Y7HNL0) [Item: B008Y7HNL0] | Unknown | Rating: 4.7
(ID: B000HDRAU8) Great Kings of England - King Henry VIII | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: 0783228473) Rumble Fish | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B08731C65W) Reams, James - Like A Flowing River: A Bluegrass Passage | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 3.7
(ID: B0792NW3RV) [Item: B0792NW3RV] | Unknown | Rating: 3.7
(ID: B00004YA79) What Do You Say to a Naked Lady? [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B002XTXG8Y) Mike Dooley: The Secret of the Law of Attraction 3: Manifesting Change [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.7
(ID: B001U9BS2O) thirtysomething: Season 1 | Movies & TV > Boxed Sets > Drama | Rating: 4.6
(ID: B009CI65ZA) [Item: B009CI65ZA] | Unknown | Rating: 3.9
(ID: B07SS5Y1Q1) [Item: B07SS5Y1Q1] | Unknown | Rating: 3.9
(ID: B001I878OO) [Item: B001I878OO] | Unknown | Rating: 4.1
(ID: B0019BI1FA) The Oscar Wilde Collection (The Importance of Being Earnest / The Picture of Dorian Gray / An Ideal Husband / Lady Windermere's Fan) | Movies & TV > BBC > All BBC Titles | Rating: 4.4
(ID: B08PBBZ969) [Item: B08PBBZ969] | Unknown | Rating: 5.0
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B001BEK85Q) Barney: The Best of Barney | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B01HUJJJFU) [Item: B01HUJJJFU] | Unknown | Rating: 2.7
(ID: B01HU7NV38) ESPN 30 for 30: Believeland | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B000RVP7YQ) [Item: B000RVP7YQ] | Unknown | Rating: 4.5
(ID: B001CD9EXI) LM.C - The Music Videos | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.7
(ID: B00APM2W36) [Item: B00APM2W36] | Unknown | Rating: 4.1
(ID: B005ER6TAE) For Christ's Sake | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B001GE2CE6) The Plow That Broke The Plains and Night Mail (1934-USA; 1936-ENGLAND) | Movies & TV > Featured Categories > DVD | Rating: 2.8
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: 0790729342) The Road Warrior | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00B49GSOS) The Hobbit: An Unexpected Journey | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.8
(ID: B012BPM536) Southpaw | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B01IWQV1C4) [Item: B01IWQV1C4] | Unknown | Rating: 3.2
(ID: B086ZCX3PS) [Item: B086ZCX3PS] | Unknown | Rating: 4.8
(ID: B09DB22LSX) [Item: B09DB22LSX] | Unknown | Rating: 4.0
(ID: B0026R5708) The Single Standard | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: 630299568X) Brer Rabbit Tales [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B074KLMDMP) [Item: B074KLMDMP] | Unknown | Rating: 2.8
(ID: B079KM1R4Z) [Item: B079KM1R4Z] | Unknown | Rating: 4.6
(ID: B00J2OVIM4) [Item: B00J2OVIM4] | Unknown | Rating: 4.5
(ID: B00ATFRXY2) [Item: B00ATFRXY2] | Unknown | Rating: 3.0
(ID: B0035Q6398) Jim Henson's Animal Show With Stinky & Jake: Lions, Tigers & Bears | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.8
(ID: B003102JJQ) Voyager | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B001PKHS90) Jim Gaffigan: King Baby | Movies & TV > The Comedy Central Store > Stand Up | Rating: 4.6
(ID: B0057GUEDA) Jane Eyre (2011) [Blu-ray] [Blu-ray] (2011) Mia Wasikowska; Michael Fassbender | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00Y35EQJ4) [Item: B00Y35EQJ4] | Unknown | Rating: 3.8
(ID: B000L22SFW) Open Season | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B001O60E5U) [Item: B001O60E5U] | Unknown | Rating: 1.9
(ID: B00ND9FSS4) Walt Disney's Classic: Dumbo (Black Diamond Classics Collection) [VHS] | Movies & TV > Movies | Rating: 4.5
(ID: B0016K76XC) GaoGaiGar: King of Braves (Premium Box Collection, Vols. 1-5, Eps. 1-25) [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.6
(ID: B000BQ7J9I) Teenage Mutant Ninja Turtles - Original Series (Volume 3) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B000FUTVVO) An Unfinished Affair | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.0
(ID: B074WLPT8R) [Item: B074WLPT8R] | Unknown | Rating: 3.2
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B0141H1KQA) [Item: B0141H1KQA] | Unknown | Rating: 4.4
(ID: B0006VXM4E) Dark Shadows: DVD Collection 17 | Movies & TV > Boxed Sets > Sci-Fi & Fantasy | Rating: 4.8
(ID: B01MCRNUGZ) [Item: B01MCRNUGZ] | Unknown | Rating: 4.6
(ID: B07FQCQQSV) Free! High Speed!: Free! Starting Days - The Movie [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: 1572521317) The Killer Unrated | Movies & TV > Art House & International > By Country | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B001HDXHQ8) A Galaxy Far Far Away: Inside the Universe of a Phenomenon (10th Anniversary Special Edition) | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 3.5
(ID: B00JPL5ZS2) [Item: B00JPL5ZS2] | Unknown | Rating: 4.3
(ID: B007HJBK5G) Francis | Comedy > Drama > Fantasy | Rating: 4.6
(ID: B0095D82TY) [Item: B0095D82TY] | Unknown | Rating: 4.3
(ID: B019JQD0VG) [Item: B019JQD0VG] | Unknown | Rating: 4.8
(ID: B01N7G7171) [Item: B01N7G7171] | Unknown | Rating: 3.5
(ID: B01DEQ95OS) Log Horizon 2: Collection 2 | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0086IMMUO) Pursued | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B016O9XS22) Mere Brother Ki Dulhan | Comedy > Drama > Cerebral | Rating: 4.0
(ID: B00JJH46DC) [Item: B00JJH46DC] | Unknown | Rating: 4.3
(ID: B01HRKI854) [Item: B01HRKI854] | Unknown | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B000OONRSY) A Convenient Truth: Urban Solutions from Curitiba, Brazil | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: B09P48DVRY) [Item: B09P48DVRY] | Unknown | Rating: 4.2
(ID: B003FO80MI) Sweetgrass | Movies & TV > Independently Distributed > Documentary | Rating: 4.2
(ID: B00WQQKMSQ) [Item: B00WQQKMSQ] | Unknown | Rating: 3.7
(ID: B001D6LPC2) Light Before Christmas | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0155TSMOG) Big Bang Theory, The: Season 4 and 5 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B001C8YGV8) A Town Like Alice | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B004G5O4X4) [Item: B004G5O4X4] | Unknown | Rating: 3.9
(ID: B001NI4P6I) [Item: B001NI4P6I] | Unknown | Rating: 4.7
(ID: B000067J1L) Kiss of the Dragon | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B0029R0JJ4) [Item: B0029R0JJ4] | Unknown | Rating: 4.5
(ID: 6300184781) The Belarus File Kojak | Movies & TV > Jewish Heritage > Holocaust | Rating: 4.3
(ID: B0007TFIIS) Chill Out to the Music of Pink Floyd | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B000CS4NY4) Becoming A Better Boxer: Volume 1 DVD featuring Coach Kenny Weldon | Movies & TV > Independently Distributed > Kids & Family | Rating: 4.6
(ID: B002BVD7IS) [Item: B002BVD7IS] | Unknown | Rating: 3.3
(ID: B07BXBRS6T) [Item: B07BXBRS6T] | Unknown | Rating: 4.4
(ID: B07N8KKDP6) Sasheer Zamata: Pizza Mind | Arts, Entertainment, and Culture > Coarse > Joyous | Rating: 4.1
(ID: B077MQC3KF) The Tunnel - Series 1-3 | Movies & TV > TV | Rating: 4.5
(ID: B07D1BWKK6) [Item: B07D1BWKK6] | Unknown | Rating: 4.2
(ID: B01MCWWEO4) [Item: B01MCWWEO4] | Unknown | Rating: 3.3
(ID: B07WLBQQHZ) D-Railed | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.5
(ID: 0005445825) UFOs : The Hidden Truth | Movies & TV > Independently Distributed > Documentary | Rating: 3.4
(ID: B079BWPDKY) [Item: B079BWPDKY] | Unknown | Rating: 3.1
]
## 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."
}
|
B07SS5Y1Q1
|
[Item: B07SS5Y1Q1]
| 1
|
AEYQVW7J2BGBUMRYR3DYUUOIB2PQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- A Little Book of Sloth | Books > Children's Books > Geography & Cultures | Rating: 1.0
- CompTIA Network+ All-In-One Exam Guide, Sixth Edition (Exam N10-006) | Books > Computers & Technology > Networking & Cloud Computing | Rating: 1.0
- Kali Linux Revealed: Mastering the Penetration Testing Distribution | Unknown | Rating: 1.0
- Judo Unleashed | Books > Sports & Outdoors > Individual Sports | Rating: 3.0
- Mastering Jujitsu (Mastering Martial Arts) | Books > Sports & Outdoors > Individual Sports | Rating: 5.0
- Comptia A+ Certification All-In-One Exam Guide, 8th Edition (Exams 220-801 & 220-802) | Books > Computers & Technology > Hardware & DIY | Rating: 5.0
- Microsoft® Visual Basic® 2010 Step by Step (Step by Step Guides) | Books > Computers & Technology > Programming | Rating: 5.0
- 7-Day Menu Planner For Dummies | Books > Cookbooks, Food & Wine > Cooking Education & Reference | Rating: 5.0
### User's movies History:
- Rise of the Planet of the Apes (Two-Disc Edition Blu Ray + DVD/Digital Copy Combo) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 1.0
- Dream With Me in Concert | Movies & TV > Blu-ray > Movies | Rating: 5.0
- David Gray - Live at the Point [DVD] | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B00K87YLSM) Yu-Gi-Oh Classic Complete Series | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0009YA3SG) Shaw Martial Arts Legends [DVD] | Movies & TV > Boxed Sets > Action & Adventure | Rating: 2.7
(ID: B07LD8Q644) The Doctor (Special Edition) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B01H0KC7LW) [Item: B01H0KC7LW] | Unknown | Rating: 2.9
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B07TMPMHQV) [Item: B07TMPMHQV] | Unknown | Rating: 4.4
(ID: B0007TKNKG) Over the Top | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B01KIH0SQU) Masterpiece Mystery! Endeavour: Pilot & Series 1-3 DVD Collection | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.7
(ID: B071H1BNYD) Game of Death | Suspense > Drama > Compelling | Rating: 4.2
(ID: 6305110247) Thousand Pieces of Gold [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B00004Y3OU) Cinema Paradiso (Director's Cut) | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.8
(ID: B0000507P8) The Odd Couple (Widescreen) (Bilingual) | Movies & TV > Paramount Home Entertainment > Classics | Rating: 4.7
(ID: B01KIOTLZ2) [Item: B01KIOTLZ2] | Unknown | Rating: 3.3
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00112GCFI) Same Time Next Year [Import anglais] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B07BJLFFY4) [Item: B07BJLFFY4] | Unknown | Rating: 4.5
(ID: B00VBJVGY8) [Item: B00VBJVGY8] | Unknown | Rating: 4.0
(ID: B004FN26J6) Science of Babies | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.7
(ID: B0091X2UW8) [Item: B0091X2UW8] | Unknown | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B07ND1PNL6) [Item: B07ND1PNL6] | Unknown | Rating: 3.6
(ID: B000066C6U) Vandread - Pressure | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B0068TBRRW) Exercise For Balance DVD | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 5.0
(ID: B07RRZFTY7) [Item: B07RRZFTY7] | Unknown | Rating: 1.8
(ID: B00R26DMSC) Red Skies Of Montana; Siege At Red River; Untamed | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: 6302424224) Child of Darkness Child of Light [VHS] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.2
(ID: B07WNKV68F) 93Queen | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B004300PIK) Mark Gungor - Sex, Dating & Relating Teen Edition | Movies & TV > Movies | Rating: 4.3
(ID: B000UTCO6Y) Side Lying Therapeutic Massage DVD | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B0B727Y2BJ) [Item: B0B727Y2BJ] | Unknown | Rating: 4.8
(ID: B000MR3RY2) Fearless(DTS Version) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00NXLVZRA) [Item: B00NXLVZRA] | Unknown | Rating: 3.7
(ID: B001IDJL80) Zill Drills | Movies & TV > Movies | Rating: 3.1
(ID: B000YGGNFG) Sunshine | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B07NN4G189) JANE & EMMA | Movies & TV > Independently Distributed > Drama | Rating: 4.6
(ID: B01N0TEY9N) [Item: B01N0TEY9N] | Unknown | Rating: 3.4
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B0006HAD6I) El Topo | Movies & TV > Featured Categories | Rating: 4.6
(ID: B000ZT0S9O) South Park: Season 10 | Movies & TV > TV | Rating: 4.6
(ID: B07TKNGMJW) The Addams Family/Addams Family Values 2 Movie Collection | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B0002F6BJC) Robinson Crusoe (50th Anniversary Edition) | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: 0790750554) Taz's Jungle Jams VHS | Movies & TV > Studio Specials > Warner Home Video | Rating: 3.8
(ID: B071NFF95P) Mahler: Symphony No. 8 - Lucerne Festival Orchestra [DVD] | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.9
(ID: B0001I561Y) Aladdin (Disney Special Platinum Edition Collector's Gift Set) [DVD] | Movies & TV > Boxed Sets > Kids & Family | Rating: 4.8
(ID: B00MGVLMDA) [Item: B00MGVLMDA] | Unknown | Rating: 3.0
(ID: B004WO8TEY) Harry Potter and the Order of the Phoenix (Limited Edition Blu-ray + DVD + Digital Copy) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B004R0MF48) Johnny Mnemonic | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B0794C5QX5) [Item: B0794C5QX5] | Unknown | Rating: 3.0
(ID: B002Q35O78) [Item: B002Q35O78] | Unknown | Rating: 4.6
(ID: B01D07FGB2) [Item: B01D07FGB2] | Unknown | Rating: 2.3
(ID: B00AUW4ELO) Life As A House | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B077687MV9) Strange Magic | NON-USA Format | PAL | Region 4 Australia | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B07SKNF6V4) [Item: B07SKNF6V4] | Unknown | Rating: 4.4
(ID: B003GAMOIW) The Adjustment Bureau [DVD] [2011] | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.6
(ID: B07T3YBWSL) [Item: B07T3YBWSL] | Unknown | Rating: 4.7
(ID: B07K42GJ2F) [Item: B07K42GJ2F] | Unknown | Rating: 4.5
(ID: 0792145232) Hey Arnold - Arnold's Christmas | Movies & TV > Movies | Rating: 4.5
(ID: 1598039989) The Everyday Gourmet: Essential Secrets of Spices in Cooking | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.4
(ID: B076F6W37T) An Uncommon Grace | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B01I2CPG1U) [Item: B01I2CPG1U] | Unknown | Rating: 4.5
(ID: B002ZM74Y6) [Item: B002ZM74Y6] | Unknown | Rating: 4.7
(ID: B00DY8YI58) White As Milk, Red As Blood ( Bianca come il latte, rossa come il sangue ) [ NON-USA FORMAT, PAL, Reg.2 Import - Italy ] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.2
(ID: B07J238GNT) Quatermass and The Pit [Blu-ray] [2018] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B07TRYSYJS) Mother Wore Tights | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00DQAEIMM) [Item: B00DQAEIMM] | Unknown | Rating: 4.3
(ID: B000F8E92M) Blue Neon Night - Michael Connelly's Los Angeles | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B00TLXILGC) Back to the Jurassic | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B089M5ZQMN) The Quest aka Frog Dreaming | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.6
(ID: B07FMGH4GG) Hotel Artemis 2018 | Movies & TV > Blu-ray > Movies | Rating: 3.9
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B004JR3ONA) Stevie Ray Vaughan Guitar Play-Along DVD Volume 32 | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.2
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B075ZJWJVN) [Item: B075ZJWJVN] | Unknown | Rating: 4.7
(ID: B0095DRWQI) Breaking Bad - Season 2 [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B01FUYRKEY) Sixteen Candles | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B003ASLJRW) Pale Rider (BD) [Blu-ray] | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.7
(ID: B0017HEYGG) Richard Simmons: Sweatin' to the Oldies Vol. 2 | Movies & TV > Shakespeare on DVD Store > The Works | Rating: 4.5
(ID: B09257HN4D) [Item: B09257HN4D] | Unknown | Rating: 4.0
(ID: B001FQHQ8W) Pururambo | Movies & TV > Independently Distributed > Documentary | Rating: 3.3
(ID: B001NJVQ96) [Item: B001NJVQ96] | Unknown | Rating: 4.6
(ID: B00J1DY9AY) [Item: B00J1DY9AY] | Unknown | Rating: 4.2
(ID: B007PK9MWA) Blake of Scotland Yard | Movies & TV > Independently Distributed > Action & Adventure | Rating: 3.8
(ID: B002KOMRTG) [Item: B002KOMRTG] | Unknown | Rating: 4.4
(ID: B00ARWWWAC) Robot Wars | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.2
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B07XGPJP7C) [Item: B07XGPJP7C] | Unknown | Rating: 4.8
(ID: B078MMSLWD) [Item: B078MMSLWD] | Unknown | Rating: 3.8
(ID: B00BR56ZZ6) The Riddlebox Weekend | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B08W2L5VRL) [Item: B08W2L5VRL] | Unknown | Rating: 4.9
(ID: B000SKUMI2) All Day Singin | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B00T481UM6) [Item: B00T481UM6] | Unknown | Rating: 3.9
(ID: 0792161939) Adventures of Sebastian Cole | Movies & TV > Movies | 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."
}
|
B00VBJVGY8
|
[Item: B00VBJVGY8]
| 1
|
AFARBARC56XBCG6FR5UUCEYDQBGA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Shores of Tripoli: Lieutenant Putnam and the Barbary Pirates | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- The Gustav Sonata: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Designing Interfaces: Patterns for Effective Interaction Design | Books > Computers & Technology > Programming | Rating: 4.0
- The Story of Edgar Sawtelle: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Books: A Memoir | Books > Biographies & Memoirs > Arts & Literature | Rating: 4.0
- Talk to the Hand: The Utter Bloody Rudeness of the World Today, or Six Good Reasons to Stay Home and Bolt the Door | Books > Humor & Entertainment > Humor | Rating: 4.0
- Sandy Koufax: A Lefty's Legacy | Books > Sports & Outdoors > Biographies | Rating: 3.0
### User's movies History:
- 4 Film Favorites: Classic Holiday Vol. 1 (Boys Town, A Christmas Carol, Christmas in Connecticut, The Singing Nun) | Movies & TV > Featured Categories > DVD | Rating: 4.0
- 4 Film Favorites: Classic Holiday Vol. 2 (All Mine to Give, Blossoms in the Dust, Holiday Affair, It Happened on 5th Avenue) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 5.0
- [Item: B0813YDR88] | Unknown | Rating: 2.0
- [Item: B00DQFNNC8] | Unknown | Rating: 4.0
- Petticoat Junction: The Official Second Season | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 5.0
- Son of Fury | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
- [Item: B000YFUR36] | Unknown | Rating: 5.0
- [Item: B01LXFV3Y2] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0000714AZ) Kidnapping Caucassian Style [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.1
(ID: 0310272971) John Stott on the Bible and the Christian Life: Six Sessions on the Authority, Interpretation, and Use of Scripture | Movies & TV > Genre for Featured Categories > Faith & Spirituality | Rating: 4.4
(ID: B010TIZC2S) 45 Years [DVD] [2015] | Movies & TV > Movies | Rating: 4.1
(ID: B000NTMA0G) Alien Nation | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B01IO62XYW) [Item: B01IO62XYW] | Unknown | Rating: 3.6
(ID: B000NPP9G2) 1996 NCAA(r) Division I Men's Basketball Championship - Kentucky vs. Syracuse | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B00IT6I92I) Super Collider | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.1
(ID: 9089700676) Fireplace DVD - Fireplace TV Jukebox 2 - Choose Out of 9 Modern Fires with Sounds of Flames and Burning Wood | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: 6303453996) Rhythm on the Range [VHS] | Movies & TV > Genre for Featured Categories > Musicals | Rating: 4.1
(ID: B00MD5KFO6) [Item: B00MD5KFO6] | Unknown | Rating: 3.1
(ID: B004KAD1ES) The Dark Crystal (Widescreen) (DVD + Bonus Digital Copy) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B000031EG0) Pump Up the Volume [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B01379F8SE) Body Electric Unplugged: Volume 4 - Episodes 21-26 | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.5
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00WIWTF5E) [Item: B00WIWTF5E] | Unknown | Rating: 3.9
(ID: B000DZF20U) No More Sheets : DVD | Movies & TV > Genre for Featured Categories > Military & War | Rating: 4.5
(ID: B00004W46K) Secret Ceremony VHS | Movies & TV > Art House & International > By Country | Rating: 4.4
(ID: B01EP1NNCG) Hakuoki 2 | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B07FSFPF9P) Alexander Ekman & Mikael Karlsson: Play | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B07XF8VQ9Z) Elfette Saves Christmas | Movies & TV > Holidays & Seasonal > Christmas | Rating: 3.3
(ID: B00HZH14OC) Klondike | Movies & TV > Movies | Rating: 4.6
(ID: B07QJSH74Z) The Haunting Of Sharon Tate | Movies & TV > Featured Categories > Blu-ray | Rating: 3.5
(ID: B076HCSTKB) [Item: B076HCSTKB] | Unknown | Rating: 2.8
(ID: B00011D1FY) Alimony | Movies & TV > Independently Distributed > Drama | Rating: 4.0
(ID: B003498SDK) Nick Jr Favorites: Go Green | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B0742KT21P) [Item: B0742KT21P] | Unknown | Rating: 3.6
(ID: B0BY124GS2) 65 [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.0
(ID: B07CNTZZG4) [Item: B07CNTZZG4] | Unknown | Rating: 4.1
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B004IOWJNA) The Golden Veil | Movies & TV > Featured Categories > DVD | Rating: 2.9
(ID: B01N4QZ9T8) [Item: B01N4QZ9T8] | Unknown | Rating: 4.5
(ID: B0080LL3F2) [Item: B0080LL3F2] | Unknown | Rating: 4.8
(ID: B003IKNCXQ) La Boheme | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.5
(ID: B000ASAU7A) Animals: Friend or Food? | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B00L527S84) [Item: B00L527S84] | Unknown | Rating: 4.7
(ID: B07BXY92LH) [Item: B07BXY92LH] | Unknown | Rating: 4.0
(ID: B00B99PUIS) [Item: B00B99PUIS] | Unknown | Rating: 3.1
(ID: B00007ELFT) Vampire Clan | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.9
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B005NQ5LLE) Devil May Cry - The Complete Series S.A.V.E. | Movies & TV > Boxed Sets > Anime | Rating: 4.8
(ID: B006DHAT4G) There's Something About A Soldier | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0093L1GNM) [Item: B0093L1GNM] | Unknown | Rating: 3.7
(ID: B07N3YR6TC) The Last Full Measure - Keiner bleibt zurück 2019 | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00005BKZP) La Cage Aux Folles | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B01ERXE8FS) Ratchet & Clank | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.6
(ID: B00DI68D1G) The Devil Bat: Kino Classics Remastered Edition | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.3
(ID: B000005XXQ) Who Done It? [VHS] | Prime Video > Prime Video > Movies | Rating: 3.6
(ID: B08LJQ9V8Z) Charlie's Colorforms City: Meet Charlie! | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B07J6SZGTW) Faux Bone Jewelry: Tools & Techniques with Robert Dancik, DVD | Movies & TV > Movies | Rating: 4.5
(ID: B005ZEEVS8) The Very Worst Thing | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B00407PNYW) Dog Day Afternoon (DVD) (Rpkg) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01IDXQJ1O) [Item: B01IDXQJ1O] | Unknown | Rating: 3.9
(ID: B08CYBH5PH) [Item: B08CYBH5PH] | Unknown | Rating: 3.9
(ID: B000GYHZVM) Afterlife: Complete Series 1 & 2 | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B07XLVY24Y) [Item: B07XLVY24Y] | Unknown | Rating: 5.0
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B07KCLTXQ7) [Item: B07KCLTXQ7] | Unknown | Rating: 4.4
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B0044E9JSW) Family Guy: It's A Trap! | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B07CP2WWGS) [Item: B07CP2WWGS] | Unknown | Rating: 4.3
(ID: 0764004638) Too Late the Hero | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B08ST4CBNN) [Item: B08ST4CBNN] | Unknown | Rating: 4.1
(ID: B00NUYCIIK) [Item: B00NUYCIIK] | Unknown | Rating: 4.8
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B07PPK3FGY) Mrs. Wilson | Drama | Rating: 4.5
(ID: B003ZDO00K) The Dead Zone: The Complete Series | Movies & TV > TV | Rating: 4.7
(ID: B079RZCHKD) [Item: B079RZCHKD] | Unknown | Rating: 3.5
(ID: B00081U6J6) The Man Show - Season Three [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B000BDGVRW) Boss 'N' Up | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B0046M158E) Leo Fender's Telecaster: Original Twang | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.4
(ID: B00TYTULTI) [Item: B00TYTULTI] | Unknown | Rating: 3.3
(ID: 6303828035) The Indian In The Cupboard VHS | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B07VKQNJNW) [Item: B07VKQNJNW] | Unknown | Rating: 4.5
(ID: B000Q66PZW) A Carnegie Hall Christmas Concert / Frederica von Stade, Kathleen Battle, Wynton Marsalis | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B07F5QPBXB) [Item: B07F5QPBXB] | Unknown | Rating: 3.8
(ID: B07BC2VHHJ) [Item: B07BC2VHHJ] | Unknown | Rating: 4.8
(ID: B0040PGBR2) Frontier Hellcat - The Indian, The Hunter and The Girl | Movies & TV > Genre for Featured Categories > Westerns | Rating: 3.7
(ID: B007Q47RVS) [Item: B007Q47RVS] | Unknown | Rating: 4.9
(ID: B000YIGNCM) Lo Mejor de Chespirito, Vol. 7 y 8 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B003I42A1M) Split Ends | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B07F74PG1F) Striking Out Series 1-2 | Movies & TV > TV | Rating: 4.2
(ID: B00JKW63FA) [Item: B00JKW63FA] | Unknown | Rating: 3.7
(ID: B09DJVS93H) Break Every Chain | Drama > Faith and Spirituality | Rating: 4.6
(ID: B00DJ44NUW) Best of the Worst - 12 Horror Movie Collection: Eegah - The Amazing Transparent Man - Dementia 13 - Mesa of Lost Women + 8 more! | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00AJJXB8U) Inside Story: Halloween | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.9
(ID: B0131HRVZA) [Item: B0131HRVZA] | Unknown | Rating: 3.9
(ID: B078YDGVXD) [Item: B078YDGVXD] | Unknown | Rating: 4.7
(ID: B07KPN9WMV) [Item: B07KPN9WMV] | Unknown | Rating: 4.1
(ID: B07PDK4FV1) The Real Housewives of NYC | Unknown | Rating: 4.5
(ID: B087ZSHNPB) Stargate SG-1 Complete Series / Stargate Atlantis Seasons 1-5 / SGU Stargate Universe Complete Series (DVD 17-Set Pack) | Movies & TV > Studio Specials > Sci Fi Channel | Rating: 4.7
(ID: B000B5IP3S) Monster Garage - Season Three | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | 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."
}
|
B08ST4CBNN
|
[Item: B08ST4CBNN]
| 2
|
AGR6N4KXFT2XZ5JOJ7FNOXE4MKIQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Disney Villains Tarot Deck and Guidebook | Movie Tarot Deck | Pop Culture Tarot | Books > Humor & Entertainment > Movies | Rating: 2.0
- The Hidden Life of Trees: The Illustrated Edition (David Suzuki Institute) | Books > Arts & Photography > Photography & Video | Rating: 5.0
- The Year of the Witching | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Rumi Oracle: An Invitation into the Heart of the Divine | Books > Religion & Spirituality > New Age & Spirituality | Rating: 3.0
- Towing Jehovah (Harvest Book) | Books > Science Fiction & Fantasy > Fantasy | Rating: 5.0
- Sweep: Book of Shadows, the Coven, and Blood Witch: Volume 1 | Books > Teen & Young Adult > Science Fiction & Fantasy | Rating: 3.0
- The Secret Magdalene: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
### User's movies History:
- LA Law: Season 1 (Official US Version) | Movies & TV > Featured Categories > DVD | Rating: 3.0
- Kumare | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
- Acting Shakespeare | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 5.0
- Midnight Express | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
- The Dead Zone (Special Collector's Edition) | Movies & TV > Featured Categories > DVD | Rating: 5.0
- The Private Life of a Masterpiece: The Complete Seasons 1-5 | Movies & TV > BBC > All BBC Titles | Rating: 5.0
- The Truth About Demons [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.0
- Hair | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 5.0
- The Adventures of Huck Finn | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B08GSPB58D) [Item: B08GSPB58D] | Unknown | Rating: 4.4
(ID: B01MEEBPWJ) [Item: B01MEEBPWJ] | Unknown | Rating: 3.6
(ID: B073WW1JV9) DUMBO - MOVIE [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B002N8WLYK) The Golden Girls: The Complete Series | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B0009PW4D2) H.G. Wells' The War of the Worlds | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.0
(ID: 0310329841) The Path to the Cross Faith Lessons, Vol. 11 5 Faith Lessons | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00XQ2DZEW) I’ll See You in My Dreams (DVD) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.1
(ID: B00B59HC1K) [Item: B00B59HC1K] | Unknown | Rating: 4.0
(ID: B00HDFYUF6) Red Shoe Diaries: Season 1 | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B01A1D5UK0) [Item: B01A1D5UK0] | Unknown | Rating: 3.1
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B004TA8A6S) [Item: B004TA8A6S] | Unknown | Rating: 4.0
(ID: B09GF7QVB1) [Item: B09GF7QVB1] | Unknown | Rating: 2.5
(ID: B00SX12WJ0) Charli XCX True Confessions | Movies & TV > Movies | Rating: 3.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B005IANGD0) [Item: B005IANGD0] | Unknown | Rating: 4.6
(ID: B07BFHXKZN) [Item: B07BFHXKZN] | Unknown | Rating: 2.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B004ZJZQ1A) The 40-Year-Old Virgin [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B08YDQFQ48) Josie and the Pussycats in Outer Space: The Complete Series [Blu-Ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00GATP6JA) Haunted Honeymoon (1986, Ntsc, All Region, Import) | Movies & TV > Movies | Rating: 4.8
(ID: B06X9X5YRH) [Item: B06X9X5YRH] | Unknown | Rating: 3.2
(ID: B08679ZJ74) Murder Death Koreatown | Drama > Horror > Suspense | Rating: 3.1
(ID: 6305501068) Disco Godfather | Movies & TV > Cult Movies > Blaxploitation | Rating: 4.6
(ID: B000B7KX9A) Don't Be A Menace To South Central While Drinking Your Juice In The Hood [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0030D9HUS) The Great Adventures of Wild Bill Hickok, Starring Wild Bill Elliott | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B0085Z8F4A) Prometheus (Blu-ray 3D/ Blu-ray/ DVD/ Digital Copy) | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B07BLJ4MFC) Furious | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.9
(ID: B078TP1D1Q) [Item: B078TP1D1Q] | Unknown | Rating: 3.2
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B001EHGLRE) [Item: B001EHGLRE] | Unknown | Rating: 4.6
(ID: 6301450558) Hot Spell [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.7
(ID: B08R96ZMQZ) [Item: B08R96ZMQZ] | Unknown | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0B65XHVHN) [Item: B0B65XHVHN] | Unknown | Rating: 3.8
(ID: B01BIDC27G) Hired To Kill (2-Disc Special Edition) [Blu-ray + DVD] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.1
(ID: B00753MAXA) Jules Verne's Mysterious Island | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 3.2
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B001AQOWNY) [Item: B001AQOWNY] | Unknown | Rating: 4.2
(ID: B0B65MZVMY) [Item: B0B65MZVMY] | Unknown | Rating: 4.5
(ID: B01B6YOEFU) The Desperado (1954) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00317KV08) ALL IN - KOREAN DRAMA 8 DVDs. All Region w/ENGLISH SUBTITLES | Movies & TV > Movies | Rating: 4.5
(ID: B014XG4OVW) Pete Townshend's Classic Quadrophenia - Live from the Royal Albert Hall | Movies & TV > Music Artists > The Who | Rating: 4.4
(ID: B01BMH1Q20) Banned Cartoons: A Historical Archive of the Shameful Racial Abuses of Hollywood's Yesteryear [DVD] | Movies & TV > Independently Distributed > Documentary | Rating: 4.3
(ID: B001TCL1O2) Volver a Empezar | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B06VX3YLQ1) [Item: B06VX3YLQ1] | Unknown | Rating: 3.8
(ID: B00018U9AW) NOVA: Dogs and More Dogs | Movies & TV > Independently Distributed > Documentary | Rating: 4.2
(ID: B000LC4ZBC) Christy - The Complete Series | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B00IMZ2M88) [Item: B00IMZ2M88] | Unknown | Rating: 4.0
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B0000897DR) Kirby: Right Back at Ya!: Vol. 3: Kirby's Egg-Cellent Adventure [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.7
(ID: B0006VYECS) Blackbeard's Ghost [DVD] | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.7
(ID: B01A4O92Z0) [Item: B01A4O92Z0] | Unknown | Rating: 4.6
(ID: B00DQJI220) [Item: B00DQJI220] | Unknown | Rating: 4.4
(ID: B074JS9QJB) Wonder Woman: Special Edition (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00AVTAJN8) [Item: B00AVTAJN8] | Unknown | Rating: 3.7
(ID: B074J6CSHT) The Fighting Temptations | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B01EZ9DYIQ) [Item: B01EZ9DYIQ] | Unknown | Rating: 3.6
(ID: B01H8796DE) [Item: B01H8796DE] | Unknown | Rating: 4.6
(ID: B01LZHCEBV) The Asphalt Jungle (The Criterion Collection) [DVD] | Movies & TV > Criterion Collection > All | Rating: 4.6
(ID: B003738CFW) Logic Pro 9-Advanced Level | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.1
(ID: B001PMICDE) Another Day in Paradise [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.1
(ID: B000LC57RS) Johnny's Favorite Moments - The Best of the 80s & 90s | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B01AVGXQ80) [Item: B01AVGXQ80] | Unknown | Rating: 1.0
(ID: B00EYO24FC) Give and Take 2 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00ZVBG2ZK) Blind Chance [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B004SIP9O2) Scream 2 (Deluxe Collector's Series) | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.6
(ID: B008P5KD36) [Item: B008P5KD36] | Unknown | Rating: 3.3
(ID: B008TYHHVO) [Item: B008TYHHVO] | Unknown | Rating: 4.3
(ID: B000IZ05IO) [Item: B000IZ05IO] | Unknown | Rating: 4.7
(ID: B002EWGYAM) The Metropolitan Opera: Centennial Gala | Movies & TV > Musicals & Performing Arts > Ballet & Dance | Rating: 4.6
(ID: B00AHSS0PC) [Item: B00AHSS0PC] | Unknown | Rating: 4.2
(ID: B006QVRUY6) The Universe: Season 6 | Movies & TV > Boxed Sets > Documentary | Rating: 4.8
(ID: B00EEQ1Q18) Lifeboat ( Life boat ) [ Blu-Ray, Reg.A/B/C Import - Australia ] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B09F2C1G8J) [Item: B09F2C1G8J] | Unknown | Rating: 4.3
(ID: B07MKWV5RZ) [Item: B07MKWV5RZ] | Unknown | Rating: 4.1
(ID: B002DHACT2) The Great Indian Wars: 1540-1890 | Movies & TV > Independently Distributed > Documentary | Rating: 4.6
(ID: B07YRT5JPY) [Item: B07YRT5JPY] | Unknown | Rating: 4.0
(ID: B003QTSN4W) [Item: B003QTSN4W] | Unknown | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B009511XEM) [Item: B009511XEM] | Unknown | Rating: 4.7
(ID: B08L96VX71) As Far as My Feet Will Carry Me | Drama > Adventure > Compelling | Rating: 4.4
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00308BAPI) Growing Up Wild Cats | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B013W7LURO) Seymour: An Introduction | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B000NVT0SY) Shanghai Express (Special Collector's Edition) [DVD] | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.3
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B0001LJCAW) Tycoon - A New Russian | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B09CBP6NQX) [Item: B09CBP6NQX] | Unknown | Rating: 4.7
(ID: B073GL869B) [Item: B073GL869B] | Unknown | Rating: 2.6
(ID: B0000214FG) The Bat Whispers [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.3
(ID: B00W96P4LS) The Sasquatch Gang | Drama > Comedy > Fun | Rating: 4.5
(ID: B01JQP5AVS) Sing & Spell the Sight Words Vol. 2 Animated DVD | Movies & TV > Movies | Rating: 4.7
(ID: B003T9O348) Hell's Heroes/Three Godfathers (2 Disc) | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B000JMKKIQ) Shadow Run [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.5
]
## 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."
}
|
B00HDFYUF6
|
Red Shoe Diaries: Season 1
| 3
|
AFZP76G22UT3PYPRP3R2MBHSSMIA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Apostle: A Thriller (The Scot Harvath Series Book 8) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Lost Order: A Novel (Cotton Malone Book 12) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The 14th Colony: A Novel (Cotton Malone Book 11) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The God's Eye View | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- War and Remembrance | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
### User's movies History:
- [Item: B00JIX6JNM] | Unknown | Rating: 4.0
- [Item: B014CRRL30] | Unknown | Rating: 5.0
- [Item: B01J4SRJFW] | Unknown | Rating: 5.0
- [Item: B00687Q0VC] | Unknown | Rating: 5.0
- [Item: B00SXK8R6S] | Unknown | Rating: 5.0
- [Item: B0191S92UU] | Unknown | Rating: 5.0
- [Item: B015K53VXW] | Unknown | Rating: 5.0
- [Item: B0114892UA] | Unknown | Rating: 4.0
- [Item: B007SPQZMC] | Unknown | Rating: 4.0
- [Item: B00EC7W70S] | Unknown | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B007S7U7OM) [Item: B007S7U7OM] | Unknown | Rating: 4.9
(ID: B0038N9XDQ) El Senor Fotografo | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B002EAYE1A) The Invitation | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B00NHZFHSA) Hard Bass 2011- The Live Registration | Arts, Entertainment, and Culture > Music Videos and Concerts | Rating: 3.3
(ID: B00I3MPZUW) [Item: B00I3MPZUW] | Unknown | Rating: 4.3
(ID: B01NCKT0FU) [Item: B01NCKT0FU] | Unknown | Rating: 4.4
(ID: B000935TVS) Wagner - Gotterdammerung / Jones, Mazura, Jung, Hubner, Becht, Altmeyer, Killebrew, Boulez, Bayreuth Opera (Boulez Ring Cycle Part 4) | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B004E2KXZ2) [Item: B004E2KXZ2] | Unknown | Rating: 3.0
(ID: B00K5LW92G) [Item: B00K5LW92G] | Unknown | Rating: 3.9
(ID: B009904LQ6) ULTIMATE KETTLEBELL WORKOUTS FOR BEGINNERS | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.5
(ID: B00T5486N0) [Item: B00T5486N0] | Unknown | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B000050ILK) The Spearman - Flag of Iron VHS | Movies & TV > Art House & International > By Original Language | Rating: 4.0
(ID: B001RIY49C) Terminator 2 (Six-Disc Limited Edition + Endoskull Bust) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B07S98J8SH) Wally Gator: The Complete Series | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B077JP9G1M) [Item: B077JP9G1M] | Unknown | Rating: 3.9
(ID: B00KQD28OM) [Item: B00KQD28OM] | Unknown | Rating: 4.7
(ID: B003VE9WP6) Night of the Demons | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.3
(ID: B001ACI5AY) Conoce los Colores | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00PILYORG) The Adventures of Buckaroo Banzai Across the 8th Dimension (1984) ( The Adventures of Buckaroo Banzai Across the Eighth Dimension ) [ NON-USA FORMAT, PAL, Reg.0 Import - Spain ] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00B99VH4E) [Item: B00B99VH4E] | Unknown | Rating: 3.6
(ID: B00A7I6MCU) [Item: B00A7I6MCU] | Unknown | Rating: 4.6
(ID: B001662FNC) SD Gundam Force Anime Legends: All New Adventures [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.7
(ID: B07JF3WXX1) [Item: B07JF3WXX1] | Unknown | Rating: 4.6
(ID: B000QNWZTU) My Name Is Tanino - IMPORT | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B000PFUAM8) A Midsummer Night's Rave and Rooftops [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: 6301132742) My Little Pony:Mish Mash Melee [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B0057O6IDC) Lady Death [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B000JLTS44) Sweat | Movies & TV > Independently Distributed > Drama | Rating: 3.9
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B06XSFNYQC) [Item: B06XSFNYQC] | Unknown | Rating: 2.9
(ID: B00005A0Q6) Death Sentence | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.0
(ID: B0001UZZT0) The Samurai Trilogy: Boxed Set | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B0062HG61M) Dog Soldiers | Suspense > Horror > Action | Rating: 4.6
(ID: B08J5HP519) Curious George: Go West, Go Wild [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B00670ZGKQ) Snow Queen - Korean Drama (4 DVD) All Region with English Subtitles | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B017JRKUOM) [Item: B017JRKUOM] | Unknown | Rating: 3.9
(ID: B09CCR13GC) [Item: B09CCR13GC] | Unknown | Rating: 4.7
(ID: B07Y4LNBT3) Abominable [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00ID4IYC6) [Item: B00ID4IYC6] | Unknown | Rating: 3.9
(ID: B0017APPU2) Celebration of Padre Pio | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B01352NPA6) [Item: B01352NPA6] | Unknown | Rating: 3.5
(ID: 6301193555) Salome's Last Dance VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B002TY78PU) The Lord Peter Wimsey Mysteries: Set 1 | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B08PDQMK5Z) [Item: B08PDQMK5Z] | Unknown | Rating: 4.7
(ID: B00V8SUEEU) The Taking of Tiger Mountain [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.0
(ID: B004Q3UL56) [Item: B004Q3UL56] | Unknown | Rating: 4.5
(ID: B08HM5SFXY) [Item: B08HM5SFXY] | Unknown | Rating: 4.0
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00RXF7800) Henry IV, Part 1 & 2 - Special Edition | Movies & TV > Shakespeare on DVD Store > The Works | Rating: 4.0
(ID: B0050MB43A) 4 Film Favorites: Classic Holiday Vol. 2 (All Mine to Give, Blossoms in the Dust, Holiday Affair, It Happened on 5th Avenue) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B07BN4RKV7) The Smurfs 2 / Smurfs (2011) - Vol / Smurfs: The Lost Village - Set | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B00SZCO2OA) [Item: B00SZCO2OA] | Unknown | Rating: 2.3
(ID: B01LW9GZ6X) [Item: B01LW9GZ6X] | Unknown | Rating: 4.7
(ID: B07PD2622J) [Item: B07PD2622J] | Unknown | Rating: 3.2
(ID: B009LDD1OO) Person of Interest: Season 2 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B004VRK3ZU) Jumanji (Two-Disc Blu-ray/DVD Combo) | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B096MX9JQK) Rock Dog 2: Rock Around the Park | Comedy > Animation > Kids | Rating: 4.3
(ID: B0172CGDKO) The Newsroom - The Complete Series (Region One - US/Canada) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0757W8Z72) Neck Stretches for Neck Pain, Tension Headaches, Flexibility and Stress Relief | Fitness | Rating: 4.2
(ID: B009VSPETY) [Item: B009VSPETY] | Unknown | Rating: 4.8
(ID: B000MD9FAG) Klute | Suspense > Atmospheric > Cerebral | Rating: 4.4
(ID: B01NBMHUHI) [Item: B01NBMHUHI] | Unknown | Rating: 4.5
(ID: B000BDH62Q) The Mark of Zorro | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B013PSLVGA) Jess & James | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B0053C8868) Bajo El Sol De La Toscana (2003) Under The Tuscan Sun (Import Movie) (European Format - Zone 2) | Movies & TV > Movies | Rating: 4.8
(ID: B01B8SC8R0) [Item: B01B8SC8R0] | Unknown | Rating: 4.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00I3MPDP4) [Item: B00I3MPDP4] | Unknown | Rating: 4.6
(ID: B00003OST5) Othello [DVD] | Movies & TV > Shakespeare on DVD Store > The Works | Rating: 4.5
(ID: B00PSLQYWE) [Item: B00PSLQYWE] | Unknown | Rating: 4.9
(ID: B0711RFR1R) Young Man with a Horn | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: 6300181243) Animal Crackers [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B08QV5TSZG) BIKINI FRANKENSTEIN - TWILIGHT VAMPS Christine Nguyen Double Feature | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B001MUKL56) Buck Brannaman From the Ground Up 2 DVD Set | Movies & TV > Movies | Rating: 4.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B09P4D2HC4) [Item: B09P4D2HC4] | Unknown | Rating: 3.6
(ID: B001GP5TKE) Kathy Smith: Total Body Lift | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.6
(ID: B00XCOK9I4) [Item: B00XCOK9I4] | Unknown | Rating: 4.8
(ID: B01GW5QEJM) [Item: B01GW5QEJM] | Unknown | Rating: 4.9
(ID: B00ID62F7O) [Item: B00ID62F7O] | Unknown | Rating: 4.6
(ID: B00EGPKPDM) Ghost Rider / Hellboy - Set | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B0073J69W4) [Item: B0073J69W4] | Unknown | Rating: 4.7
(ID: B004MYOYES) You Must Remember This: The Warner Bros. Story | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B0012GM6AS) Heart of Geauxld: The Story of the 2007 LSU Fighting Tigers [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00LTMJUC2) [Item: B00LTMJUC2] | Unknown | Rating: 4.4
(ID: B008X0TMHG) American Colony: Meet the Hutterites | Unscripted > Documentary | Rating: 3.9
(ID: B07FZLBMH1) [Item: B07FZLBMH1] | Unknown | Rating: 4.0
(ID: B00006JMQH) The Golem (Restored Authorized Edition) | Movies & TV > Classics > Silent Films | Rating: 4.3
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B000A5N4KI) Philip Johnson: Diary of An Eccentric Architect | Movies & TV > Independently Distributed > Documentary | Rating: 4.5
(ID: B000XWOWZO) [Item: B000XWOWZO] | Unknown | Rating: 4.5
(ID: B000MGBSJY) Rock N Roll Legends: Johnny Tillotson | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000Z8H05A) Tom Collins Presents Champions On Ice Vol. 1 - 1987-93 | Movies & TV > Featured Categories > DVD | 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."
}
|
B00T5486N0
|
[Item: B00T5486N0]
| 5
|
AFUO3CWFAHAL67ISYI3NPJLNYHAA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Silent Patient | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Deserter: A Novel (Scott Brodie & Maggie Taylor Series Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Fifth Woman (Kurt Wallander Mystery Book 6) | Books > Literature & Fiction > History & Criticism | Rating: 1.0
- The Rules of Magic: A Novel (The Practical Magic Series Book 2) | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- The Obsidian Chamber (Pendergast Book 16) | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Career of Evil (Cormoran Strike Book 3) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
### User's movies History:
- [Item: B00N0RTGB4] | Unknown | Rating: 4.0
- [Item: B0083IJKUW] | Unknown | Rating: 5.0
- [Item: B001T9E0FW] | Unknown | Rating: 4.0
- [Item: B00CELQARK] | Unknown | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B01BDH30T6) Mutant X: The Complete Collection | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B07YTDFHR8) Operation Petticoat (Eureka Classics) Dual Format (Blu-ray & DVD) edition | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B004C39E3U) Opening Farewell: Live at Catalyst | Movies & TV > Movies | Rating: 4.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B002AHY4NK) [Item: B002AHY4NK] | Unknown | Rating: 4.8
(ID: B00UGPUADQ) Moonstruck [Blu-ray] by 20th Century Fox | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B001Q72HEI) ANY GIVEN SUNDAY MOVIE | Movies & TV > Movies | Rating: 4.6
(ID: B012H85KIE) [Item: B012H85KIE] | Unknown | Rating: 4.9
(ID: B004RBC5GK) The Little Rascals, Vol. 7 | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B009CG26R8) [Item: B009CG26R8] | Unknown | Rating: 4.5
(ID: B001AZIRXQ) DiC Animated Christmas Blast [DVD] | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.4
(ID: B09NJV5SNZ) [Item: B09NJV5SNZ] | Unknown | Rating: 4.3
(ID: B0039UU3KA) Then Came Bronson (1969 Tvm) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B0112UGMEO) [Item: B0112UGMEO] | Unknown | Rating: 4.4
(ID: B07F8YZF6Q) [Item: B07F8YZF6Q] | Unknown | Rating: 4.0
(ID: B07GGC5RFC) Pet Shop | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B07PX16YMV) [Item: B07PX16YMV] | Unknown | Rating: 3.7
(ID: B000N3AMTS) Sean Paul & Friends | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.0
(ID: B0B8QZ36V2) [Item: B0B8QZ36V2] | Unknown | Rating: 4.0
(ID: B07NR8BRJY) Funny Games (The Criterion Collection) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00DNF1SUA) National Geographic 125th Anniversary: Photos That Amaze | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
(ID: B006G18XN8) Baby Babble 3 - T D N | Movies & TV > Birth-2 Years | Rating: 4.7
(ID: B07N965B5H) [Item: B07N965B5H] | Unknown | Rating: 4.1
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B007XF0X9I) The Pirate Movie | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B07PQ9LV9B) [Item: B07PQ9LV9B] | Unknown | Rating: 3.2
(ID: B003H8F3AY) Loss Of A Teardrop Diamond | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B01HEXVJJG) Psycho-Pass: Season One [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B000JJ5F8E) NOVA: Secret of the Wild Child [DVD] | Movies & TV > PBS > NOVA | Rating: 4.5
(ID: B00005K9PL) Jackie Mason Comedy Trilogy | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.8
(ID: B08DT3HTVF) [Item: B08DT3HTVF] | Unknown | Rating: 4.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B000J3EAY0) Lupin the 3rd Movie Pack: Final Haul | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B01BX2B9VW) Last of the Summer Wine: Vintage 2007 [DVD] | Movies & TV > BBC > All BBC Titles | Rating: 4.7
(ID: B00000K31Q) 10 Things I Hate About You [DVD] | Movies & TV > Shakespeare on DVD Store > More to Explore | Rating: 4.8
(ID: 6303690653) Milpitas Monster [VHS] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.3
(ID: B005HFGXAE) [Item: B005HFGXAE] | Unknown | Rating: 4.8
(ID: B00JFK2ORS) [Item: B00JFK2ORS] | Unknown | Rating: 3.7
(ID: B000FWHVU0) Vermillion Pleasure Night, Vol. 2: Vox Stimuli | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B0000897DJ) Just Can't Get Enough: The True Story of the Chippendales' Murders [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B007Q353SI) [Item: B007Q353SI] | Unknown | Rating: 4.3
(ID: B007P6J1U2) [Item: B007P6J1U2] | Unknown | Rating: 4.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B08KWVWX68) Tintorera... Tiger Shark [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B001FXG1UO) Evolve | Movies & TV > Boxed Sets > Documentary | Rating: 4.1
(ID: B005D66DOI) [Item: B005D66DOI] | Unknown | Rating: 4.8
(ID: B00004YS6U) The Lemon Drop Kid [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000EDPSDC) Kung Fu Classic - Warriors Two | Movies & TV > Movies | Rating: 4.7
(ID: B000PE0EX4) Keillers Park | Movies & TV > Independently Distributed > Drama | Rating: 3.4
(ID: B008YAPR7E) Killjoy Goes to Hell | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00IY30K0A) Classic TV Beginnings: Combat! | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B09W4XD5P1) The Outfit (2022) - Blu-ray + Digital | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B004ATNMKC) [Item: B004ATNMKC] | Unknown | Rating: 4.6
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B006226OZK) [Item: B006226OZK] | Unknown | Rating: 4.7
(ID: B005KP374G) Midnight F.M. Korean Movie Dvd NTSC All Region (1 Dvd) | Movies & TV > Movies | Rating: 4.1
(ID: B00C3ALKYK) Lady From Louisiana | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000F48DEG) Shockumentary: Extreme Collection (Africa Addio / Addio Zio Tom) | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B004OQM6DA) [Item: B004OQM6DA] | Unknown | Rating: 4.8
(ID: B00S4P23M6) [Item: B00S4P23M6] | Unknown | Rating: 3.6
(ID: B000N3SRO0) Men of Honor (2000) | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00007L5VX) Napoleon: The Myth, The Battles, The Legends [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: 6303354939) In the Army Now | Movies & TV > Disney Home Video > All Disney Titles | Rating: 4.7
(ID: B003DLCQEG) [Item: B003DLCQEG] | Unknown | Rating: 2.3
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B008KUEZNU) The Ultimate Johnny Carson Collection - His Favorite Moments From The Tonight Show (Vols. 1-3) (1962-1992) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B004L2RF6K) [Item: B004L2RF6K] | Unknown | Rating: 4.5
(ID: B00UNO0CLA) THE HOLY LAND ROSARY W/ FR. MITCH PACWA*AN EWTN 1-DISC DVD | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.4
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B000WQWPSM) Hawaii Five-O: Season 3 | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.8
(ID: B07YZNHZBR) Dr. STONE (Simuldub) | Unknown | Rating: 4.8
(ID: B07Q3SKNSX) [Item: B07Q3SKNSX] | Unknown | Rating: 4.7
(ID: B008R7B43U) Live in Concert : DVD + Bonus CD | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00EX8HY8Q) [Item: B00EX8HY8Q] | Unknown | Rating: 3.2
(ID: B00BSBY0J2) [Item: B00BSBY0J2] | Unknown | Rating: 4.2
(ID: B008VHRXDQ) [Item: B008VHRXDQ] | Unknown | Rating: 4.5
(ID: B00008AOX6) Married with Children, Vol. 2 - The Most Outrageous Episodes | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.1
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B007UQ1NV2) Case Histories (Series 2) - 2-DVD Set ( Case Histories - Series Two ) [ NON-USA FORMAT, PAL, Reg.2 Import - United Kingdom ] | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.4
(ID: B004P27LXS) [Item: B004P27LXS] | Unknown | Rating: 3.4
(ID: B00S3JDV10) [Item: B00S3JDV10] | Unknown | Rating: 4.8
(ID: B00005U1X8) The Rescuers Down Under | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.5
(ID: B010A5P324) [Item: B010A5P324] | Unknown | Rating: 4.7
(ID: B000OLPZ5U) [Item: B000OLPZ5U] | Unknown | Rating: 4.3
(ID: B075LV59K5) [Item: B075LV59K5] | Unknown | Rating: 4.0
(ID: B00062IXZQ) Death Valley: The Revenge of Bloody Bill | Movies & TV > Independently Distributed > Horror | Rating: 3.9
(ID: B000065R1N) Once Were Warriors [IMPORT] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B000E371E6) Amer Cast: Savannah | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 5.0
(ID: B00KEFJ9IA) [Item: B00KEFJ9IA] | Unknown | Rating: 4.2
(ID: B00EIXWW2O) Longmire: Season 2 | Movies & TV > Boxed Sets > Westerns | Rating: 4.9
(ID: B00I3MQNOE) The After | Science Fiction | Rating: 3.8
(ID: B013IZNPNM) [Item: B013IZNPNM] | Unknown | Rating: 4.1
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B074V14K34) [Item: B074V14K34] | Unknown | 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."
}
|
B002AHY4NK
|
[Item: B002AHY4NK]
| 4
|
AFBXUPFV6RZ2ZPJLTJEWVDUGTRBA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- A Short History of Nearly Everything | Audible Books & Originals > Science & Engineering > Science | Rating: 1.0
- Hogwarts Library (Harry Potter) | Books > Boxed Sets > Children's Books | Rating: 5.0
- Let Freedom Ring: Winning the War of Liberty over Liberalism | Books > Politics & Social Sciences > Politics & Government | Rating: 1.0
- The Teeth of the Tiger | Books > Literature & Fiction > Action & Adventure | Rating: 1.0
- Mrs. Paine's Garage: And the Murder of John F. Kennedy | Books > Biographies & Memoirs > Community & Culture | Rating: 1.0
- Red Rabbit | Books > Literature & Fiction > Action & Adventure | Rating: 1.0
- False Witness: The Real Story of Jim Garrison's Investigation and Oliver Stone's Film JFK | Books > History > Americas | Rating: 1.0
- Case Closed: Lee Harvey Oswald and the Assassination of JFK | Books > Biographies & Memoirs > True Crime | Rating: 1.0
### User's movies History:
- [Item: B00406TRU4] | Unknown | Rating: 3.0
- Dinotasia [Blu-Ray] | Movies & TV > Blu-ray > Movies | Rating: 2.0
- Darwin: The Voyage That Shook the World | Movies & TV > Featured Categories > Blu-ray | Rating: 1.0
- Costa Rica - The National Parks and Wildlands | Movies & TV > Featured Categories > DVD | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B01GWDA3KA) Queen's Blade Complete Series 1 & 2 by Kinji Yoshimote | Movies & TV > TV | Rating: 4.7
(ID: B00MYZ4D7U) Christmas Tree Miracle [DVD] | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.6
(ID: B08JDTPBY8) Beast Mode | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.5
(ID: 6305661723) Yoga Zone: Conditioning & Stress Release VHS | Movies & TV > Yoga > Yoga Studios | Rating: 4.7
(ID: B002W2U3H4) [Item: B002W2U3H4] | Unknown | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B01L9YTCVI) [Item: B01L9YTCVI] | Unknown | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B0009XT8VA) Chasing Freedom [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B002MZZTT8) spider baby | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.6
(ID: 6305133433) Sharky's Machine [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B07P5QGVF3) [Item: B07P5QGVF3] | Unknown | Rating: 2.7
(ID: B01C24KXTO) Cesar 911 | Unscripted | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00008N704) Doctor Who: The Talons of Weng-Chiang [Region 2] | Movies & TV > Cult Movies > Sci-Fi & Fantasy | Rating: 4.5
(ID: B00MNS2A1O) [Item: B00MNS2A1O] | Unknown | Rating: 4.0
(ID: B003WL2ZRU) [Item: B003WL2ZRU] | Unknown | Rating: 4.6
(ID: B019PLVWSI) [Item: B019PLVWSI] | Unknown | Rating: 3.1
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B005HIEFC4) Friends with Benefits | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B002BXGDL4) [Item: B002BXGDL4] | Unknown | Rating: 4.3
(ID: B005529EI2) [Item: B005529EI2] | Unknown | Rating: 4.9
(ID: B00KQFOLBI) [Item: B00KQFOLBI] | Unknown | Rating: 3.9
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0007989YS) The Sword of Doom (The Criterion Collection) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B002LII6PA) Nana Box Set 2 [DVD] | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.9
(ID: B07DS4V41V) [Item: B07DS4V41V] | Unknown | Rating: 3.8
(ID: B00EIPKKDK) That's the Way of the World [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B00435WKD8) Sunrise Earth: America's Greatest Sunrises Blu-ray | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B01IX2F8GC) [Item: B01IX2F8GC] | Unknown | Rating: 3.4
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B002MG4KB0) [Item: B002MG4KB0] | Unknown | Rating: 4.7
(ID: B07YGTHGLZ) Body Groove Gentle Groovy Yoga and Pilates DVD Collection | Movies & TV > TV | Rating: 4.6
(ID: B076H1JG79) 2017 BTS Live Trilogy Episode III The Wings Tour In Seoul Concert | Movies & TV > Movies | Rating: 4.2
(ID: B018CC8Q5I) [Item: B018CC8Q5I] | Unknown | Rating: 3.7
(ID: B014A4RW2A) [Item: B014A4RW2A] | Unknown | Rating: 2.6
(ID: B000E42MT4) Shrek/Shrek 2 | Movies & TV > Characters & Series > Shrek | Rating: 4.5
(ID: B000VIQ4YW) [Item: B000VIQ4YW] | Unknown | Rating: 4.4
(ID: B000AYEL42) The Hitman | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.5
(ID: B00DYPYPWW) [Item: B00DYPYPWW] | Unknown | Rating: 4.8
(ID: B00008H2F2) Gladiator Challenge [DVD] | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.3
(ID: B00005RYL2) Highlander | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.7
(ID: B07PHHXD87) Walking Dead, The Season 9 | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.8
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0119RNGCG) Ang Lee Trilogy | Movies & TV > Movies | Rating: 4.5
(ID: B082MQSS66) [Item: B082MQSS66] | Unknown | Rating: 4.5
(ID: B07PGB15PJ) Let 'Em Know You're There | Special Interest > Documentary > Sports | Rating: 5.0
(ID: B00HY7W21M) [Item: B00HY7W21M] | Unknown | Rating: 4.8
(ID: B001GMH8VA) National Lampoon's Stoned Age | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 4.2
(ID: B074Q2RJ6Q) [Item: B074Q2RJ6Q] | Unknown | Rating: 4.4
(ID: 6305665168) The McGarrigle Hour [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00HHIPGCU) [Item: B00HHIPGCU] | Unknown | Rating: 4.8
(ID: B000W90JT6) Curse of Demon Mountain ("Shadow of Chikara") (1977) | Movies & TV > Genre for Featured Categories > Horror | Rating: 2.5
(ID: B01M9DV8UK) Good Work: Masters of the Building Arts | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.1
(ID: 156938374X) Terry Pratchett's Discworld - Wyrd Sisters [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.3
(ID: B0051T51RM) The Outer Limits - The Complete Season 2 | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.6
(ID: B0008EWRBI) New England Fiddles & New England Dances | Movies & TV > Musicals & Performing Arts > Independently Distributed | Rating: 4.3
(ID: B0084BLI9E) [Item: B0084BLI9E] | Unknown | Rating: 4.5
(ID: B000TZJBKG) Kyo Kara Maoh!: Season 1 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B076KR4T5T) [Item: B076KR4T5T] | Unknown | Rating: 2.9
(ID: B0094M11E4) [Item: B0094M11E4] | Unknown | Rating: 4.6
(ID: B0105RVWSQ) [Item: B0105RVWSQ] | Unknown | Rating: 4.2
(ID: B0000TSR10) Jasper, TX [DVD] | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.7
(ID: B0042J7GS4) JILLIAN MICHAELS FOR BEGINNERS: FRONTSIDE / DVD | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.1
(ID: B01BX52GFW) [Item: B01BX52GFW] | Unknown | Rating: 3.1
(ID: B00V2WJ80I) [Item: B00V2WJ80I] | Unknown | Rating: 2.9
(ID: B072QL8QJM) [Item: B072QL8QJM] | Unknown | Rating: 4.5
(ID: B015E0ZALY) [Item: B015E0ZALY] | Unknown | Rating: 3.1
(ID: B00GTVFDKG) Tony Horton's P90X3 Ultimate Kit - DVD Workout | Movies & TV > TV | Rating: 3.4
(ID: B000QUEQ5O) Bosom Buddies: Season 2 | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 4.8
(ID: B07FGT76QJ) Best of the Best 2 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B007QJDXRK) [Item: B007QJDXRK] | Unknown | Rating: 4.0
(ID: B072Z24BHZ) Princess Daisy | Comedy > Arthouse > Romance | Rating: 2.4
(ID: B077TMXCH5) [Item: B077TMXCH5] | Unknown | Rating: 4.6
(ID: B001EJGQTU) [Item: B001EJGQTU] | Unknown | Rating: 4.7
(ID: B00009MGKI) Black Caesar [Region 2] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B08NP3N64R) [Item: B08NP3N64R] | Unknown | Rating: 4.1
(ID: B01I9VUMQ8) The Jungle Book [Live-Action] [3D Blu-Ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.2
(ID: B008V90WK0) [Item: B008V90WK0] | Unknown | Rating: 4.4
(ID: B0041UUNUM) Mega Shark Vs Crocosaurus | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B002KAMSGC) Razorback | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00E1UJ0JM) Our Gang Gold Volume 3 - The Little Rascals Silent Shorts | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.2
(ID: B00KG2P83Q) [Item: B00KG2P83Q] | Unknown | Rating: 4.4
(ID: B00H229C58) Care for the Caregiver | Movies & TV > Movies | Rating: 3.4
(ID: B073HSSMW2) [Item: B073HSSMW2] | Unknown | Rating: 3.7
(ID: B01GF87QCA) [Item: B01GF87QCA] | Unknown | Rating: 4.9
(ID: B071Z3C6BY) [Item: B071Z3C6BY] | Unknown | Rating: 4.5
(ID: B00067YZHG) The Watermelon Heist [DVD] | Movies & TV > Independently Distributed > Comedy | Rating: 3.6
(ID: B001URA660) Mozart - The Magic Flute / Ostman, Biel, Dahlberg, Drottningholm Court Theatre | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.1
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: 6302281628) Talespin 5: Treasure Trap | Movies & TV > Disney Home Video > All Disney Titles | Rating: 5.0
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B004G460W8) R4 QB-Expert System, 3-DVD Series for Quarterback training & development | Movies & TV > TV | Rating: 4.9
(ID: B000QGE8IS) Othello [DVD] | Movies & TV > Shakespeare on DVD Store > The Works | 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."
}
|
B015E0ZALY
|
[Item: B015E0ZALY]
| 2
|
AFN5K4FD4IZEIQHC3NMTQHHKEZMA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Memories of a Cuban Kitchen | Books > Cookbooks, Food & Wine > Regional & International | Rating: 4.0
- Life's That Way: A Memoir | Books > Biographies & Memoirs > Memoirs | Rating: 4.0
- The Puzzle Palace | Unknown | Rating: 4.0
- NAKED PIC FAMOUS PEOPLE | Books > Humor & Entertainment > Humor | Rating: 1.0
- The Constitution of the United States | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
- FairTax: The Truth: Answering the Critics | Books > Politics & Social Sciences > Politics & Government | Rating: 4.0
- Gamble To Win Craps | Books > Humor & Entertainment > Puzzles & Games | Rating: 2.0
- Volvo Coupes, Sedans, and Wagons, 1990-98 (Haynes Repair Manuals) | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 4.0
### User's movies History:
- [Item: B001EBTQ8G] | Unknown | Rating: 3.0
- Woodstock - 3 Days of Peace & Music (The Director's Cut) [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.0
- As Time Goes By - Complete Series 5 | Movies & TV > Studio Specials > Warner Home Video | Rating: 5.0
- As Time Goes By - Complete Series 6 | Movies & TV > Studio Specials > Warner Home Video | Rating: 5.0
- As Time Goes By - Complete Series 7 | Movies & TV > Studio Specials > Warner Home Video | Rating: 5.0
- Fandango (1985) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 5.0
- Cameron Diaz Celebrity Pack (In Her Shoes / There's Something About Mary / A Life Less Ordinary) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 3.0
- Truman Capote's A Christmas Memory - ABC Stage 67 | Movies & TV > Holidays & Seasonal > Christmas | Rating: 5.0
- The Hustler (Two-Disc Collector's Edition) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
- A Summer Place | Movies & TV > Today's Deals > Spotlight Deals | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B07X3NWDDP) [Item: B07X3NWDDP] | Unknown | Rating: 4.0
(ID: B00028G6P8) WWE Unforgiven 2004 | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.3
(ID: B0053TWVW8) Poetry [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00267QOEG) Power Rangers RPM, Vol. 1: Start Your Engines | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 3.3
(ID: B004YVAUMY) Law & Order: Criminal Intent | Suspense > Drama | Rating: 4.8
(ID: B01B3QGJ0E) [Item: B01B3QGJ0E] | Unknown | Rating: 2.9
(ID: B01GHBYMMC) [Item: B01GHBYMMC] | Unknown | Rating: 4.5
(ID: B07CPT3JRP) [Item: B07CPT3JRP] | Unknown | Rating: 4.1
(ID: B00IJUT08G) [Item: B00IJUT08G] | Unknown | Rating: 3.9
(ID: B075DSC6F9) The Killer 4 Pack Vol II | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.0
(ID: B000NDB71K) Blues Guitar Arrangements for the Intermediate Player | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 5.0
(ID: B07KX9RMNV) [Item: B07KX9RMNV] | Unknown | Rating: 3.3
(ID: B01I67BCWI) [Item: B01I67BCWI] | Unknown | Rating: 3.9
(ID: B001E1BO72) The War File: Tanks! The Fall of France | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00BAU97AS) Mrs. Brown's Boys Live Tour / Mrs. Brown Rides a | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B001L1CNIY) Hurray for Huckle: Zooming Around Busytown | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00MIYRZAE) Beyond Westworld: The Complete Series | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.1
(ID: B00D55A47Q) [Item: B00D55A47Q] | Unknown | Rating: 3.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B019HNW4FY) [Item: B019HNW4FY] | Unknown | Rating: 3.4
(ID: B000E6EK5Q) KatieBird*Certifiable Crazy Person | Movies & TV > Featured Categories > DVD | Rating: 3.1
(ID: 0784012636) The Breaks | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.7
(ID: B0B668VLDL) [Item: B0B668VLDL] | Unknown | Rating: 4.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0010BSKKA) [Item: B0010BSKKA] | Unknown | Rating: 4.4
(ID: B004XD0HCG) [Item: B004XD0HCG] | Unknown | Rating: 3.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B004DC0VKA) [Item: B004DC0VKA] | Unknown | Rating: 4.5
(ID: B0007KNJVK) The Boneyard | Movies & TV > Independently Distributed > Horror | Rating: 4.5
(ID: B000096FVG) Trick or Treat [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B001PWUPYI) [Item: B001PWUPYI] | Unknown | Rating: 4.8
(ID: B012XPZ90A) Blood Moon | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.1
(ID: B00ZS5X75M) [Item: B00ZS5X75M] | Unknown | Rating: 3.9
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00RSI565Q) [Item: B00RSI565Q] | Unknown | Rating: 4.6
(ID: B06W5HBSPQ) [Item: B06W5HBSPQ] | Unknown | Rating: 2.5
(ID: B0020MST9U) Giordano: Marcella | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B009P2VCD8) Lost Magic Decoded | Movies & TV > A&E Home Video > All A&E Titles | Rating: 5.0
(ID: B0001EFTH4) Cheaper by the Dozen | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00000FA4U) Spring Breakdown (BD) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: 630123300X) Byrne's Standard Video of Pool & Billiards - Volume 1 VHS | Unknown | Rating: 3.0
(ID: B07MTLKJRQ) [Item: B07MTLKJRQ] | Unknown | Rating: 4.6
(ID: B003EYFB1C) [Item: B003EYFB1C] | Unknown | Rating: 4.1
(ID: B011MHZJ3M) [Item: B011MHZJ3M] | Unknown | Rating: 3.5
(ID: B00GIP1S1G) What Happens In Vegas / There's Something About Mary | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.0
(ID: B004NTDEZ2) Jennifer Batten/Jeff Beck/Randy Hope/Steve Alexander - Japan 1999 | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 3.4
(ID: B08CWD68YW) Claudine (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.9
(ID: B0718ZB5G3) [Item: B0718ZB5G3] | Unknown | Rating: 3.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B0063NS4BA) [Item: B0063NS4BA] | Unknown | Rating: 4.6
(ID: B07YD1V79J) [Item: B07YD1V79J] | Unknown | Rating: 4.9
(ID: B00011Y1NU) Be Good, Smile Pretty | Movies & TV > Docurama > Military & War | Rating: 5.0
(ID: B07R931XWS) A Tree Grows In Brooklyn (Masters Of Cinema) Blu Ray [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B003UXX0JW) [Item: B003UXX0JW] | Unknown | Rating: 4.7
(ID: B00J0U5Y6G) [Item: B00J0U5Y6G] | Unknown | Rating: 3.4
(ID: 0965511812) Qi Gong 18 Style For Health & Longevity | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.5
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B07PMTDWFV) [Item: B07PMTDWFV] | Unknown | Rating: 4.8
(ID: B0006J288M) Classic Cartoon Favorites, Vol. 1 - Starring Mickey [DVD] | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: 6303923380) Alice in Chains: The Nona Tapes VHS | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
(ID: B072ZDQNLZ) On Moonlight Bay (1951) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B006B894UW) Eternal Law - Series 1 | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B0026AZULQ) Carbine Williams | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B000LV6VWO) PORSCHE Victory by Design. Historic, race-winning cars driven hard. Unique footage of rare cars, hidden in private collections; until now. | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.8
(ID: B00GFXTK16) [Item: B00GFXTK16] | Unknown | Rating: 3.6
(ID: B000NO23TY) The Joys of Jezebel / My Tale is Hot (Infernal Double Feature) | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B009DL52EQ) HEADSHOT | Suspense > Drama > Gritty | Rating: 3.5
(ID: B017ORVB72) [Item: B017ORVB72] | Unknown | Rating: 5.0
(ID: B00I1O35AE) Holy Ghost People | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B004SB1QBO) Integrated Qi Gon for lower back pain | Special Interest | Rating: 5.0
(ID: B074GVWKQK) K-19: The Widowmaker | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.5
(ID: B00HV0D1RQ) Duck Dynasty: The Complete Seasons 1-4 | Movies & TV > Genre for Featured Categories > Reality TV | Rating: 5.0
(ID: B07D515974) American Heritage Collection, The | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000JLTREU) Macao [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B004N21KIC) Bloomington | Movies & TV > Independently Distributed > Drama | Rating: 4.3
(ID: B00004CK7E) The Trap [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B001349IS2) Ultraman Mebius and Ultraman Brothers Japan Movie DVD | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B07Z277267) [Item: B07Z277267] | Unknown | Rating: 2.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: 6304436394) Desperado (Widescreen Edition) [VHS] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B00M7USXD2) [Item: B00M7USXD2] | Unknown | Rating: 4.6
(ID: B003PZDUHC) [Item: B003PZDUHC] | Unknown | Rating: 4.0
(ID: B00R4YOWZO) Healing Neen: A Documentary | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: B0845VYG15) [Item: B0845VYG15] | Unknown | Rating: 5.0
(ID: B07X27TPKH) [Item: B07X27TPKH] | Unknown | Rating: 4.4
(ID: B000YD0PDU) A Dennis the Menace Christmas | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.3
(ID: B00004REQZ) Classic Albums - The Who: Who's Next [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B072Z2M3VW) [Item: B072Z2M3VW] | Unknown | Rating: 2.9
(ID: B0081EMUKU) [Item: B0081EMUKU] | Unknown | Rating: 4.7
(ID: B00SK9PMCE) [Item: B00SK9PMCE] | Unknown | Rating: 3.5
(ID: B00004R614) The Brylcreem Boys [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B000YGP71C) Como Ama Una Mujer [DVD] | Movies & TV > Genre for Featured Categories > Foreign Films | 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."
}
|
B0026AZULQ
|
Carbine Williams
| 4
|
AGXUI4QBIU5FVZXKKCWA4DHYK7GQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Antiracist Baby Picture Book | Books > Children's Books > Growing Up & Facts of Life | Rating: 1.0
- Girl's Best Friend (A Maggie Brooklyn Mystery) | Books > Children's Books > Growing Up & Facts of Life | Rating: 5.0
- Monsterology: The Complete Book of Monstrous Beasts | Books > Children's Books > Fairy Tales, Folk Tales & Myths | Rating: 5.0
- My Rotten Redheaded Older Brother (Aladdin Picture Books) | Books > Children's Books > Growing Up & Facts of Life | Rating: 1.0
- A World Of Butterflies | Books > Science & Math > Biological Sciences | Rating: 1.0
- Draw Like an Artist: 100 Flowers and Plants: Step-by-Step Realistic Line Drawing * A Sourcebook for Aspiring Artists and Designers (Volume 2) (Draw Like an Artist, 2) | Books > Arts & Photography > History & Criticism | Rating: 5.0
- Billy Showell's Botanical Painting in Watercolour | Books > Arts & Photography > History & Criticism | Rating: 5.0
- Nikon D5100 Digital Field Guide | Books > Arts & Photography > Photography & Video | Rating: 1.0
### User's movies History:
- No Time to Die | Action > Suspense | Rating: 5.0
- [Item: B008PZZZPC] | Unknown | Rating: 5.0
- [Item: B08LMJ93LL] | Unknown | Rating: 5.0
- [Item: B074GCJSK8] | Unknown | Rating: 5.0
- Beavis and Butthead | Comedy > Animation > Music Videos and Concerts | Rating: 5.0
- Big Little Lies | Drama > Suspense | Rating: 1.0
- Forbidden Empire | Science Fiction > Suspense > Cerebral | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00N29I34G) [Item: B00N29I34G] | Unknown | Rating: 3.5
(ID: B005IVFPSI) [Item: B005IVFPSI] | Unknown | Rating: 3.2
(ID: B004Z34KIQ) The Beautician and the Beast (1997) ( The Beautician & the Beast ) [ NON-USA FORMAT, PAL, Reg.2 Import - Netherlands ] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00197PP12) Bear Snores on & More Beary Adorable Tales | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.0
(ID: B015YTZHMC) [Item: B015YTZHMC] | Unknown | Rating: 4.5
(ID: B002GRQ4NW) Imitation of Life (1934) | Comedy > Drama > Downbeat | Rating: 4.8
(ID: B00AREMJE4) [Item: B00AREMJE4] | Unknown | Rating: 4.8
(ID: B01ETAYIPY) The Lure [DVD] (English subtitles) | Movies & TV > Movies | Rating: 4.3
(ID: B07DCM7D96) [Item: B07DCM7D96] | Unknown | Rating: 3.5
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B000HC03YE) TV From Yesteryear Comedies: The Edgar Bergen and Charlie McCarthy Show, The Life of Riley, Our Miss Brooks | Movies & TV > Movies | Rating: 4.5
(ID: B072Z389MD) Space Angel Volume 2 | Science Fiction > Animation > Kids | Rating: 4.3
(ID: B001AV3P0A) An Angel for May (Feature Films for Families) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B07QNYZFGV) [Item: B07QNYZFGV] | Unknown | Rating: 3.5
(ID: B000KF0DES) Return in Red | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B000C65YTE) 1-800-Missing: Season 2 | Movies & TV > Boxed Sets > Drama | Rating: 4.5
(ID: B0007LC58C) DVD-Slide Guitar For Rock & Blues | Movies & TV > Musicals & Performing Arts > Independently Distributed | Rating: 3.4
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B07FYY3GTQ) [Item: B07FYY3GTQ] | Unknown | Rating: 4.4
(ID: B00009PJT6) Psychos 4 Movie Pack [DVD] | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.8
(ID: B0044UHPHS) Lies and Illusions / Shadowboxer / Way of War (Triple Feature) | Movies & TV > Genre for Featured Categories > Military & War | Rating: 3.8
(ID: B08TYJYCG9) Barb And Star Go To Vista Del Mar | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.7
(ID: B000LXHFMM) Requiem | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.0
(ID: B09D8VGDTV) Hudson & Rex: Season 3 [DVD] [2021] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00004WG4Q) Black Adder II - Parte the Firste Part 1 VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B07X56HRDW) Bill Tilghman and the Outlaws - DVD | Movies & TV > Genre for Featured Categories > Westerns | Rating: 3.6
(ID: B07L79SZMY) [Item: B07L79SZMY] | Unknown | Rating: 3.3
(ID: B08Q6SD2LM) After the Thin Man [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: 0884873943) Guided Flight Discover Private Video Series | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0007XPYN8) The Red String | Movies & TV > Independently Distributed > Documentary | Rating: 4.0
(ID: B000GCG6AU) Alice Cooper - The Nightmare Returns Tour (1986) | Movies & TV > Music Artists > Cooper, Alice | Rating: 4.7
(ID: B01A9MI2YE) [Item: B01A9MI2YE] | Unknown | Rating: 4.0
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: 8472000370) Miss Pattycake Discovers Bubbling Joy | Movies & TV > Movies | Rating: 4.6
(ID: B006JJ4RGE) [Item: B006JJ4RGE] | Unknown | Rating: 3.1
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B000A0GY1Y) Monumental: David Brower's Fight for Wild America | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00V2LCF9A) [Item: B00V2LCF9A] | Unknown | Rating: 4.6
(ID: B0007VY47M) NBA Dynasty Series - Philadelphia 76ers - The Complete History | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B002YOJBXC) Vienna Philharmonic - Die Schopfung | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.8
(ID: B09KKC7B2F) [Item: B09KKC7B2F] | Unknown | Rating: 3.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00024JBFO) Once Upon a Time in the Hood | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B000JZ2VB2) TURBO JAM FAT BLASTER | Movies & TV > Movies | Rating: 4.2
(ID: B00C3JU3L2) Horizon in the Middle of Nowhere: Season 2 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.5
(ID: B00JKW8OYI) [Item: B00JKW8OYI] | Unknown | Rating: 3.7
(ID: B000JJRIL6) Robert G. Lee: A to Z | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.8
(ID: B08LKF6FHS) I'd Rather Be Rich | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: 0963781332) Lexie Cannes | Movies & TV > Movies | Rating: 2.7
(ID: B004TTOQ80) Meet the Stewarts | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B008BGFW4O) [Item: B008BGFW4O] | Unknown | Rating: 4.7
(ID: B000AARQHU) Bell, Book and Candle | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B00R55U120) Lucio Fulci Collection, the (Blu-Ray) | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00LEW3LTA) America's Wild West | Movies & TV > Boxed Sets > Documentary | Rating: 4.7
(ID: B009LAP9JW) [Item: B009LAP9JW] | Unknown | Rating: 4.8
(ID: B000QRIKR2) The Last of the Mohicans (1920 - Silent) | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B000FEC2NY) Anatomy For Artists - Volume 3: Man In Motion | Movies & TV > Independently Distributed > Art House & International | Rating: 4.7
(ID: B0891WSZC3) [Item: B0891WSZC3] | Unknown | Rating: 4.4
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B0001ZJQ8G) DVD-Blues By The Book #2 | Movies & TV > Musicals & Performing Arts > Independently Distributed | Rating: 5.0
(ID: B0009VND0E) Head-On [Gegen die Wand] | Movies & TV > Independently Distributed > Drama | Rating: 4.3
(ID: B01LX1KBB2) [Item: B01LX1KBB2] | Unknown | Rating: 2.7
(ID: B01D16GVIO) [Item: B01D16GVIO] | Unknown | Rating: 4.6
(ID: B0028ZDJF8) Big Trouble in Little China | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B0000AOV6P) In Search of Peace: Part One 1948 - 1967 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B0050AJTEI) [Item: B0050AJTEI] | Unknown | Rating: 3.5
(ID: B07Y99XLHD) Handmaid's Tale, The: Season 3 [DVD] | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.8
(ID: B003H8F5SY) Christmas in Boston | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.4
(ID: B086M69YK1) [Item: B086M69YK1] | Unknown | Rating: 5.0
(ID: B00005N5SD) Crocodile Dundee in Los Angeles | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.6
(ID: B009CFZ0MM) [Item: B009CFZ0MM] | Unknown | Rating: 4.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00WJLJDSI) [Item: B00WJLJDSI] | Unknown | Rating: 3.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B077T9KX7M) [Item: B077T9KX7M] | Unknown | Rating: 3.6
(ID: B009MZQQWA) [Item: B009MZQQWA] | Unknown | Rating: 4.8
(ID: B0007YYNUC) Les Grands Classiques de Lino Ventura (Original French ONLY Version - No English Options) | Movies & TV > Movies | Rating: 5.0
(ID: B00IXF8FJM) [Item: B00IXF8FJM] | Unknown | Rating: 4.7
(ID: B007092F5W) Heart Is a Lonely Hunter | Movies & TV > Movies | Rating: 4.5
(ID: B00OFCE0K0) EL DE LOS LENTES DE CARRERA [OSCAR LOPEZ,FABIAN LOPEZ,JOHN SOLIS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 5.0
(ID: B00B4804QM) Continuum: Season 1 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: B07XQLJTYH) [Item: B07XQLJTYH] | Unknown | Rating: 3.5
(ID: B07WHVBNXB) [Item: B07WHVBNXB] | Unknown | Rating: 4.5
(ID: B071W9RNST) [Item: B071W9RNST] | Unknown | Rating: 4.7
(ID: B000H5U6E8) Vengeance of the Zombies [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B0B6RTYLGF) [Item: B0B6RTYLGF] | Unknown | Rating: 2.5
(ID: B00H8V13T6) [Item: B00H8V13T6] | Unknown | Rating: 3.7
(ID: B00005MEPL) IMAX:FIRES OF KUWAIT (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: 6302423430) Guilty as Charged | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.2
(ID: B01N1UVV3U) [Item: B01N1UVV3U] | Unknown | Rating: 4.6
(ID: B0731VX6Q9) [Item: B0731VX6Q9] | Unknown | Rating: 4.5
(ID: B004TFTE86) Rubber | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.0
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B000N3SSAI) March of the Penguins | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | 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."
}
|
B00B4804QM
|
Continuum: Season 1 [Blu-ray]
| 5
|
AEQC7HBJX7W72DIKSWVIO4LFK7VQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Quantum Spy: A Thriller | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- A Legacy of Spies: A Novel (George Smiley Novels Book 9) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Zero Day (John Puller Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Lock Artist: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Spy Who Came in from the Cold: A George Smiley Novel (George Smiley Novels Book 3) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Three Stations: An Arkady Renko Novel (Arkady Renko Series Book 7) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
### User's movies History:
- [Item: B00O4JAQ9I] | Unknown | Rating: 5.0
- [Item: B006MYGL8S] | Unknown | Rating: 5.0
- [Item: B0079W98QO] | Unknown | Rating: 4.0
- [Item: B00YBX664Q] | Unknown | Rating: 4.0
- The Beatles: Scream and Shout | Music Videos and Concerts > Documentary > Arts, Entertainment, and Culture | Rating: 1.0
- [Item: B00S5JLGZ6] | Unknown | Rating: 5.0
- Whitechapel | Drama > Suspense | Rating: 3.0
- [Item: B00I3NHZPY] | Unknown | Rating: 3.0
- [Item: B00OOKXTFU] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000EU1Q3Q) Adventures of Superman: The Complete Third & Fourth Seasons | Movies & TV > Boxed Sets > Action & Adventure | Rating: 4.7
(ID: B00932A66Y) [Item: B00932A66Y] | Unknown | Rating: 4.3
(ID: B0734J7ZMW) [Item: B0734J7ZMW] | Unknown | Rating: 4.1
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00FCAJYXW) Atkins, Chet - & Friends: Collection | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.4
(ID: 6304993838) Dead Heart | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.6
(ID: B00ULNIRLA) Ceu Ao Vivo (Digipack) | Movies & TV > Movies | Rating: 5.0
(ID: B08S6HQ35R) A Discovery of Witches | Drama > Fantasy > Romance | Rating: 4.8
(ID: B00005JM6H) To Live | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.7
(ID: B00ADHREU4) [Item: B00ADHREU4] | Unknown | Rating: 4.4
(ID: B004Q4VVIQ) Culinary Travels - Magnificent Mexico | Special Interest | Rating: 4.0
(ID: B07CF7XXPD) [Item: B07CF7XXPD] | Unknown | Rating: 4.6
(ID: B001NY7G86) [Item: B001NY7G86] | Unknown | Rating: 4.3
(ID: B0015XHQYY) Unsuk Chin: Alice in Wonderland | Movies & TV > Musicals & Performing Arts > Classical | Rating: 3.5
(ID: B01N5HWZH4) [Item: B01N5HWZH4] | Unknown | Rating: 4.1
(ID: B00D6C5RMA) [Item: B00D6C5RMA] | Unknown | Rating: 4.7
(ID: B000Q7ZOLC) China: A Century of Revolution (Three Disc Set) | Movies & TV > Boxed Sets > Documentary | Rating: 4.7
(ID: B004X4AFYK) [Item: B004X4AFYK] | Unknown | Rating: 4.4
(ID: B0007TKHFW) With Six You Get Eggroll | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 4.7
(ID: B01IDSDRDC) Kingsglaive - Final Fantasy XV | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0007Y8ABK) Tarnation [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B01J96PKZK) [Item: B01J96PKZK] | Unknown | Rating: 4.8
(ID: B001CLAPP6) [Item: B001CLAPP6] | Unknown | Rating: 4.0
(ID: B07B8DG2WM) Confidential Assignment | Suspense > Comedy > Drama | Rating: 4.6
(ID: B00I3MPZUW) [Item: B00I3MPZUW] | Unknown | Rating: 4.3
(ID: B000055XA8) Sol Bianca - The Legacy #3: Going Home [DVD] | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B01HFYZSD2) [Item: B01HFYZSD2] | Unknown | Rating: 4.4
(ID: B01DWSRWSO) The Champions [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B000BNHALS) ED SULLIVAN'S ROCK N ROLL CLASSICS - THE BRITISH INVASION | Movies & TV > Movies | Rating: 2.8
(ID: B079VFPJJQ) [Item: B079VFPJJQ] | Unknown | Rating: 4.7
(ID: B00008J2I4) Sacred Yoga Practice with Rainbeau Mars: Vinyasa Flow - 4 Volume Gift Set (Beginners, Pure Tranquility, Pure Power, Pure Sweat) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B018HCA53E) [Item: B018HCA53E] | Unknown | Rating: 4.8
(ID: B0019IRCFI) [Item: B0019IRCFI] | Unknown | Rating: 4.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B007OV0UYY) [Item: B007OV0UYY] | Unknown | Rating: 4.6
(ID: B07NBYVNWW) [Item: B07NBYVNWW] | Unknown | Rating: 4.4
(ID: 1571324259) Super Singing Circus | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.7
(ID: B01KIQMHB0) [Item: B01KIQMHB0] | Unknown | Rating: 2.8
(ID: B006JM1VD8) The Twilight Saga: Breaking Dawn - Part 2 (2 Disc Limited Edition) [DVD] | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.7
(ID: B07YQ72XZT) [Item: B07YQ72XZT] | Unknown | Rating: 4.8
(ID: B00264U0P8) Hollywood Collection - Joan Crawford Always the Star [DVD] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.9
(ID: B00PIPYTY0) [Item: B00PIPYTY0] | Unknown | Rating: 4.1
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B07DKV22D1) RBG | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.8
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B01G7U30P8) [Item: B01G7U30P8] | Unknown | Rating: 2.6
(ID: B003BV8I9K) Squidbillies, Vol. 3 | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B003XEURTY) [Item: B003XEURTY] | Unknown | Rating: 4.7
(ID: B008Q00EIE) [Item: B008Q00EIE] | Unknown | Rating: 4.7
(ID: B004GSVXAI) Here's Lucy: Season 4 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B0793GV6M4) [Item: B0793GV6M4] | Unknown | Rating: 3.4
(ID: B0131TP6XW) The World According to Garp | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B01CNGGMQY) [Item: B01CNGGMQY] | Unknown | Rating: 4.5
(ID: B01MR4OSJ6) [Item: B01MR4OSJ6] | Unknown | Rating: 4.0
(ID: B01H403Y6K) [Item: B01H403Y6K] | Unknown | Rating: 2.9
(ID: B0819HS22K) KAITOU SENTAI LUPINRANGER VS KEISATSU SENTAI PATRANGER - COMPLETE TV SERIES DVD BOX SETS ( 1-51 EPISODES + 2 MOVIE ) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00CRWP6KS) [Item: B00CRWP6KS] | Unknown | Rating: 4.2
(ID: B084JC3M4R) [Item: B084JC3M4R] | Unknown | Rating: 2.7
(ID: B00005RIZL) Two Can Play That Game | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B07DNDFWCJ) [Item: B07DNDFWCJ] | Unknown | Rating: 4.8
(ID: B0777SVW63) Tom in America | Drama | Rating: 4.1
(ID: B01J2KR2JA) [Item: B01J2KR2JA] | Unknown | Rating: 4.0
(ID: B000FJN4PE) Saawan... The Love Season | Movies & TV > Genre for Featured Categories > Drama | Rating: 2.9
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B002WKTFXO) Cronicas Chilangas | Movies & TV > Independently Distributed > Comedy | Rating: 4.5
(ID: B0002GLWNG) The Arrival | Movies & TV > Fully Loaded DVDs > DTS | Rating: 3.0
(ID: B071LNC9KP) [Item: B071LNC9KP] | Unknown | Rating: 3.4
(ID: B0007GP7N2) The Little Prince [DVD] | Movies & TV > Independently Distributed > Kids & Family | Rating: 4.2
(ID: B074WJ78QY) [Item: B074WJ78QY] | Unknown | Rating: 2.3
(ID: B09TG13FKD) [Item: B09TG13FKD] | Unknown | Rating: 3.9
(ID: B000EXZAXU) The Musicademy Intermediate Worship Guitar Course Volumes 1-3 | Movies & TV > Featured Categories > DVD | Rating: 3.2
(ID: B00HY7UPO8) [Item: B00HY7UPO8] | Unknown | Rating: 4.8
(ID: B01H074EP2) Endeavour | Drama | Rating: 4.7
(ID: B000A0GRDY) His Majesty, The Scarecrow of Oz | Movies & TV > Featured Categories > DVD | Rating: 2.9
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B086H4PYZ2) Dead End | Drama > Romance > Cerebral | Rating: 4.5
(ID: B01GWATS5E) [Item: B01GWATS5E] | Unknown | Rating: 4.6
(ID: B00008MTX9) Care Bears: Last Laugh | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B00942Y6WI) [Item: B00942Y6WI] | Unknown | Rating: 4.8
(ID: B0160EX1ZK) [Item: B0160EX1ZK] | Unknown | Rating: 4.4
(ID: B0B5YVFWT8) [Item: B0B5YVFWT8] | Unknown | Rating: 3.8
(ID: B07ZVHPW21) The Edge of Success | Documentary > Talk Show and Variety > Special Interest | Rating: 4.1
(ID: B00O9BIQ2A) [Item: B00O9BIQ2A] | Unknown | Rating: 4.4
(ID: B00007ELFS) Soothing Scriptures: Christian Retreats | Movies & TV > Movies | Rating: 3.5
(ID: B0000D9PNP) The Battle of Shaker Heights | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.1
(ID: B01MA3QDOV) [Item: B01MA3QDOV] | Unknown | Rating: 4.0
(ID: B000VPN2AE) BMX Freestyle | Movies & TV > Featured Categories | Rating: 5.0
(ID: B000RIAGQ8) [Item: B000RIAGQ8] | Unknown | Rating: 3.6
(ID: B00USIHXZE) [Item: B00USIHXZE] | Unknown | Rating: 4.2
(ID: 0792115449) Five Card Stud | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B01G2LIL1A) [Item: B01G2LIL1A] | Unknown | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B017YK38XE) [Item: B017YK38XE] | Unknown | 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."
}
|
B01H074EP2
|
Endeavour
| 5
|
AEIAIM4XPCE5KQVLLRMXDU63FPAA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Sales Bible, New Edition: The Ultimate Sales Resource | Books > Business & Money > Industries | Rating: 1.0
- Made to Stick: Why Some Ideas Survive and Others Die | Books > Business & Money > Management & Leadership | Rating: 5.0
- SPIN Selling | Books > Business & Money > Marketing & Sales | Rating: 4.0
- The Ultimate Sales Machine: Turbocharge Your Business with Relentless Focus on 12 Key Strategies | Books > Business & Money > Management & Leadership | Rating: 1.0
- The Sales Bible: The Ultimate Sales Resource, Revised Edition | Books > Business & Money > Marketing & Sales | Rating: 1.0
### User's movies History:
- [Item: B072YWFDGN] | Unknown | Rating: 1.0
- Nocturnal Animals | Suspense > Drama > Bleak | Rating: 1.0
- [Item: B01ESAOAP8] | Unknown | Rating: 1.0
- [Item: B0012GC810] | Unknown | Rating: 3.0
- [Item: B00BHU9GKM] | Unknown | Rating: 3.0
- [Item: B00VVXMYU4] | Unknown | Rating: 1.0
- [Item: B00YORD6AQ] | Unknown | Rating: 2.0
- [Item: B000SW4DK8] | Unknown | Rating: 3.0
- [Item: B00EY8BRGU] | Unknown | Rating: 2.0
- [Item: B00XJDXPXY] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B01G9GTE64) [Item: B01G9GTE64] | Unknown | Rating: 4.4
(ID: B078XY2JKH) Dear Dictator [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00FWPQ82C) Million Dollar Baby [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B07TKNFSCF) Queens of Mystery Series 1 | Movies & TV > TV | Rating: 4.4
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B07XGN5HF7) [Item: B07XGN5HF7] | Unknown | Rating: 3.8
(ID: B0039HW0HM) Rugrats: Character Collections | Comedy > Animation > Adventure | Rating: 4.3
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B075H1ZVQ3) [Item: B075H1ZVQ3] | Unknown | Rating: 2.8
(ID: B009NX3U20) Cloverfield | Science Fiction > Suspense > Ominous | Rating: 4.4
(ID: B07JP23J2L) [Item: B07JP23J2L] | Unknown | Rating: 3.0
(ID: B000SW2EQS) [Item: B000SW2EQS] | Unknown | Rating: 4.8
(ID: 6303389279) Adventures of Priscilla Queen of Desert / Movie VHS | Movies & TV > Art House & International > By Genre | Rating: 4.7
(ID: B001O5LVVW) My Very First Treasury of 50 Storybook Classics: Preschool Stories (Scholastic Storybook Treasures) | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: 6305052093) Made for Each Other | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B01N8OPJTA) [Item: B01N8OPJTA] | Unknown | Rating: 4.2
(ID: B0B5W3GQH8) [Item: B0B5W3GQH8] | Unknown | Rating: 4.4
(ID: B00ESY7OWQ) [Item: B00ESY7OWQ] | Unknown | Rating: 4.2
(ID: B00I3MPZ1G) [Item: B00I3MPZ1G] | Unknown | Rating: 3.5
(ID: B000NA21V8) Tutenstein, Vol. 1: The Beginning | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B002XKKY06) [Item: B002XKKY06] | Unknown | Rating: 4.6
(ID: B00F3L8ON6) Beverly Hills Teens - Volume 2 - 33 Episodes | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B0080QOLBU) Heat on the Street: A Rage in Harlem / Malevolent / The Glass Shield / In Too Deep | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.5
(ID: B01N4FT852) [Item: B01N4FT852] | Unknown | Rating: 3.8
(ID: B01GWC8XEE) Chef! The Complete Collection (Series 1-3) by Lenny Henry | Movies & TV > BBC > All BBC Titles | Rating: 4.7
(ID: B079Q43NCS) [Item: B079Q43NCS] | Unknown | Rating: 4.2
(ID: B013OUP9DA) [Item: B013OUP9DA] | Unknown | Rating: 3.6
(ID: B008Z9YGEE) [Item: B008Z9YGEE] | Unknown | Rating: 4.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B09QFN4N1F) [Item: B09QFN4N1F] | Unknown | Rating: 3.9
(ID: B018YJ3CXA) [Item: B018YJ3CXA] | Unknown | Rating: 4.6
(ID: B07DJR2DBJ) [Item: B07DJR2DBJ] | Unknown | Rating: 3.9
(ID: B000MEYKF0) El Cortez | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00005UO7H) Charcoal People | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.6
(ID: B084GMMJWM) [Item: B084GMMJWM] | Unknown | Rating: 3.0
(ID: B000N680VW) Batman Begins/Widescreen | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: 159166005X) Sheffey | Movies & TV > Movies | Rating: 4.8
(ID: B00UOW29C6) Box of Faith | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B000UUX2K0) Fat Blasting Bootcamp | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: 6305320845) State Fair [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B00EE6IAKS) Dinosaurs: History of Dinosaurs in Hollywood | Movies & TV > Genre for Featured Categories > Documentary | Rating: 2.9
(ID: B00D3LA6H0) Return To Nuke 'em High: Volume 1 | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.4
(ID: B009D50DUU) Donald Duck's Christmas Favourites [DVD] | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.6
(ID: B07K1NFBB6) [Item: B07K1NFBB6] | Unknown | Rating: 3.9
(ID: B004CZJ3ZW) Western Legends 2 SPECIAL EDITION DIRECTOR'S CUT DVDs | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.4
(ID: B00JXO87U4) [Item: B00JXO87U4] | Unknown | Rating: 4.6
(ID: B009XGV1GY) [Item: B009XGV1GY] | Unknown | Rating: 4.6
(ID: B00BWH6DOC) 12/31/1899 | Movies & TV > Blu-ray > Movies | Rating: 3.4
(ID: B011MHBJ68) Live and Let Die (BD) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B0009PVZHS) Lightning Bug [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.9
(ID: 630358912X) Six Weeks VHS | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B0B78BPNRT) [Item: B0B78BPNRT] | Unknown | Rating: 4.5
(ID: B00VGJHZ4S) [Item: B00VGJHZ4S] | Unknown | Rating: 2.3
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00026WTYW) National Lampoon Presents Dorm Daze (R-Rated Edition) | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.3
(ID: B0038OY6DW) [Item: B0038OY6DW] | Unknown | Rating: 4.7
(ID: B00C18OVD6) [Item: B00C18OVD6] | Unknown | Rating: 3.3
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B009Z7V7KG) [Item: B009Z7V7KG] | Unknown | Rating: 4.0
(ID: B000TCZHXO) [Item: B000TCZHXO] | Unknown | Rating: 4.4
(ID: B00JDWWD9M) [Item: B00JDWWD9M] | Unknown | Rating: 4.4
(ID: B000AA4DS0) White Sun of the Desert / Beloye Solntse Pustyni (Kr. p.) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.3
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B0B3WFRKM6) [Item: B0B3WFRKM6] | Unknown | Rating: 4.0
(ID: B00M3GPSJW) [Item: B00M3GPSJW] | Unknown | Rating: 3.6
(ID: B017HMM2V8) Eve, The | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.3
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B0126M384Y) Girlfriends' Guide to Divorce: Season 1 | Movies & TV > Boxed Sets > Television | Rating: 4.4
(ID: 0981536328) Tapping Solution | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0007Z4HAC) Salsa Crazy Presents: Learn to Salsa Dance, Intermediate Series, Volume 1 | Movies & TV > Independently Distributed > Special Interests | Rating: 3.5
(ID: 6305836566) FernGully 2 - The Magical Rescue [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.3
(ID: B000QRL7O0) Liberty's Kids, Est. 1776 (6 DVD Set) | Movies & TV > Movies & TV Holiday Wishlist | Rating: 4.4
(ID: B00C4Q0XQE) Tin Men | Comedy > Drama > Fun | Rating: 4.7
(ID: B01ASDE5XG) [Item: B01ASDE5XG] | Unknown | Rating: 4.7
(ID: B00K353NX8) [Item: B00K353NX8] | Unknown | Rating: 4.8
(ID: B09NL9RK4H) [Item: B09NL9RK4H] | Unknown | Rating: 3.9
(ID: B000J16CTS) [Item: B000J16CTS] | Unknown | Rating: 4.7
(ID: B082MRZCWD) [Item: B082MRZCWD] | Unknown | Rating: 4.6
(ID: B07XMJVMR2) [Item: B07XMJVMR2] | Unknown | Rating: 4.9
(ID: B002WNUVL6) Tony Roberts: Wired | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.7
(ID: B0849Q3KKF) [Item: B0849Q3KKF] | Unknown | Rating: 3.8
(ID: B00AEFXJF4) Black Sunday | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.5
(ID: B003UESJF6) Megamind (Single-Disc Edition) | Movies & TV > Studio Specials > DreamWorks | Rating: 4.8
(ID: B000KJZL1Y) [Item: B000KJZL1Y] | Unknown | Rating: 4.5
(ID: B002ZW82RY) [Item: B002ZW82RY] | Unknown | Rating: 3.0
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: 630417067X) Land and Freedom VHS | Movies & TV > Art House & International > By Country | Rating: 4.3
(ID: B07GX5SG65) Daylight | Suspense > Drama > Downbeat | Rating: 3.8
(ID: B00KT1B31A) [Item: B00KT1B31A] | Unknown | Rating: 3.8
(ID: B004XKH6IM) [Item: B004XKH6IM] | Unknown | Rating: 4.6
(ID: B00EY7ZPU0) [Item: B00EY7ZPU0] | Unknown | Rating: 4.1
(ID: B073Q9C39P) Hawthorne: The Complete Season 1 - 3 | Movies & TV > TV | Rating: 4.5
(ID: B078WWLH1Y) [Item: B078WWLH1Y] | Unknown | Rating: 3.3
]
## 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."
}
|
B0B5W3GQH8
|
[Item: B0B5W3GQH8]
| 1
|
AEWUHEDPPIEEIRCILKPZG5TWQ6YQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Swiss Watching: Inside the Land of Milk and Money | Books > Biographies & Memoirs > Historical | Rating: 3.0
- DK Eyewitness Travel Guide: Switzerland | Books > Travel > Europe | Rating: 5.0
- The Vegetarian Flavor Bible: The Essential Guide to Culinary Creativity with Vegetables, Fruits, Grains, Legumes, Nuts, Seeds, and More, Based on the Wisdom of Leading American Chefs | Books > Cookbooks, Food & Wine > Cooking by Ingredient | Rating: 1.0
- A Dark Lure | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Running with Scissors: A Memoir | Books > Politics & Social Sciences > Politics & Government | Rating: 3.0
- Moving Day: A Thriller | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Serena: A Novel (P.S.) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
### User's movies History:
- [Item: B006GLLREU] | Unknown | Rating: 5.0
- [Item: B006GLLR4A] | Unknown | Rating: 4.0
- Easy Freestyle Swimming: 21st Century Techniques for Beginners to Advanced Swimmers | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B01LTHZVLU) Moonlight | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B08VFPCQZC) [Item: B08VFPCQZC] | Unknown | Rating: 3.5
(ID: B00G3LUHC6) 140 Advanced Combat Moves, 4 x DVD Self Defence Home Study Course [DVD] | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.3
(ID: B07CYHQL1V) [Item: B07CYHQL1V] | Unknown | Rating: 3.4
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0078YWTJQ) [Item: B0078YWTJQ] | Unknown | Rating: 4.7
(ID: B0000VV4YU) An American Tail - The Treasure of Manhattan Island | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B003YZNDKM) [Item: B003YZNDKM] | Unknown | Rating: 4.2
(ID: B08J1TMPJP) Munich Philharmonic - Bruckner: The Symphonies, The Story, The Film welt | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00IMQW19M) Tricks. | Movies & TV > Disc on Demand | Rating: 3.4
(ID: B09KFGMMMN) [Item: B09KFGMMMN] | Unknown | Rating: 3.2
(ID: B07WQ1ZDDX) [Item: B07WQ1ZDDX] | Unknown | Rating: 4.1
(ID: B0097WIEQY) [Item: B0097WIEQY] | Unknown | Rating: 4.1
(ID: B00B47N244) [Item: B00B47N244] | Unknown | Rating: 4.7
(ID: B000RWJRGY) I Was Wrong | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: 6305767165) Invincible Super Chan | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 3.6
(ID: B07B5WB73D) WWE: WrestleMania 34 (BD) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B07JYW1DYX) [Item: B07JYW1DYX] | Unknown | Rating: 3.7
(ID: B07L796R7F) [Item: B07L796R7F] | Unknown | Rating: 2.8
(ID: B00DZICNNQ) [Item: B00DZICNNQ] | Unknown | Rating: 4.6
(ID: B09M695NVS) [Item: B09M695NVS] | Unknown | Rating: 3.3
(ID: B002EBPOYU) [Item: B002EBPOYU] | Unknown | Rating: 3.5
(ID: B002B2TIEO) Bill Nye the Science Guy - Storms & Atmosphere | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 5.0
(ID: B07XL54YXB) Ultraseven: Complete Series | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B000ZHBB0Q) [Item: B000ZHBB0Q] | Unknown | Rating: 4.8
(ID: B00005J757) At War With the Army [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B004263TYM) [Item: B004263TYM] | Unknown | Rating: 3.7
(ID: B079QPJG2Y) To Sir, With Love: Complete Collection (I & II) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B00DM11LV6) [Item: B00DM11LV6] | Unknown | Rating: 4.5
(ID: B09B7Q23J9) Edward Everett Horton: 8 Silent Comedies | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B000BTITYE) The Stud | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B07JDTVW9B) [Item: B07JDTVW9B] | Unknown | Rating: 4.7
(ID: B003XF1W38) Death March Of Bataan | Movies & TV > Disc on Demand | Rating: 4.0
(ID: B00B8L68LA) Phine Body By Phaedra & Apollo Donkey Booty Extreme 2 DVD Set | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.9
(ID: B0172XVW0Y) [Item: B0172XVW0Y] | Unknown | Rating: 4.8
(ID: B004G600A4) Tangled | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.8
(ID: B0182W7JZ6) Jesus of Nazareth: The Complete Miniseries - 40th Anniversary Edition [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B08NKBFRSL) [Item: B08NKBFRSL] | Unknown | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B009LNIBPI) [Item: B009LNIBPI] | Unknown | Rating: 4.3
(ID: B07Q9HRBK3) Orson Welles Great Mysteries: Volume One [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B084BRBMK8) [Item: B084BRBMK8] | Unknown | Rating: 3.4
(ID: B009WZ6LE8) This Time - A Music Documentary | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B00W8TFVKK) [Item: B00W8TFVKK] | Unknown | Rating: 3.2
(ID: B008Y6R7DA) [Item: B008Y6R7DA] | Unknown | Rating: 4.6
(ID: B004QH0SQE) [Item: B004QH0SQE] | Unknown | Rating: 3.2
(ID: B079P978NF) Luther [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.8
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B002LHG8HE) Keys to Receiving God's Justice Media Set | Movies & TV > Christian Movies & TV | Rating: 4.5
(ID: B000N3T2LW) The Family Way (Boulting Brothers Collection) [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B019P5E4NY) [Item: B019P5E4NY] | Unknown | Rating: 4.1
(ID: B00PX7T56K) I'm No Angel | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.6
(ID: B07H5XJVCB) [Item: B07H5XJVCB] | Unknown | Rating: 5.0
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B005ELVCWU) Great Explorers | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00G32SCVI) [Item: B00G32SCVI] | Unknown | Rating: 4.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B07HSRHG9B) I Said This, You Heard That | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0083HXKNG) THE SINKING OF THE LACONIA | Movies & TV > BBC > All BBC Titles | Rating: 4.3
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B019DR3782) [Item: B019DR3782] | Unknown | Rating: 4.6
(ID: B00CERJIVY) Errors of the Human Body | Movies & TV > Indie & Art House | Rating: 3.5
(ID: B001OONJ7W) [Item: B001OONJ7W] | Unknown | Rating: 4.6
(ID: B018N0JZ5O) [Item: B018N0JZ5O] | Unknown | Rating: 4.8
(ID: B07B5WCXF3) Fury [4K UHD + Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00000JZIJ) The Onion Field VHS | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00004XONZ) Running Free | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B01MCSZ2ZX) The Exorcist File - Haunted Boy | Drama > Documentary | Rating: 3.9
(ID: B07CXKQZ2F) The Oath | Unknown | Rating: 4.1
(ID: B08MJ5BV6R) [Item: B08MJ5BV6R] | Unknown | Rating: 4.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00EXP2VVO) [Item: B00EXP2VVO] | Unknown | Rating: 4.4
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B0098G61CI) [Item: B0098G61CI] | Unknown | Rating: 4.6
(ID: B00196PTNM) [Item: B00196PTNM] | Unknown | Rating: 4.8
(ID: B00007H5C8) The Sherlock Holmes Feature Film Collection | Movies & TV > Boxed Sets > Mystery & Suspense | Rating: 4.6
(ID: B00003PE9J) My Tutor [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B07QHQG331) Scotty and the Secret History of Hollywood | Historical > LGBTQ > Cheerful | Rating: 4.4
(ID: B0006J28LO) Oh God! Book II | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.7
(ID: B00004XPQM) Final Destination [VHS] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.6
(ID: B0091X2OGA) The Jacket | Suspense > Drama > Anxious | Rating: 4.5
(ID: 0790750708) Get Carter | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.4
(ID: B005IA9JV8) Darro & Mantan Moreland Collection (Up In The Air / Gang's All Here / Irish Luck / You're Out of Luck / On The Spot) | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B005INZZWM) [Item: B005INZZWM] | Unknown | Rating: 3.0
(ID: B001OEO2A0) [Item: B001OEO2A0] | Unknown | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B0BXSJZX25) [Item: B0BXSJZX25] | Unknown | Rating: 3.5
(ID: B000VLOKIQ) Flag, Volume 1 | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B07ZX7MDLJ) [Item: B07ZX7MDLJ] | Unknown | Rating: 3.0
(ID: B00UGPJ6RC) Inception by Warner Home Video | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B07NHLSFJT) [Item: B07NHLSFJT] | Unknown | Rating: 4.3
(ID: B079R7TT3B) [Item: B079R7TT3B] | Unknown | Rating: 4.9
(ID: B08B5FLX58) The Curse of Sleeping Beauty | Suspense > Horror > Dreamlike | Rating: 3.1
(ID: B004N6NW2U) Driver Dans Story Train - Limited Edition [DVD] | Movies & TV > Movies | 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."
}
|
B0078YWTJQ
|
[Item: B0078YWTJQ]
| 5
|
AGP4SIU6W32SKI3FBRNRHR5IWAZQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Algebra I Workbook For Dummies | Books > Science & Math > Mathematics | Rating: 1.0
- Finding the Uncommon Deal: A Top New York Lawyer Explains How to Buy a Home For the Lowest Possible Price | Books > Business & Money > Real Estate | Rating: 2.0
- Basic Economics: A Common Sense Guide to the Economy | Books > Business & Money > Economics | Rating: 4.0
- Zone Meals in Seconds: 150 Fast and Delicious Recipes for Breakfast, Lunch, and Dinner (The Zone) | Books > Cookbooks, Food & Wine > Cooking by Ingredient | Rating: 2.0
- Investing in Real Estate With Lease Options and "Subject-To" Deals : Powerful Strategies for Getting More When You Sell, and Paying Less When You Buy | Books > Business & Money > Investing | Rating: 5.0
- The Abc's Of Real Estate Investing: The Secrets Of Finding Hidden Profits Most Investors Miss (Rich Dad's Advisors) | Books > Business & Money > Investing | Rating: 4.0
- Investing in Duplexes, Triplexes, and Quads: The Fastest and Safest Way to Real Estate Wealth | Books > Business & Money > Real Estate | Rating: 4.0
- 2 Years to a Million in Real Estate | Books > Business & Money > Investing | Rating: 3.0
### User's movies History:
- [Item: B01DFQWYEA] | Unknown | Rating: 2.0
- [Item: B00L83TQR6] | Unknown | Rating: 1.0
- [Item: B002DQLGHU] | Unknown | Rating: 1.0
- [Item: B00EXIS0ES] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B07GGMC5BT) Death House | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B0794QVY55) Marcella - Series 1 & 2 Box Set [DVD] | Movies & TV > TV | Rating: 4.4
(ID: B0055B7NBI) [Item: B0055B7NBI] | Unknown | Rating: 4.0
(ID: B00THHF1DI) [Item: B00THHF1DI] | Unknown | Rating: 3.8
(ID: B00028G784) La Barca de Oro | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 5.0
(ID: B006JJM2FW) [Item: B006JJM2FW] | Unknown | Rating: 4.3
(ID: B00024E6AE) Where Does The Evidence Lead? | Movies & TV > Independently Distributed > Documentary | Rating: 4.6
(ID: B001M6SH4C) Noddy: Good Neighbor Noddy, Vol. 6 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B003Q4I0A4) [Item: B003Q4I0A4] | Unknown | Rating: 4.3
(ID: B01DEFZYTO) Bomber Operations: Target For Tonight from Total Content Digital | Documentary > Military and War | Rating: 3.9
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B01DCLAZEO) [Item: B01DCLAZEO] | Unknown | Rating: 4.7
(ID: B00008DDIL) Mobile Fighter G Gundam Collector's Box 3 (Rounds 7-9) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00FIZKB8S) [Item: B00FIZKB8S] | Unknown | Rating: 4.6
(ID: B00006952U) Gospel Today Magazine Presents: Praise & Worship 2002 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.9
(ID: B00006SFKL) The Price of the American Dream | Movies & TV > Independently Distributed > Drama | Rating: 3.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: 6305118892) Crucible | Movies & TV > Widescreen > Drama | Rating: 4.5
(ID: B07CZ9287M) [Item: B07CZ9287M] | Unknown | Rating: 3.5
(ID: B005OK0YNE) The Quest (Pilot) (1976) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B00AO7HP5M) Pure And Simple, Volume One | Movies & TV > Movies | Rating: 4.6
(ID: B000AJJNHW) Aliens of the Deep | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.1
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B000UYWUH2) Believe In Me | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: 905798167X) Question and Answer Session (Part 7) | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B005HEG3P0) Star Trek: Enterprise | Science Fiction > Drama > Adventure | Rating: 4.8
(ID: B00004Y6B2) Tie Me Up! Tie Me Down! | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B07DGR8GQ5) Call The Midwife: Complete Series 1-7 DVD | Movies & TV > TV | Rating: 4.5
(ID: B086M6D9NM) [Item: B086M6D9NM] | Unknown | Rating: 4.2
(ID: B07VDVHP2B) [Item: B07VDVHP2B] | Unknown | Rating: 4.7
(ID: B00G9UCAB2) [Item: B00G9UCAB2] | Unknown | Rating: 4.5
(ID: B0019PL2KM) Garfield's Funfest/Garfield Gets Real | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B00000JX1B) They Live VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B01N90S5JF) [Item: B01N90S5JF] | Unknown | Rating: 4.3
(ID: B01BW008VW) [Item: B01BW008VW] | Unknown | Rating: 3.8
(ID: B01HHNSJM8) [Item: B01HHNSJM8] | Unknown | Rating: 3.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B07BF2TQY5) [Item: B07BF2TQY5] | Unknown | Rating: 4.3
(ID: B002WSB5RU) Paranormal Entity | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B07H51W8YH) [Item: B07H51W8YH] | Unknown | Rating: 4.7
(ID: 6302961661) Mickey & the Beanstalk [VHS] | Movies & TV > Disney Home Video > By Age | Rating: 3.6
(ID: B000MV8JG4) David and Solomon: Expanding the Kingdom | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 5.0
(ID: B09HY74N8B) [Item: B09HY74N8B] | Unknown | Rating: 4.3
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B0038LR86W) [Item: B0038LR86W] | Unknown | Rating: 4.0
(ID: B0024R32LQ) The Note II : Taking A Chance On Love | Comedy > Drama > Emotional | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B002SEQ924) Noonbory & the Super Seven: They're Sense-ational! | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B001EYK1XM) [Item: B001EYK1XM] | Unknown | Rating: 4.4
(ID: B000GRUN36) El Ruisenor y Otros Cuentos [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 5.0
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B01AXW7EEY) The Daniel Craig Collection [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B08QBMQ34H) Family Business, Series 1 | Movies & TV > TV | Rating: 3.8
(ID: B000W7G7F8) Lower Back Focus Training - Improving your lower back health. At Home with Paul Zaichik. | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B06Y3F2SZW) Josie & the Pussycats: The Complete Series (Rpkgd/DVD) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B003G715HQ) Bitten | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.3
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B001BC31RK) Rest Stop - Don't Look Back [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B08DVG1JPN) [Item: B08DVG1JPN] | Unknown | Rating: 4.0
(ID: B00TU9UFTS) [Item: B00TU9UFTS] | Unknown | Rating: 4.7
(ID: B0007IO7F4) Womens Prison Massacre | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B01CRDSVBC) [Item: B01CRDSVBC] | Unknown | Rating: 4.2
(ID: B01LZZ5JEJ) [Item: B01LZZ5JEJ] | Unknown | Rating: 2.4
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00284BVAE) Trouble on the Corner | Movies & TV > Disc on Demand | Rating: 4.6
(ID: B06Y42RLRR) [Item: B06Y42RLRR] | Unknown | Rating: 4.4
(ID: B00003E46J) Wind in the Willows (Nutech Digital) [DVD] | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.3
(ID: B00GOC74WA) 90s Night In - 8-Movie Set - Threesome - Wilder Napalm - Go! - The Velocity of Gary - Hexed - Jersey Girl - The Mating Habits of the Earthbound Human - The Suburbans | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B07XHZLYSH) Naruto: The Complete Series/Movies (DVD) | Movies & TV > TV | Rating: 4.9
(ID: B001N52MP2) [Item: B001N52MP2] | Unknown | Rating: 4.5
(ID: B004SUDQ8Q) Rabbit-Proof Fence | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.7
(ID: B01J8OA5Q2) [Item: B01J8OA5Q2] | Unknown | Rating: 4.3
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B005FJ7C66) [Item: B005FJ7C66] | Unknown | Rating: 4.7
(ID: B0096HFUDA) [Item: B0096HFUDA] | Unknown | Rating: 4.4
(ID: B000YHDDBC) [Item: B000YHDDBC] | Unknown | Rating: 4.6
(ID: B005FQ2HD2) Michael McDonald: Live/A Tribute to Motown Live [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00GHPBQFU) Hoot Gibson - Silent Cowboy Marathon | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00H8DWDIO) [Item: B00H8DWDIO] | Unknown | Rating: 3.3
(ID: B008I5CURU) After Porn Ends | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B001EJGVA4) Musical Collection: Royal Wedding / Till the Clouds Roll By / The Pajama Game / Alice Adventure's in Wonderland | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B003V9OCIS) [Item: B003V9OCIS] | Unknown | Rating: 4.6
(ID: B000G88AG2) My Sassy Girl (Director's Cut Edition) 2 Disc Set | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B083XVZ6Q7) The Odd Couple [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: 6305811555) Those Who Love Me Can Take the Train | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.9
(ID: 6300181502) Shenandoah | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.8
(ID: B00LHGSK08) [Item: B00LHGSK08] | Unknown | Rating: 3.8
(ID: B07WPX4T17) Doctor Who: Image of the Fendahl | Movies & TV > BBC > All BBC Titles | Rating: 4.7
(ID: B0B4DL1NKQ) [Item: B0B4DL1NKQ] | Unknown | Rating: 2.7
(ID: B0002B965M) Bedtime Story ( King of the Mountain ) ( Bed time Story ) [ NON-USA FORMAT, PAL, Reg.0 Import - United Kingdom ] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B0001I5696) Mutant X - Season 2 Discs 1-2 | Movies & TV > Animation | Rating: 4.7
(ID: B001CU7QQS) History -- Mail Call Episode #49: 101st Airborne Di | Movies & TV > Disc on Demand | Rating: 5.0
(ID: B009IRKWSG) [Item: B009IRKWSG] | Unknown | Rating: 3.4
(ID: B00U7B1VG4) [Item: B00U7B1VG4] | Unknown | Rating: 4.3
(ID: B004LGE2LC) [Item: B004LGE2LC] | Unknown | 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."
}
|
B00TU9UFTS
|
[Item: B00TU9UFTS]
| 3
|
AEF6FFAICVR7WVOYMJZZOBJLE67Q
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- I Pray Today | Books > Children's Books | Rating: 3.0
- Smokey | Books > Children's Books > Growing Up & Facts of Life | Rating: 5.0
- Thank You, Lord, For Everything | Books > Children's Books > Literature & Fiction | Rating: 5.0
- The Myth of the Lost Cause: Why the South Fought the Civil War and Why the North Won | Books > History > Americas | Rating: 1.0
- Ink & Paint: The Women of Walt Disney's Animation (Disney Editions Deluxe) | Books > Humor & Entertainment > Movies | Rating: 1.0
- So Much More | Books > History | Rating: 1.0
### User's movies History:
- Crime Does Not Pay: The Complete Shorts Collection | Movies & TV > Studio Specials > Warner Home Video | Rating: 5.0
- [Item: B074CSFMCK] | Unknown | Rating: 1.0
- Roy Rogers - The Happy Trails Collection | Movies & TV > Genre for Featured Categories > Westerns | Rating: 1.0
- Mr. Belvedere Rings the Bell | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
- Sitting Pretty | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.0
- Shadow of the Cat (1961) dvd UK Release | Movies & TV > Movies | Rating: 4.0
- The Bowery Boys: Volume One | Movies & TV > Studio Specials > Warner Home Video | Rating: 5.0
- [Item: B002KOY2VM] | Unknown | Rating: 1.0
- The Bing Crosby Collection (College Humor / We're Not Dressing / Here Is My Heart / Mississippi / Sing You Sinners / Welcome Stranger) | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 5.0
- KILLER McCOY | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0054WPWNY) Aspen Extreme [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B017GEWAQ4) Death on the Diamond | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B0167N7IO4) One Thing She Doesn't Have | Comedy > Drama > Romance | Rating: 3.0
(ID: B0076W0PQE) Fat Albert / Meet Dave (Own the Moments Feature) | Movies & TV > Movies | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B08B2L3PJM) Zoo (Season One / Season Two) | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.7
(ID: B07VF1X2TZ) [Item: B07VF1X2TZ] | Unknown | Rating: 4.8
(ID: B004UOHNES) Doctor Who: Paradise Towers (Episode 149) | Movies & TV > BBC > All BBC Titles | Rating: 4.6
(ID: B003QSK9SG) [Item: B003QSK9SG] | Unknown | Rating: 4.8
(ID: B081BBR54J) [Item: B081BBR54J] | Unknown | Rating: 3.7
(ID: B01GULKCWS) [Item: B01GULKCWS] | Unknown | Rating: 3.4
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B001OI33II) WooLife | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.8
(ID: B00YED0YMI) [Item: B00YED0YMI] | Unknown | Rating: 4.3
(ID: B00023XHX2) Gold | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.1
(ID: B002XDR5OQ) A Lady of Chance, (1928) | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.4
(ID: B01EIGOEJE) Carnival of Souls (The Criterion Collection) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B00FJ0557O) Instant Mom | Comedy > Drama | Rating: 4.5
(ID: B004GFEL7S) [Item: B004GFEL7S] | Unknown | Rating: 4.1
(ID: B002SF9YMU) Acting Shakespeare | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.3
(ID: 630516424X) Silkwood | Movies & TV > Movies | Rating: 4.7
(ID: B07KYZSXC3) The Riot and the Dance: Earth | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.6
(ID: B004SI5VUO) The Far Pavilions | Movies & TV > HBO > All HBO Titles | Rating: 4.5
(ID: B01AKR8D38) The Price of Honor | Documentary > Cerebral > Outlandish | Rating: 4.4
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B071VN5BBH) [Item: B071VN5BBH] | Unknown | Rating: 3.5
(ID: 6302731224) Hoffa [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B000SM6FJ0) Kickbox Yoga Fusion | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.5
(ID: 6304271506) Withnail & I [VHS] | Movies & TV > Art House & International > By Country | Rating: 4.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B0017SVH5Q) Death Note (Live Action) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000W3M6XY) [Item: B000W3M6XY] | Unknown | Rating: 4.7
(ID: B00DGNOI9W) [Item: B00DGNOI9W] | Unknown | Rating: 4.2
(ID: B00005BJX6) Cops and Robbersons | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00NW6KRY8) Azalea, Iggy - Her Life Her Story | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 2.6
(ID: B00B2DSK06) [Item: B00B2DSK06] | Unknown | Rating: 4.7
(ID: B000FDDY28) Assault on Precinct 13 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B006FMK4KS) Backstage at the Kirov | Movies & TV > Musicals & Performing Arts > Ballet & Dance | Rating: 3.9
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B07BZ5B8YH) Mermaids | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.7
(ID: B006IRQUMQ) My Future Boyfriend | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B01JBJU866) [Item: B01JBJU866] | Unknown | Rating: 5.0
(ID: B00AEBB8ZG) Young Adult (2011) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.0
(ID: B07YYKSTDN) [Item: B07YYKSTDN] | Unknown | Rating: 4.4
(ID: B015IVLA2M) [Item: B015IVLA2M] | Unknown | Rating: 4.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B015U5GUSK) [Item: B015U5GUSK] | Unknown | Rating: 4.9
(ID: B00X6K2478) [Item: B00X6K2478] | Unknown | Rating: 4.2
(ID: B008AJXYBA) [Item: B008AJXYBA] | Unknown | Rating: 4.7
(ID: B006JIVKM4) [Item: B006JIVKM4] | Unknown | Rating: 4.2
(ID: B00000I1SD) Odin - Photon Space Sailer Starlight | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.3
(ID: B00FEB09XS) [Item: B00FEB09XS] | Unknown | Rating: 2.8
(ID: B003JYOFPA) Arabic for Kids: Language Box Set (Vol. I) | Movies & TV > Movies | Rating: 3.8
(ID: B00TQCDHQC) Hustler White - Remastered [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00NM7KIWI) [Item: B00NM7KIWI] | Unknown | Rating: 4.5
(ID: B00004REOH) Sandbaggers Collection Set 2 VHS | Movies & TV > Boxed Sets > Drama | Rating: 4.0
(ID: B002GJX0QO) Beginning Watercolor Journaling | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.9
(ID: B093YC489T) [Item: B093YC489T] | Unknown | Rating: 2.4
(ID: 1560153253) Lyric Language I French/English VHS | Movies & TV > Movies | Rating: 3.0
(ID: B00AW72MS4) [Item: B00AW72MS4] | Unknown | Rating: 4.3
(ID: B0009IW8BW) The Sonny Chiba Collection: Shogun's Ninja [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B001OBBS0A) Chaucer & The Canterbury Tales | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B009EE5UVC) [Item: B009EE5UVC] | Unknown | Rating: 4.7
(ID: B00A1ZUYAK) Gloria | Suspense > Drama > Tense | Rating: 4.7
(ID: B004D00076) The Love Ins | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B09Q2M86LD) [Item: B09Q2M86LD] | Unknown | Rating: 4.6
(ID: B08M9J51KM) [Item: B08M9J51KM] | Unknown | Rating: 4.7
(ID: B001J31P9M) Sunset On The Desert | Drama > Western > Arts, Entertainment, and Culture | Rating: 4.2
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00LXLO5YC) [Item: B00LXLO5YC] | Unknown | Rating: 4.7
(ID: B001CUBAQ0) History - Modern Marvels : More Snack Food Tech | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B003V4RK0A) Mozart: Cosi fan tutte | Movies & TV > Featured Categories > Blu-ray | Rating: 4.0
(ID: B07RCV3SHC) Friends: S8 (25th Ann/Rpkg/DVD) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.9
(ID: B001LMAKAG) Rent: Filmed Live on Broadway | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B000G6BLDS) Jesse James | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B01MTN99CL) [Item: B01MTN99CL] | Unknown | Rating: 4.7
(ID: 6301932749) Danger Mouse: Public Enemy No. 1 and More Vol. 2 VHS | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: B00M8CC04W) [Item: B00M8CC04W] | Unknown | Rating: 3.4
(ID: B017JLWPYG) [Item: B017JLWPYG] | Unknown | Rating: 4.5
(ID: B0085D3I3K) Christopher Nolan Collection: (Memento / Insomnia / Batman Begins / The Dark Knight / Inception) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B00AEBB9JG) Wild Thornberry's Movie, The 2002 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B01GJCLO16) [Item: B01GJCLO16] | Unknown | Rating: 4.7
(ID: B0792DY7XZ) [Item: B0792DY7XZ] | Unknown | Rating: 3.9
(ID: B004FWEAIC) Magic Rituals How-To: Sacred Space, Psychic Self-Defense, Energy Balance; Ancient traditions for modern life | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B07S4LFSV1) [Item: B07S4LFSV1] | Unknown | Rating: 3.5
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B018ANAFBW) [Item: B018ANAFBW] | Unknown | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B085PXXRVN) [Item: B085PXXRVN] | Unknown | Rating: 4.6
(ID: B00BHYUILY) [Item: B00BHYUILY] | Unknown | Rating: 3.9
(ID: B0172XVV4G) [Item: B0172XVV4G] | Unknown | Rating: 4.2
(ID: B00AV9ZLRM) Detective Montalbano: Episode 17 - Wings of the Sphinx | Suspense > International | Rating: 4.3
(ID: B002LFPABQ) Discover the World of Animals: Farm | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B00005O5KH) Cardcaptor Sakura - Sakura Fight Vol. 4 VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | 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."
}
|
B07KYZSXC3
|
The Riot and the Dance: Earth
| 5
|
AE7APLXMOZW32XWVL47D5GM2XQRQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Leo Can Swim | Books > Children's Books > Growing Up & Facts of Life | Rating: 1.0
- Sweet Surrender | Books > Literature & Fiction > Women's Fiction | Rating: 3.0
- Giving In (The Surrender Trilogy) | Books > Literature & Fiction > Women's Fiction | Rating: 1.0
- Letting Go (The Surrender Trilogy) | Books > Literature & Fiction > Women's Fiction | Rating: 1.0
- Speak | Books > Teen & Young Adult > Literature & Fiction | Rating: 3.0
- Heart-Shaped Box | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
### User's movies History:
- [Item: B07Z7T9J8F] | Unknown | Rating: 5.0
- [Item: B09KKM6CWM] | Unknown | Rating: 1.0
- [Item: B08WC172MN] | Unknown | Rating: 1.0
- Princess Hours | Comedy > Romance > Drama | Rating: 3.0
- [Item: B005C2UEL6] | Unknown | Rating: 2.0
- [Item: B01HP3FMT8] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B08LR19QNN) [Item: B08LR19QNN] | Unknown | Rating: 3.2
(ID: B07PWBF5SQ) [Item: B07PWBF5SQ] | Unknown | Rating: 3.8
(ID: B07XZL44SC) [Item: B07XZL44SC] | Unknown | Rating: 3.3
(ID: B074NDVMQK) Super Why!: Around The World Adventure (Face) | Movies & TV > PBS > All | Rating: 4.6
(ID: B005IXD10A) [Item: B005IXD10A] | Unknown | Rating: 3.0
(ID: B003V3OH8Y) [Item: B003V3OH8Y] | Unknown | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B01MUSIYKK) [Item: B01MUSIYKK] | Unknown | Rating: 4.0
(ID: B019WMTYJO) Tokyo Story (The Criterion Collection) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00XEXS6HE) [Item: B00XEXS6HE] | Unknown | Rating: 4.4
(ID: B01LTHYE0O) Arrival (4K UHD + Blu-ray + Digital) | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00M2FRCJS) We're the Millers (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B009BXSXHE) [Item: B009BXSXHE] | Unknown | Rating: 4.1
(ID: B00ASIS3VM) [Item: B00ASIS3VM] | Unknown | Rating: 4.5
(ID: B09P9G9M44) [Item: B09P9G9M44] | Unknown | Rating: 4.5
(ID: B003LR5BBC) Brother Outsider: The Life of Bayard Rustin | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0095R7K1Q) The Pacifier | Comedy > Drama > Fun | Rating: 4.7
(ID: B008X7JBPM) Suzanne Bowen's Slim & Toned Prenatal Barre Workout (2012) | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B07JKHXZSW) [Item: B07JKHXZSW] | Unknown | Rating: 3.9
(ID: 1896306217) Blunt: The Fourth Man [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: 6305308829) The Betsy (Snap Case) [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.3
(ID: B003NG5KOE) [Item: B003NG5KOE] | Unknown | Rating: 4.5
(ID: B002BEA148) [Item: B002BEA148] | Unknown | Rating: 4.1
(ID: 6301801970) Little Princess VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B002NY7YWS) Waldbuhne Concert: Latin American Night | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00FN5Z8UY) The Walking Dead: Season 4 | Movies & TV > Boxed Sets > Television | Rating: 4.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B000C3L2MU) Rain | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B07QVMG2Z9) [Item: B07QVMG2Z9] | Unknown | Rating: 4.8
(ID: B001AF9SJS) 21 | Historical > Drama > Electrifying | Rating: 4.6
(ID: B002ZO3R8Q) [Item: B002ZO3R8Q] | Unknown | Rating: 4.1
(ID: 6303953670) Airplanes A to Z | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B071YPZL6K) Exhibition on Screen: I, Claude Monet | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.6
(ID: B079NK4359) [Item: B079NK4359] | Unknown | Rating: 4.8
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0B676F5QX) [Item: B0B676F5QX] | Unknown | Rating: 3.9
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B06Y5MN3WS) Move Over, Darling | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B003102K36) JazzMix: Live in NYC [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.0
(ID: B00N9USY88) [Item: B00N9USY88] | Unknown | Rating: 4.9
(ID: B001LXNHDM) [Item: B001LXNHDM] | Unknown | Rating: 3.8
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00AA46AGE) [Item: B00AA46AGE] | Unknown | Rating: 4.7
(ID: B00EF1PLV8) Merlin: Complete Series Gift Set(DVD) | Movies & TV > BBC > All BBC Titles | Rating: 4.8
(ID: B01KLWBGYK) Striking Distance [1993] [DVD] [Region Free] | Movies & TV > Movies | Rating: 4.6
(ID: 630273973X) On Golden Pond [VHS] | Movies & TV > Studio Specials > Lions Gate Home Entertainment | Rating: 4.7
(ID: B009YR7F1W) [Item: B009YR7F1W] | Unknown | Rating: 4.0
(ID: B00N3FJY7O) [Item: B00N3FJY7O] | Unknown | Rating: 4.7
(ID: B000OCZ9WS) Primeval | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.3
(ID: B00XIMHWNA) The Apu Trilogy (Pather Panchali/Aparajito/Apur Sansar) (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B07X2GNB8B) [Item: B07X2GNB8B] | Unknown | Rating: 4.6
(ID: B005IXCXHM) [Item: B005IXCXHM] | Unknown | Rating: 4.8
(ID: B00TS7KJMA) [Item: B00TS7KJMA] | Unknown | Rating: 4.4
(ID: B016886EES) [Item: B016886EES] | Unknown | Rating: 3.9
(ID: B009Z3PWWO) Yo Gabba Gabba: Deluxe Edition Dvd W/CD | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B09KBGQRPS) [Item: B09KBGQRPS] | Unknown | Rating: 4.2
(ID: B01MXWOIPH) [Item: B01MXWOIPH] | Unknown | Rating: 3.0
(ID: B083BBFG9G) [Item: B083BBFG9G] | Unknown | Rating: 4.5
(ID: B0731N86YQ) [Item: B0731N86YQ] | Unknown | Rating: 3.4
(ID: B00JGMK6VG) [Item: B00JGMK6VG] | Unknown | Rating: 4.8
(ID: B0074AYKDM) Avia Basic Home Theater and HDTV System Setup Disc [DVD] | Movies & TV > Genre for Featured Categories > Performing Arts | Rating: 3.8
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B0009TIL7G) Short Fuse | Movies & TV > Featured Categories | Rating: 2.9
(ID: B01MXEUXMI) [Item: B01MXEUXMI] | Unknown | Rating: 4.8
(ID: B0077PTWKA) The Best of WCW Clash of the Champions | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00EALTVY6) My Little Pony Friendship Is Magic: A Pony For Every Season | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B07T9PF84H) Anna | Suspense > Adventure > Intense | Rating: 4.3
(ID: B01M9CUXB7) [Item: B01M9CUXB7] | Unknown | Rating: 4.6
(ID: B000XQ6SMK) [Item: B000XQ6SMK] | Unknown | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B07DQSZWCF) The Dead Files | Unscripted > Horror | Rating: 4.7
(ID: B00006673Q) Laird (White Knuckle Extreme) [DVD] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.2
(ID: B07XM9C9KT) [Item: B07XM9C9KT] | Unknown | Rating: 5.0
(ID: B007EZNHVI) Kubrick's Odyssey II: Beyond the Infinite Secrets Hidden in the Films of Stanley Kubrick | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.7
(ID: B001CB96PQ) WARRIORS OF THE NIGHT [DVD] | Movies & TV > Boxed Sets > Action & Adventure | Rating: 4.2
(ID: B08H4HCVTT) [Item: B08H4HCVTT] | Unknown | Rating: 4.2
(ID: B00XWV8XKS) Jackie & Ryan | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.3
(ID: B007W8LLMO) [Item: B007W8LLMO] | Unknown | Rating: 3.4
(ID: B00UJMW9ZS) Dark Victory | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B08HRXQZD4) Doctor Who: Revolution of the Daleks [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B078MSXZ4H) [Item: B078MSXZ4H] | Unknown | Rating: 4.3
(ID: B0019K4YVG) Sunset Tan: Season 1 | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.3
(ID: B07P84GK8C) [Item: B07P84GK8C] | Unknown | Rating: 4.0
(ID: B01MSZ4XG7) 5 Film Collection: Wesley Snipes (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00B5D2V7G) [Item: B00B5D2V7G] | Unknown | Rating: 4.7
(ID: B09KMDY8FW) All The Haunts Be Ours: A Compendium Of Folk Horror Collector's Set | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B07MJ8JXKK) [Item: B07MJ8JXKK] | Unknown | Rating: 3.7
(ID: B088N3WWSS) Brian's Song [Blu Ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00DBT0O08) [Item: B00DBT0O08] | Unknown | Rating: 4.3
(ID: B074FGFW7B) Cut to the Chase | Movies & TV > MOD CreateSpace Video | Rating: 3.4
(ID: B00D2CQK7U) [Item: B00D2CQK7U] | Unknown | Rating: 4.4
(ID: B000I2J722) La Mujer de Mi Vida [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | 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."
}
|
B07T9PF84H
|
Anna
| 5
|
AENZZBHAHKAX5TX73TCMV2D3OQAA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- SOA: Principles of Service Design | Books > Computers & Technology > Programming | Rating: 1.0
- The Handmaid's Tale | Books > Politics & Social Sciences > Politics & Government | Rating: 1.0
- Sapiens: A Brief History of Humankind | Books > History > World | Rating: 1.0
- Good Omens: The Nice and Accurate Prophecies of Agnes Nutter, Witch (Cover may vary) | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Stardust | Books > Teen & Young Adult > Literature & Fiction | Rating: 4.0
- American Gods: A Novel | Books > Literature & Fiction > Action & Adventure | Rating: 5.0
- Norse Mythology | Books > Literature & Fiction > Mythology & Folk Tales | Rating: 1.0
- Night Soldiers: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- The Girl on the Train: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
### User's movies History:
- [Item: B08LB2W1FN] | Unknown | Rating: 1.0
- [Item: B01DCUUOGO] | Unknown | Rating: 1.0
- [Item: B07WSD8XWF] | Unknown | Rating: 2.0
- [Item: B07VKRJNQH] | Unknown | Rating: 1.0
- [Item: B07QBD39W7] | Unknown | Rating: 5.0
- [Item: B07FMHTRFD] | Unknown | Rating: 5.0
- [Item: B00EM6MGHI] | Unknown | Rating: 1.0
- [Item: B07C7N5K8V] | Unknown | Rating: 5.0
- [Item: B0791ZWXTP] | Unknown | Rating: 5.0
- [Item: B07FCSYS8G] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B071ZR1JZF) [Item: B071ZR1JZF] | Unknown | Rating: 4.8
(ID: B000KJYYXK) Cookie | Comedy > Campy | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B008H1Q40O) Cleanskin [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.8
(ID: B01AKQA5G2) Nature | Documentary | Rating: 4.6
(ID: B07M5JRTHF) [Item: B07M5JRTHF] | Unknown | Rating: 4.3
(ID: B00VWQ23Q0) [Item: B00VWQ23Q0] | Unknown | Rating: 3.1
(ID: B07PDSYM9Y) Bundle: Helen Liang - Simplified Tai Chi for Beginners DVD (YMAA) 3-DVD Tai Chi 24, Tai Chi 48, Tai Chi 16 Form **BESTSELLER** | Movies & TV > Genre for Featured Categories > Reality TV | Rating: 4.2
(ID: B001BN4W72) Sound That Seduced the World (Pal/Region 0) | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B002IYPF2O) John Hughes Collection - Pretty In Pink / Some Kind Of Wonde [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B077JCKGML) [Item: B077JCKGML] | Unknown | Rating: 4.0
(ID: B00018D418) Raquel Welch Collection (One Million Years B.C. / Bandolero! / Myra Breckinridge / Mother, Jugs & Speed / Fathom) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.0
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B01JYT5RLE) NARUTO SHIPPUDEN (ENGLISH AUDIO) - COMPLETE TV SERIES DVD BOX SET ( 221-380 EPISODES ) | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B07TJ8SJTF) [Item: B07TJ8SJTF] | Unknown | Rating: 4.7
(ID: B091JQ4ZBW) [Item: B091JQ4ZBW] | Unknown | Rating: 4.5
(ID: B00BAXTYIA) Star Trek VII: Generations | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B003NHRIUW) The Last Song (Two-Disc Blu-ray/DVD Combo) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B0773WHT3G) [Item: B0773WHT3G] | Unknown | Rating: 4.7
(ID: B008RW5B8E) A Heartland Christmas [DVD] | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.8
(ID: B0126L44RU) [Item: B0126L44RU] | Unknown | Rating: 4.6
(ID: B001CAWYJM) [Item: B001CAWYJM] | Unknown | Rating: 4.7
(ID: B0001DMWU2) Behave Yourself! | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B099X3PFMZ) [Item: B099X3PFMZ] | Unknown | Rating: 4.2
(ID: B00005QW5O) The Smokers | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B07QNCGC45) [Item: B07QNCGC45] | Unknown | Rating: 4.8
(ID: B06Y3KVV5H) [Item: B06Y3KVV5H] | Unknown | Rating: 5.0
(ID: B075567VT9) [Item: B075567VT9] | Unknown | Rating: 4.6
(ID: B011SOKV78) [Item: B011SOKV78] | Unknown | Rating: 4.6
(ID: B07SK8Y6MF) [Item: B07SK8Y6MF] | Unknown | Rating: 4.4
(ID: B003XU3O7K) [Item: B003XU3O7K] | Unknown | Rating: 4.5
(ID: B07FN621LT) Take it Out in Trade (Special Edition) | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B08HQ72J2L) Drop Dead Gorgeous [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B0044333B2) [Item: B0044333B2] | Unknown | Rating: 3.1
(ID: B004WD1J7O) Franco de Vita en Primera Fila [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00O8NPT3S) [Item: B00O8NPT3S] | Unknown | Rating: 3.9
(ID: B00950YE8K) [Item: B00950YE8K] | Unknown | Rating: 4.1
(ID: B00FR81YPU) A Christmas Carol: The Concert | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.7
(ID: B00005J74M) The Saint, Set 1 | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.3
(ID: B00XVQM0UI) 7 in the Torture Chamber | Suspense > Horror | Rating: 3.1
(ID: B003DS9ECQ) [Item: B003DS9ECQ] | Unknown | Rating: 4.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B07V5KJFGV) [Item: B07V5KJFGV] | Unknown | Rating: 4.9
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B000K7UBWU) Southern Banjo Styles #2-Early 2-and 3- Finger Picking | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.7
(ID: B009MP8KTW) Dinosaur Train: Submarine Adventures | Movies & TV > PBS > All | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00009Q4W8) The Chess Player | Movies & TV > Classics > Silent Films | Rating: 4.0
(ID: B0026RLPZY) Las Mafalda [DVD] | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B00374G3LG) Prokofiev - Romeo & Juliet [Blu-ray] / Paris Opera Ballet, Manuel Legris, Monique Loudieres, Lionel Delanoe | Movies & TV > Blu-ray > TV | Rating: 4.1
(ID: B09RG6C55P) NFL Super Bowl LVI Champions: Los Angeles Rams [Blu-ray] [DVD] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B0157MMP1W) [Item: B0157MMP1W] | Unknown | Rating: 4.5
(ID: B09RTSQSND) [Item: B09RTSQSND] | Unknown | Rating: 4.9
(ID: B005HT4046) Crazy on the Outside | Movies & TV > Featured Categories > Blu-ray | Rating: 4.2
(ID: B00OQ7BIE0) Not Another Happy Ending | Movies & TV > Independently Distributed > Comedy | Rating: 4.3
(ID: B00KATSG84) [Item: B00KATSG84] | Unknown | Rating: 4.4
(ID: B000V9U6A4) Retriever Fever; Retriever Training, Puppy | Movies & TV > Movies | Rating: 4.1
(ID: B00MZDUCT4) [Item: B00MZDUCT4] | Unknown | Rating: 4.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B01M28CJ5M) DEATH OF A VEGAS SHOWGIRL | Drama > Compelling > Emotional | Rating: 4.3
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: 9078272104) Nature DVD - Lagoon - Sunsets Scenery designed for Relax and Sleep Aid & Stress Relief | Movies & TV > Movies | Rating: 3.4
(ID: B000BNHALS) ED SULLIVAN'S ROCK N ROLL CLASSICS - THE BRITISH INVASION | Movies & TV > Movies | Rating: 2.8
(ID: B08NDSSHR9) Bang, Series 2 | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00W46Y8GK) [Item: B00W46Y8GK] | Unknown | Rating: 3.7
(ID: B0000633UE) Martial Arts Master Jet Li: Born to Defence/The Shaolin Temple/Kids From Shaolin [DVD] | Movies & TV > Boxed Sets > Action & Adventure | Rating: 4.5
(ID: B002MBIQ9C) Girls! Girls! Girls! | Comedy > Arts, Entertainment, and Culture > Charming | Rating: 4.7
(ID: B018905QZG) Like Cattle Towards Glow [DVD] | Movies & TV > Movies | Rating: 3.2
(ID: B07BN5TFQ5) [Item: B07BN5TFQ5] | Unknown | Rating: 4.6
(ID: B00F53GGTQ) Prisoner: Cell Block H - Complete Collection - 174-DVD Box Set ( Prisoner ) [ NON-USA FORMAT, PAL, Reg.0 Import - Australia ] | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B084SV4JVL) The Ghost And The Darkness | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.7
(ID: B00005LDCF) Sailor Moon S - The Search for the Savior Vol. 8, Uncut Version VHS | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.6
(ID: B094YJ6J1M) [Item: B094YJ6J1M] | Unknown | Rating: 4.0
(ID: B00HYXZ1PU) Return to Green Acres / Rescue From Gilligan's Isl | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B072ZCXMRW) Major League | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: 078062176X) Frank Lloyd Wright - A film by Ken Burns and Lynn Novick [VHS] | Movies & TV > Boxed Sets > Documentary | Rating: 4.4
(ID: B06XY8PMR9) [Item: B06XY8PMR9] | Unknown | Rating: 5.0
(ID: B00BHU9D3W) [Item: B00BHU9D3W] | Unknown | Rating: 3.9
(ID: 6303614310) Monster in a Box | Movies & TV > Movies | Rating: 5.0
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00IOFN0D2) Escape From New York / Road House / Terminator | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B01HFKWKHI) [Item: B01HFKWKHI] | Unknown | Rating: 4.7
(ID: B000NAHCEY) Pilates Therapeutics ® The Scoliosis Series Part 1 | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 2.7
(ID: B00BCDT3P2) Tootsie [Import-Germany, Region Free Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00DGMX1VE) [Item: B00DGMX1VE] | Unknown | Rating: 4.5
(ID: 6317790302) Lords Of Chaos | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B0001Z37J0) NBA Dynasty Series: Los Angeles Lakers - The Complete History | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B005OPTRW8) [Item: B005OPTRW8] | Unknown | Rating: 4.7
(ID: B0030BSLVG) Michel Strogoff [Region 2] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B003ZJROUC) SABAH | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B071DF3WGB) [Item: B071DF3WGB] | Unknown | Rating: 4.2
(ID: B0097RLLSC) [Item: B0097RLLSC] | Unknown | Rating: 3.8
(ID: 0767007298) Biography - Vincent Van Gogh: A Stroke Of Genius VHS | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | 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."
}
|
B07BN5TFQ5
|
[Item: B07BN5TFQ5]
| 4
|
AHBD5SDV26MKQIJF46QSGXMFFXBA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- True Gentlemen: The Broken Pledge of America’s Fraternities | Books > Education & Teaching > Schools & Teaching | Rating: 5.0
- Fools, Frauds and Firebrands: Thinkers of the New Left | Books > Politics & Social Sciences > Politics & Government | Rating: 2.0
- Fun Home: A Family Tragicomic | Books > Comics & Graphic Novels > Graphic Novels | Rating: 5.0
- Before I Fall | Books > Teen & Young Adult > Literature & Fiction | Rating: 1.0
- The Politically Incorrect Guide to Global Warming (and Environmentalism) | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 1.0
- A Fan's Notes | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
### User's movies History:
- [Item: B0041E2R7K] | Unknown | Rating: 5.0
- Ishtar | Suspense > Comedy > Adventure | Rating: 5.0
- [Item: B012BG3APW] | Unknown | Rating: 5.0
- [Item: B00IGCDYX4] | Unknown | Rating: 5.0
- [Item: B00X8UKOUK] | Unknown | Rating: 4.0
- [Item: B00RT7FSQI] | Unknown | Rating: 5.0
- [Item: B00N9SR7HO] | Unknown | Rating: 5.0
- Citizen X | Suspense > Drama > Nail-Biting | Rating: 4.0
- [Item: B00H7NDSPC] | Unknown | Rating: 5.0
- [Item: B00FJVBGYY] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B07BS9F3TN) [Item: B07BS9F3TN] | Unknown | Rating: 4.5
(ID: B00GNLXI90) [Item: B00GNLXI90] | Unknown | Rating: 4.7
(ID: B001B8TUGU) Paul Soldner: Playing With Fire | Movies & TV > Independently Distributed > Documentary | Rating: 4.7
(ID: B002L6OE2Q) [Item: B002L6OE2Q] | Unknown | Rating: 3.3
(ID: B007N3202S) Thrill Seekers | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: 1418534188) 40 Days with The Word of Promise | Movies & TV > Christian Movies & TV | Rating: 4.4
(ID: B00STX4ZL0) [Item: B00STX4ZL0] | Unknown | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: 0780021428) Elizabeth R.: A Year in the Life VHS | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: B09CS1GP7N) Citizen Kane (The Criterion Collection) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B07CT7S1PH) Brainscan | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B000CQ97O2) Doc Hollywood [DVD] [1991] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.0
(ID: B000H8A802) Formula For Death | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B00R852ZPI) [Item: B00R852ZPI] | Unknown | Rating: 2.8
(ID: B000F3AAT8) Russell Simmons Presents Def Poetry: Seasons 1-4 | Movies & TV > HBO > All HBO Titles | Rating: 4.7
(ID: 6301415094) Holiday Affair VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B000059MPH) Death on the Nile [VHS] | Movies & TV > Widescreen > Mystery & Suspense | Rating: 4.7
(ID: B08HSB4BZ4) [Item: B08HSB4BZ4] | Unknown | Rating: 4.4
(ID: B07CTB9F6C) [Item: B07CTB9F6C] | Unknown | Rating: 4.2
(ID: B01A7PHSH0) [Item: B01A7PHSH0] | Unknown | Rating: 3.6
(ID: B074L86X4Q) Teletubbies Classics: Transportation 1 | Movies & TV > 3-6 Years | Rating: 4.5
(ID: B00EMX5A6K) [Item: B00EMX5A6K] | Unknown | Rating: 3.6
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: 6305082448) Cross of Iron | Movies & TV > Art House & International > By Country | Rating: 4.3
(ID: B000PHX2CG) H. Douglas Lightfoot's Nobody's Fuel -- energy supply is more important than climate change | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: B007WR3EAW) [Item: B007WR3EAW] | Unknown | Rating: 4.8
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00INGQH8C) [Item: B00INGQH8C] | Unknown | Rating: 4.7
(ID: B001NAR5Q8) [Item: B001NAR5Q8] | Unknown | Rating: 3.1
(ID: B0994YVRP4) [Item: B0994YVRP4] | Unknown | Rating: 5.0
(ID: B00IO90G6M) Inspired Guns DVD | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B004SJQLSY) [Item: B004SJQLSY] | Unknown | Rating: 4.7
(ID: B007K4PVFI) Dark Shadows: The Revival - The Complete Series [DVD] [NTSC] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B000K7UHH4) Wisin & Yandel DVD Music Video Collection | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B07K598P5B) [Item: B07K598P5B] | Unknown | Rating: 4.7
(ID: B004CRR9HE) Pioneers of Television: Season 2 | Movies & TV > PBS > All | Rating: 4.6
(ID: B07MGHDZG9) [Item: B07MGHDZG9] | Unknown | Rating: 4.8
(ID: B009ITM1A6) [Item: B009ITM1A6] | Unknown | Rating: 4.7
(ID: B000W9A9T6) 3 2 1 Penguins! Moon Menace on Planet Tell-A-Lie! | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B011MHBTFE) On Her Majesty's Secret Service (BD) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: 6305788073) Blue Submarine No. 6 - Hearts Vol. 3 VHS | Movies & TV > Science Fiction & Fantasy | Rating: 4.4
(ID: B0786VNZQP) [Item: B0786VNZQP] | Unknown | Rating: 3.0
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B06XFTS5LM) [Item: B06XFTS5LM] | Unknown | Rating: 4.5
(ID: B099YMGHK5) [Item: B099YMGHK5] | Unknown | Rating: 3.1
(ID: B00L9VLTA4) La verbena de la paloma | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B002KSA44W) Robbie the Reindeer Trilogy - The Whole Herd | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.5
(ID: B00N319086) Scarred But Smarter | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B01I1P8GYM) KISS Rocks Vegas | Movies & TV > Music Artists > KISS | Rating: 4.7
(ID: B074N91STC) [Item: B074N91STC] | Unknown | Rating: 3.4
(ID: B0001WTWY2) The Dame Edna Experience - The Complete Series 1 [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.2
(ID: B0B7F8L622) Marineland Carnival with The Munsters TV Cast | Movies & TV > TV | Rating: 4.4
(ID: B07B925Q9Z) BODYSTRIKES by POWERSTRIKE WORKOUT 1 | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00ZJZURRW) [Item: B00ZJZURRW] | Unknown | Rating: 4.6
(ID: B08HW23L2D) [Item: B08HW23L2D] | Unknown | Rating: 4.6
(ID: B002DPH936) Sweeney Todd [DVD] | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.8
(ID: B004XYF6VC) [Item: B004XYF6VC] | Unknown | Rating: 3.4
(ID: B01COPZYOK) Monte Carlo | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B004H0M2R8) Interplanetary | Movies & TV > Indie & Art House | Rating: 2.7
(ID: B06ZXY362G) Snatched | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B07ZZJV2Y8) [Item: B07ZZJV2Y8] | Unknown | Rating: 4.6
(ID: B08W5RGMJS) Mission: Impossible 25th Anniversary Limited Edition (Blu-ray + Digital) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B0009ETNXC) The Making Of Masterpiece: Snow White And The Seven Dwarfs | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: B001NJS9UA) [Item: B001NJS9UA] | Unknown | Rating: 4.4
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B0B5PKBLG2) [Item: B0B5PKBLG2] | Unknown | Rating: 4.6
(ID: B00M4BCFH4) Batman: The Complete First Season | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B09LZ21SBM) Only The Good Parts Volume 2 | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B002FU8JOC) Hide And Creep | Movies & TV > Independently Distributed > Comedy | Rating: 3.0
(ID: B00S64JJQ8) [Item: B00S64JJQ8] | Unknown | Rating: 4.7
(ID: B006PFC2S2) [Item: B006PFC2S2] | Unknown | Rating: 4.7
(ID: B0001MMGRW) 5 Film Noir Killer Classics (D.O.A./Detour/The Stranger/Scarlet Street/Killer Bait) [DVD] | Movies & TV > Classics > Silent Films | Rating: 4.5
(ID: B00092A1LW) Petite Princess Yucie, Vol. 5: Echoes From the Past [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 5.0
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B0025VKYD0) Unlawful Entry | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B003CHI5E6) Michael Jackson: A Fan's Collection | Movies & TV > Music Artists > Jackson, Michael | Rating: 3.4
(ID: 6301987837) Morocco [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: 6302161428) Silhouette | Movies & TV > Movies | Rating: 3.0
(ID: B091VPWTXG) Father Brown: Season Nine (DVD) | Movies & TV > BBC > All BBC Titles | Rating: 4.6
(ID: 630460291X) Robin Hood: Prince of Thieves | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B009NX6EIM) The Wildest Dream | Documentary > Special Interest | Rating: 4.3
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B0009POP66) Discovering Art and Culture: The New Zealand Maori DVD | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B000BSZAG0) The Super Mario Bros. Super Show! [DVD] | Movies & TV > Boxed Sets > Kids & Family | Rating: 4.4
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0016OKQQW) Allan Pinkerton: Private-eye [DVD] | Movies & TV > A&E Home Video > Biography | Rating: 4.5
(ID: B001H5108I) Shanti the Yogi: Mountain Adventure | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B0007IO77C) Snow White and the Three Stooges | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: 0767808673) Spice World | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B003VXSJ9C) [Item: B003VXSJ9C] | Unknown | Rating: 4.5
(ID: B00I8ZUNU6) Hoarding Buried Alive | Drama > Documentary > Special Interest | Rating: 4.6
(ID: B009HEJWHW) [Item: B009HEJWHW] | Unknown | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B08DRRVXNF) We Hunt Together | Drama | Rating: 3.9
]
## 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."
}
|
B08HW23L2D
|
[Item: B08HW23L2D]
| 5
|
AE3OMRUYI465AFYQA65GH7JSRIEQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Bob Dylan: All the Songs - the Story Behind Every Track | Books > Arts & Photography > Music | Rating: 1.0
- The Return (Pulitzer Prize Winner): Fathers, Sons and the Land in Between | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
- The Life-Changing Magic of Tidying Up: The Japanese Art of Decluttering and Organizing | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 5.0
- Moby Dick (Wordsworth Classics) | Books > Literature & Fiction > Action & Adventure | Rating: 1.0
- Anna Karenina (Dover Thrift Editions: Classic Novels) | Books > Literature & Fiction > Classics | Rating: 5.0
- The Richest Man in Babylon | Books > Business & Money > Business Culture | Rating: 5.0
- Options Trading 101: From Theory to Application | Books > Business & Money > Investing | Rating: 1.0
### User's movies History:
- [Item: B001LYZ1JY] | Unknown | Rating: 1.0
- [Item: B07PDK91SD] | Unknown | Rating: 1.0
- [Item: B004LOQ7O4] | Unknown | Rating: 5.0
- How Do You Know | Movies & TV > Genre for Featured Categories > Sports | Rating: 5.0
- [Item: B000HCYN18] | Unknown | Rating: 5.0
- George Carlin: Life Is Worth Losing | Arts, Entertainment, and Culture > Biting > Fun | Rating: 5.0
- [Item: B01H0E31MW] | Unknown | Rating: 5.0
- [Item: B084KTVGX4] | Unknown | Rating: 4.0
- Promising Young Woman | Suspense > Drama > Biting | Rating: 5.0
- [Item: B07C2YKBZ8] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B08KWSPLVF) [Item: B08KWSPLVF] | Unknown | Rating: 4.3
(ID: B076ZS5YXF) [Item: B076ZS5YXF] | Unknown | Rating: 5.0
(ID: B0014IC30M) Living with the Kombai Tribe | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.2
(ID: B019WJ6W88) Manhattan: Season 2 [Blu-ray + Digital HD] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B084DG7L2G) Game of Thrones: The Complete Eighth Season | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B06XBYM9WC) [Item: B06XBYM9WC] | Unknown | Rating: 3.2
(ID: B07RW473JR) Elementary Ultimate Collection Seasons 1-5 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000YD7S2G) Simon Boccanegra | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.8
(ID: B0B6B35DRY) [Item: B0B6B35DRY] | Unknown | Rating: 4.4
(ID: 6301231783) Topper VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.0
(ID: B08L95Y3SF) Three Films by Luis Buñuel (The Discreet Charm of the Bourgeoisie, The Phantom of Liberty, That Obscure Object of Desire) (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.9
(ID: B073X8RV6Z) WWE: Iconic Matches: Finn Bálor (DVD) | Movies & TV > Movies | Rating: 4.5
(ID: B004GKMDTQ) Looking for Palladin | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B07NQRB2PF) [Item: B07NQRB2PF] | Unknown | Rating: 4.6
(ID: B0828L1SDB) [Item: B0828L1SDB] | Unknown | Rating: 3.3
(ID: B000JJ4F8K) Momiji Vol 1 | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00ERECH9W) [Item: B00ERECH9W] | Unknown | Rating: 3.6
(ID: B00TSQZM6O) [Item: B00TSQZM6O] | Unknown | Rating: 2.7
(ID: B007R0YPOI) [Item: B007R0YPOI] | Unknown | Rating: 4.4
(ID: B077DKM6SC) Wyklety (DVD) | Movies & TV > Movies | Rating: 5.0
(ID: B0067QPVD2) The Thing | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B013JPIZGI) Dark Places | Suspense > Drama > Dark | Rating: 3.8
(ID: B00260M5FA) Storm Chasers: Season 2 (2 DVD Set) | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B06XRQZWK5) [Item: B06XRQZWK5] | Unknown | Rating: 3.9
(ID: B00097E6SQ) The Pyx | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B09JRWWCP3) 40-Love | Comedy > Sports | Rating: 3.7
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B001PYVFAY) Erika's Hot Summer | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.0
(ID: B006X96PE2) The Organizer (The Criterion Collection) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B0009HMTP8) An Unremarkable Life | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.9
(ID: 6302292042) Tom Jones VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B00RIAM2NI) [Item: B00RIAM2NI] | Unknown | Rating: 4.1
(ID: 6304535368) Star Trek - The Next Generation, Episode 119: The First Duty VHS | Movies & TV > Science Fiction & Fantasy | Rating: 3.6
(ID: B009CFZZ6I) [Item: B009CFZZ6I] | Unknown | Rating: 4.5
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B000UL610W) Our Hero - The Complete Series | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.8
(ID: 6302668522) The Wonders of God's Creation (3-tape set Volumes 1-3: Planet Earth, Animal Kingdom, Human Life) | Movies & TV > Boxed Sets > Special Interests | Rating: 3.8
(ID: B08W1TWM82) [Item: B08W1TWM82] | Unknown | Rating: 4.5
(ID: B095MW62JJ) Biography: Ultimate Warrior | Drama > Sports > Documentary | Rating: 4.6
(ID: B0884VG651) [Item: B0884VG651] | Unknown | Rating: 3.9
(ID: B00A8PPCAK) It Takes a Thief | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.5
(ID: B000056BOO) Savage Garden - Superstars And Cannonballs: Live And On Tour In Australia | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B08C4STG5C) iTaewon CLass (Korean TV Series, English Sub, All Region DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B000067IXH) The Incubus | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B0000525KM) Essential Ballet: Kirov Ballet at Covent Garden, London and Gala Performance from Red Square, Moscow | Movies & TV > Musicals & Performing Arts > Ballet & Dance | Rating: 4.3
(ID: B00BUP0IMY) Titanic (2012) | Movies & TV > Movies | Rating: 5.0
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00MHLNQ9M) [Item: B00MHLNQ9M] | Unknown | Rating: 3.9
(ID: B00KB01PWG) The Railway Man [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B006VA5346) [Item: B006VA5346] | Unknown | Rating: 3.4
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B000BK8DS0) Marilyn Monroe: The Diamond Collection (Gentleman Prefer Blondes / How to Marry a Millionaire / Bus Stop / The Seven Year Itch / There's No Business Like Show Business / Marilyn Monroe: The Final Days) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
(ID: B00979KQMC) Three Blind Mice | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 3.9
(ID: B078HFXQ18) [Item: B078HFXQ18] | Unknown | Rating: 4.3
(ID: B004VFM5T4) [Item: B004VFM5T4] | Unknown | Rating: 4.7
(ID: B00005AWR6) Snake in the Eagle's Shadow [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B07DTWZLCJ) [Item: B07DTWZLCJ] | Unknown | Rating: 4.3
(ID: B00ACAZIOQ) Dr. Jin (Korean Drama) with English Subtitle | Movies & TV > Movies | Rating: 3.2
(ID: B00000F06F) Gallagher: We Need a Hero VHS | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.6
(ID: 6301750772) Beauty and the Beast: Though Lovers Be Lost VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B00008G8Q4) Spectral Force [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.6
(ID: B000QCV2HM) [Item: B000QCV2HM] | Unknown | Rating: 4.5
(ID: B001CD6HQA) The Last Laugh | Movies & TV > Classics > Silent Films | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00HNBZ5N6) Master Powered Paragliding 4: Advanced Landing | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0116FT76U) The Man Who Shot Liberty Valance (BD) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B01MT5SW5X) [Item: B01MT5SW5X] | Unknown | Rating: 2.7
(ID: B00G3F9UH0) [Item: B00G3F9UH0] | Unknown | Rating: 4.8
(ID: 0788856898) Baby Einstein Dvd Collection Mom's #1 Choice | Movies & TV > Movies | Rating: 4.3
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: 6300181979) The Raven / The Black Cat (Karloff + Lugosi Double Feature) [VHS] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.3
(ID: B00DOZNJ1U) Love & Bullets / Russian Roulette Double Feature | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B000W01GYM) Snow Patrol - Phenomenon | Movies & TV > Featured Categories > DVD | Rating: 2.3
(ID: B07SHXYTFQ) [Item: B07SHXYTFQ] | Unknown | Rating: 4.4
(ID: B00BC0JIDW) A Whisper to a Roar | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B08KBQS9QH) Blade (4K Ultra HD + Blu-ray) [4K UHD] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00XYKQYYE) [Item: B00XYKQYYE] | Unknown | Rating: 4.1
(ID: B00HWGT2OK) World's Deadliest | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00EY8A6BC) [Item: B00EY8A6BC] | Unknown | Rating: 4.7
(ID: B001ILFUEG) Disney Handy Manny: Manny's Green Team | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.7
(ID: B000IMICBO) Where the River Matanuska Flows: Stories From Alaska Pioneers | Movies & TV > Movies | Rating: 4.5
(ID: B00NDEX0IY) Brainscan | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.7
(ID: B000TVNK7U) Bill Gaither's 20 All-time Favorite Homecoming Songs and Performances Volume 5 | Movies & TV > Movies | Rating: 5.0
(ID: B00HX7CAXS) Highway Patrol Best of Season 2 Dvd | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B07SYZPDB8) Chernobyl (DVD) | Movies & TV > HBO > All HBO Titles | Rating: 4.9
(ID: B00B68Q2FC) [Item: B00B68Q2FC] | Unknown | Rating: 2.8
(ID: B00CLNV65C) [Item: B00CLNV65C] | Unknown | Rating: 4.7
(ID: B00005KIUP) This Is Where I Came In - The Official Story of the Bee Gees VHS | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B07JJPV9PK) Teahouse of the August Moon, The (1956) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B004GZUZG4) [Item: B004GZUZG4] | Unknown | Rating: 3.6
(ID: B08QDSM7WC) Cosmoball [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.9
]
## 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."
}
|
B0B6B35DRY
|
[Item: B0B6B35DRY]
| 5
|
AHGOM23EFZ52XVOBJD4YYGXU4O4Q
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Last Chinese Chef: A Novel | Books > Cookbooks, Food & Wine > Regional & International | Rating: 1.0
- The Mill on the Floss (Dover Thrift Editions) | Books > Literature & Fiction > Classics | Rating: 5.0
- The Girl with the Dragon Tattoo (Millennium Series) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 2.0
- Adam's Curse: A Future without Men | Books > Science & Math > Evolution | Rating: 1.0
- Holy Fools: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
### User's movies History:
- [Item: B06WWGQ49V] | Unknown | Rating: 1.0
- [Item: B06W5H33JH] | Unknown | Rating: 1.0
- [Item: B06VYH1GF7] | Unknown | Rating: 3.0
- [Item: B01G98ZPQU] | Unknown | Rating: 1.0
- [Item: B0188NMZ9O] | Unknown | Rating: 1.0
- [Item: B01347V50Y] | Unknown | Rating: 5.0
- [Item: B01MAUAL2T] | Unknown | Rating: 4.0
- [Item: B01J776HVW] | Unknown | Rating: 1.0
- [Item: B00MN64NZW] | Unknown | Rating: 5.0
- [Item: B00CDBR1P6] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B01IVOEC0A) Jason Bourne [DVD + Digital Download] [2016] | Movies & TV > Movies | Rating: 4.7
(ID: B08GS6KK5W) [Item: B08GS6KK5W] | Unknown | Rating: 4.2
(ID: B008LZS54O) [Item: B008LZS54O] | Unknown | Rating: 4.5
(ID: B0042MW8YI) [Item: B0042MW8YI] | Unknown | Rating: 3.1
(ID: B002RXM7Q8) We Sign: Babies & Toddlers 2 | Movies & TV > Movies & TV Holiday Wishlist | Rating: 3.6
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B0823M59G8) [Item: B0823M59G8] | Unknown | Rating: 4.4
(ID: B07RV4ZFQF) [Item: B07RV4ZFQF] | Unknown | Rating: 4.3
(ID: B00IKT3L04) [Item: B00IKT3L04] | Unknown | Rating: 4.4
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B004B3BIGC) Le Noise [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.1
(ID: B07GQ5XFTH) G.I. JOE: A Real American Hero - The Complete First Series [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B000077VTN) A Walk in the Clouds [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B086X86XR3) Adventure Time: The Complete Collection| Non-US Format | Region B/2 | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B073KSL7ZQ) [Item: B073KSL7ZQ] | Unknown | Rating: 2.9
(ID: B002LWHZF8) Bridge to Nowhere | Drama > Compelling > Gritty | Rating: 4.4
(ID: B001NYSW1G) Thomas & Friends: Make Someone Happy & Other Thomas Adventures | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B06XX2DFGC) [Item: B06XX2DFGC] | Unknown | Rating: 2.3
(ID: B079ZV4NXJ) Handel: Arminio | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B00AWHDFIA) Jackie Chan: Police Story / Police Story II [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00004W5WT) TaeBo Live [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.2
(ID: B000IU37W0) Jennifer Kries: Hot Body Cool Mind - Level 1 [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.5
(ID: B001NGE9IO) The Thin Line | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0000AINJS) Original Dirty Pair - Project Eden [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.1
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B01IW8MYD2) Paranormal Sexperiments | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.2
(ID: B0076Q2P18) The Wild Thornberrys | Comedy > Animation > Kids | Rating: 4.8
(ID: B00BC6MYO6) Nitro Circus: The Movie [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B0028NSESC) Live From Long Island | Movies & TV > Movies | Rating: 4.1
(ID: B001GKJ29S) The X Files: I Want to Believe | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
(ID: B00ICGYAH8) [Item: B00ICGYAH8] | Unknown | Rating: 4.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00OU2OFV4) [Item: B00OU2OFV4] | Unknown | Rating: 4.5
(ID: B000ADWD16) Nick Jr. Favorites - Vol. 2 [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B096MTH1C3) [Item: B096MTH1C3] | Unknown | Rating: 4.0
(ID: B07ZZDWP4Z) [Item: B07ZZDWP4Z] | Unknown | Rating: 3.9
(ID: B019EV5TRY) [Item: B019EV5TRY] | Unknown | Rating: 3.8
(ID: B00DTVD69O) Strawberry Shortcake: Berry Bitty Mysteries (DVD + Digital Copy) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B07S98J8SH) Wally Gator: The Complete Series | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B07JH7FVF8) [Item: B07JH7FVF8] | Unknown | Rating: 4.2
(ID: B07445WKSN) [Item: B07445WKSN] | Unknown | Rating: 5.0
(ID: B00KWMYC9Q) The Neverending Story (30th Anniversary Edition) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B000J20PK4) Burma Shave | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B00004WG88) Doctor Who - Spearhead From Space VHS | Movies & TV > Featured Categories | Rating: 4.7
(ID: B0085YRHPY) [Item: B0085YRHPY] | Unknown | Rating: 3.4
(ID: B07JHK7FQX) [Item: B07JHK7FQX] | Unknown | Rating: 2.5
(ID: B017I76FDS) [Item: B017I76FDS] | Unknown | Rating: 3.9
(ID: B002LFPAFC) Cheerleaders Wild Weekend | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.3
(ID: B09R4DNM9H) [Item: B09R4DNM9H] | Unknown | Rating: 3.8
(ID: B01EVZK2ZC) Baba Joon | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0006H31OY) Bellydance for Beginners with Suhaila: Fitness Fusion - 4 Volume Gift Set (Buns, Jazz, Pilates, Yoga) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B000E13NLI) APPOINTMENT FOR A KILLING - Appointment For A Killing | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B0008JHD2G) Walk Away the Pounds with Leslie Sansone : The 30-Minute Walk | Movies & TV > Movies | Rating: 4.2
(ID: B099Q2W93F) The Witches of Eastwick & Practical Magic 2 DVD Set Includes Bonus Glossy Print Art Card | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B003FTM19G) Le petit Nicolas | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.7
(ID: B094644PVW) [Item: B094644PVW] | Unknown | Rating: 4.1
(ID: B004NHLGSQ) [Item: B004NHLGSQ] | Unknown | Rating: 3.5
(ID: B016X4XKU8) [Item: B016X4XKU8] | Unknown | Rating: 3.1
(ID: B00FOR1WOM) [Item: B00FOR1WOM] | Unknown | Rating: 4.7
(ID: B0B8JVM9V1) [Item: B0B8JVM9V1] | Unknown | Rating: 4.5
(ID: B000C6NP40) Oktober [DVD] | Movies & TV > Made-for-TV Movies > All Made-for-TV Movies | Rating: 3.9
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B000AP04K6) Edward Scissorhands | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B00RFHUYKW) [Item: B00RFHUYKW] | Unknown | Rating: 4.7
(ID: B081QWHF66) [Item: B081QWHF66] | Unknown | Rating: 5.0
(ID: B00B9KTLCS) Malibu Pilates 20 Minute Malibu Pilates Makeover DVD | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.4
(ID: B00ERYWKJ4) [Item: B00ERYWKJ4] | Unknown | Rating: 3.9
(ID: B00QL2DK5I) [Item: B00QL2DK5I] | Unknown | Rating: 4.2
(ID: B000TSIZYQ) Okavango (The Wild Frontier) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B002UCKI0I) Port Of New York | Suspense > Drama > Action | Rating: 3.6
(ID: B008Q00X8U) [Item: B008Q00X8U] | Unknown | Rating: 4.4
(ID: B088G1DLF5) [Item: B088G1DLF5] | Unknown | Rating: 4.0
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B004AO3AYA) [Item: B004AO3AYA] | Unknown | Rating: 4.6
(ID: B01ASF5BK0) [Item: B01ASF5BK0] | Unknown | Rating: 5.0
(ID: B07TYG842M) [Item: B07TYG842M] | Unknown | Rating: 4.2
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B000E0GHGC) High Ice | Movies & TV > Movies | Rating: 3.0
(ID: B006ZV6WN2) Die Dollarprinzessin (Dollar Princess) | Movies & TV > Musicals & Performing Arts > Opera | Rating: 4.0
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00EI3YG82) Madeline - Bonjour Madeline - The Original Specials | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: 193039506X) Manners By Michele: Table Manners Plus How to Receive Guests and How to be Received as a Guest | Movies & TV > Independently Distributed > Documentary | Rating: 4.1
(ID: B00015N58S) Posse | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B07NZXDBXV) The Life and Times of Grizzly Adams: Complete TV Series Seasons 1 & 2 + Movies DVD Collection with Bonus Art Card | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: 9089701575) Rain DVD with Nature and Thunder Sounds for Relaxation | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B00ZKPLF0Y) [Item: B00ZKPLF0Y] | Unknown | Rating: 3.4
(ID: B07XZKT1TX) [Item: B07XZKT1TX] | Unknown | Rating: 4.7
(ID: B000FQ4E8I) Hellfighters [DVD] [1968] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B002XUBDQA) Bad Company: Hard Rock Live | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00B47NA4G) [Item: B00B47NA4G] | Unknown | Rating: 3.9
(ID: B01K9H5PTY) [Item: B01K9H5PTY] | Unknown | Rating: 2.6
(ID: B00D69HY2O) [Item: B00D69HY2O] | Unknown | Rating: 4.9
(ID: 0780631323) Life Beyond Earth | Movies & TV > PBS > All | Rating: 3.6
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | 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."
}
|
B088G1DLF5
|
[Item: B088G1DLF5]
| 5
|
AHUZA22SSOPSCV6IXXIX63VEARCA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- 1001 Timely Tips for Clutter Control: Knowing What to Keep, When to Toss, and How to Store Your Stuff | Unknown | Rating: 1.0
- Retiring Well on a Poor Man's Budget: 1,001 Ways to Stretch Your Income and Enjoy Your Golden Years | Unknown | Rating: 4.0
- 2015 Poet's Market: The Most Trusted Guide for Publishing Poetry | Books > Reference > Writing, Research & Publishing Guides | Rating: 4.0
- Untamed: A Sexy Hot Three Book Box Set | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Lone Star Justice: The First Century of the Texas Rangers | Books > History > Americas | Rating: 5.0
- The Texas Rangers: A Century of Frontier Defense | Books > History > Americas | Rating: 4.0
- Texas Ranger Tales: Stories That Need Telling | Books > History > Americas | Rating: 3.0
- Civil War in Texas and New Mexico Territory | Books > History > Americas | Rating: 1.0
### User's movies History:
- [Item: B003A3X218] | Unknown | Rating: 4.0
- [Item: B008COMZO0] | Unknown | Rating: 4.0
- [Item: B003TPUEZY] | Unknown | Rating: 4.0
- [Item: B0190K5P7I] | Unknown | Rating: 4.0
- [Item: B012OW6GKY] | Unknown | Rating: 4.0
- Some Things That Stay [DVD] | Movies & TV > Featured Categories > DVD | Rating: 2.0
- Chilly Dogs/Toby McTeague/The Lion Who Thought He Was People/Cry of the Penguins - 4-pack | Movies & TV > Independently Distributed > Comedy | Rating: 2.0
- [Item: B00XZ0230W] | Unknown | Rating: 5.0
- O Brother, Where Art Thou? | Drama > Comedy > Compelling | Rating: 5.0
- I Am Number Four | Science Fiction > Suspense > Intense | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B006Z7XNVK) [Item: B006Z7XNVK] | Unknown | Rating: 4.0
(ID: B082M5T8XV) [Item: B082M5T8XV] | Unknown | Rating: 4.3
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B07D2S7NX2) Little Pink House | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B00332DBK8) Billy: The Early Years Of Billy Graham | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B073MDN9ND) American Sniper (DVD) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B000N319X6) [Item: B000N319X6] | Unknown | Rating: 4.6
(ID: B00STT5N24) [Item: B00STT5N24] | Unknown | Rating: 4.0
(ID: B01NAYOBP4) Happy Valley: Season Two | Movies & TV > TV | Rating: 4.9
(ID: B00APUT6IW) [Item: B00APUT6IW] | Unknown | Rating: 4.1
(ID: B0001AP16M) NASCAR - Dale Earnhardt Jr. - Any Given Day | Movies & TV > Paramount Home Entertainment > DreamWorks | Rating: 4.4
(ID: B000ID1IZA) [Item: B000ID1IZA] | Unknown | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B09QG699KT) [Item: B09QG699KT] | Unknown | Rating: 4.3
(ID: B08D6BQ69N) [Item: B08D6BQ69N] | Unknown | Rating: 4.5
(ID: B00ARIONGW) Ghost Hunters: Season 8: Part 1 | Movies & TV > Studio Specials > Sci Fi Channel | Rating: 4.4
(ID: B00UGQFWC4) The Nativity Story by New Line Home Video | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B09P18MSX5) [Item: B09P18MSX5] | Unknown | Rating: 3.5
(ID: B011ECWJ6A) DAY AFTER TOMORROW, THE | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00006FMCD) The Prowler | Movies & TV > Science Fiction & Fantasy | Rating: 4.5
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: 6304522517) 1997 Dallas Cowboys Official NFL Team Video VHS | Movies & TV > Genre for Featured Categories > Sports | Rating: 5.0
(ID: B01HCJV7IU) [Item: B01HCJV7IU] | Unknown | Rating: 4.4
(ID: B0091XOCGU) [Item: B0091XOCGU] | Unknown | Rating: 4.4
(ID: 6303471587) Blow Out [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B0763XZ22P) [Item: B0763XZ22P] | Unknown | Rating: 3.9
(ID: B09VBSD1TJ) Diana At 60 | Documentary | Rating: 4.1
(ID: B00DOZNIHU) Littlest Pet Shop: Petacular Escapades | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B013DS8DL8) [Item: B013DS8DL8] | Unknown | Rating: 4.6
(ID: B07NSCCMMJ) Mapplethorpe | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B004EKDVTO) [Item: B004EKDVTO] | Unknown | Rating: 4.5
(ID: B000IS5J64) Turbo Jam - Ab Jam | Movies & TV > Featured Categories | Rating: 4.5
(ID: B00AJ32J0W) [Item: B00AJ32J0W] | Unknown | Rating: 4.4
(ID: B002A4IY3E) Nothing Too Good for a Cowboy | Movies & TV > Independently Distributed > Comedy | Rating: 3.9
(ID: B01LTHOY5E) Ride with Larry | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000GZAIJM) [Item: B000GZAIJM] | Unknown | Rating: 4.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00008G90U) Turntable Technique: The Art of the DJ | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00BSXN6JA) [Item: B00BSXN6JA] | Unknown | Rating: 4.2
(ID: B00GNM0HCU) [Item: B00GNM0HCU] | Unknown | Rating: 4.3
(ID: B00OQXKDTU) [Item: B00OQXKDTU] | Unknown | Rating: 3.3
(ID: B00005J768) American Tragedy | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.8
(ID: B07B9LFT3Q) [Item: B07B9LFT3Q] | Unknown | Rating: 3.8
(ID: B001MT5YSG) Burn After Reading [Blu-ray] [Region Free] | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B00OH73CIO) [Item: B00OH73CIO] | Unknown | Rating: 4.6
(ID: B077W1JJJ3) [Item: B077W1JJJ3] | Unknown | Rating: 2.5
(ID: B00BG3AMFS) [Item: B00BG3AMFS] | Unknown | Rating: 3.4
(ID: B0018PH3OC) Pete Seeger: The Power of Song | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B014604U5K) Dragon Ball Z: Resurrection 'F' [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B002M0V8FM) Land & Freedom | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B00005JG6U) Requiem For A Dream (R-Rated Version) [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.6
(ID: B001QVG86C) [Item: B001QVG86C] | Unknown | Rating: 4.6
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: 6302480744) Shari Lewis Lamb Chop's Play-Along!: Action Stories [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: 6303391532) MARIA SERRAO: Everyone Can Exercise - Cardio Challenge VHS | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 5.0
(ID: B004CST9RG) [Item: B004CST9RG] | Unknown | Rating: 4.5
(ID: B00851XRYM) [Item: B00851XRYM] | Unknown | Rating: 4.7
(ID: B076TN22T4) Jersey Boys (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B09WH4WJKS) [Item: B09WH4WJKS] | Unknown | Rating: 4.0
(ID: B0086460CY) Viral Factor | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B07R4KW8HD) [Item: B07R4KW8HD] | Unknown | Rating: 4.3
(ID: B01B21LUT0) Mammon | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B07T1VYHG9) [Item: B07T1VYHG9] | Unknown | Rating: 4.6
(ID: B007Z77W8O) [Item: B007Z77W8O] | Unknown | Rating: 3.2
(ID: B004GWL3FE) Dinner for Schmucks | Comedy > Heartwarming > Quirky | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B01F0YM7FQ) [Item: B01F0YM7FQ] | Unknown | Rating: 4.7
(ID: 6304457278) The Cowboys [VHS] | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.6
(ID: B00H1GY2GO) The Tonight Show starring Johnny Carson - The Vault Series Volume 3 | Movies & TV > Genre for Featured Categories > TV Talk Shows | Rating: 4.8
(ID: B00DCZZSEI) Quest of Fire [Region2] Requires a Multi Region Player | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B000065AZ9) Fox and His Friends [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B008K7SCXW) [Item: B008K7SCXW] | Unknown | Rating: 4.4
(ID: B000M341Q4) For Your Consideration (Widescreen) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B00ARWX4WW) Backlash: Oblivion 2 | Movies & TV > Science Fiction & Fantasy | Rating: 4.3
(ID: B07FFFDH8S) Field of Dreams - 80s Collection [DVD] [2018] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B01AGZP6XE) [Item: B01AGZP6XE] | Unknown | Rating: 4.4
(ID: B002AE9G22) [Item: B002AE9G22] | Unknown | Rating: 4.4
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B000V6LT9Y) Grey Wolves, The | Movies & TV > Boxed Sets > Documentary | Rating: 3.7
(ID: B00AL3L9II) [Item: B00AL3L9II] | Unknown | Rating: 4.7
(ID: B07MFQGLFY) [Item: B07MFQGLFY] | Unknown | Rating: 4.7
(ID: B00CH3MHD6) [Item: B00CH3MHD6] | Unknown | Rating: 4.7
(ID: B08RY2M6SF) [Item: B08RY2M6SF] | Unknown | Rating: 4.0
(ID: B0074CO4PE) [Item: B0074CO4PE] | Unknown | Rating: 4.8
(ID: B07X37CLS3) [Item: B07X37CLS3] | Unknown | Rating: 3.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B000NDFNGU) Titanic in a Tub: The Golden Age of Toy Boats | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00005R2D3) The Adventures of the Wilderness Family [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B00AEFYMSW) MIDDLE MEN | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00009AOAY) Brighton Beach Memoirs | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B00BGR1LO0) Gold DVD | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 2.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B002BC9YWA) Atlantis: Luc Besson Collection [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0017ONPV4) USS Forrestal 1967 Fire Off The Coast Of Vietnam | Movies & TV > Featured Categories > DVD | 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."
}
|
B002A4IY3E
|
Nothing Too Good for a Cowboy
| 3
|
AHQRNQAFWUCWXEQOB7KP34VB6DLA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Reinventing Collapse: The Soviet Example and American Prospects | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
- Dune: The Machine Crusade: Book Two of the Legends of Dune Trilogy (Dune, 2) | Books > Science Fiction & Fantasy > Science Fiction | Rating: 1.0
- House Harkonnen (Dune: House Trilogy, Book 2) | Books > Science Fiction & Fantasy > Fantasy | Rating: 1.0
- House Atreides (Dune: House Trilogy, Book 1) | Books > Science Fiction & Fantasy > Fantasy | Rating: 1.0
- House Corrino (Dune: House Trilogy, Book 3) | Books > Science Fiction & Fantasy > Fantasy | Rating: 1.0
- The Fifth Sacred Thing (Maya Greenwood Book 1) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Golden Delicious: A Cinderella Apple Story | Books > Children's Books > Science, Nature & How It Works | Rating: 5.0
- The Songs of Distant Earth | Books > Science Fiction & Fantasy > Science Fiction | Rating: 4.0
### User's movies History:
- [Item: B000T46ODO] | Unknown | Rating: 5.0
- [Item: B0018R8IKI] | Unknown | Rating: 2.0
- [Item: B0077EBWVI] | Unknown | Rating: 3.0
- [Item: B00CF3THHW] | Unknown | Rating: 1.0
- The Films of Charles & Ray Eames, Vol. 1: The Powers of 10 [DVD] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
- [Item: B000QDNQWK] | Unknown | Rating: 5.0
- [Item: B002Z2BXBG] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B000TYWW80) American Chopper Season 4 - DVD Set (Part 1) | Movies & TV > Discovery Channel > Channels | Rating: 4.3
(ID: B008ROG898) [Item: B008ROG898] | Unknown | Rating: 4.4
(ID: B00DB3HJ8E) [Item: B00DB3HJ8E] | Unknown | Rating: 4.6
(ID: B00008977C) One Good Cop [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B002YMWQ9U) The Private Lives of Pippa Lee | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B07334C2XQ) 4-Movie Laugh Pack (The Reluctant Astronaut / The Shakiest Gun in the West / The Love God? / The Ghost and Mr. Chicken) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B0924JYDC7) [Item: B0924JYDC7] | Unknown | Rating: 3.0
(ID: B00008NUU6) Gilbert & Sullivan: H.M.S. Pinafore | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.1
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B074R799FG) [Item: B074R799FG] | Unknown | Rating: 4.5
(ID: B079VRGGHL) [Item: B079VRGGHL] | Unknown | Rating: 4.4
(ID: B01ASDEFVI) [Item: B01ASDEFVI] | Unknown | Rating: 4.7
(ID: B006O8K3OA) Aida [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 3.6
(ID: B000ID37NG) [Item: B000ID37NG] | Unknown | Rating: 4.4
(ID: B00006L912) Radar Men From The Moon, Volume 2 (Chapters 7-12) | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B07S1C1214) [Item: B07S1C1214] | Unknown | Rating: 4.6
(ID: B004VZ1UPY) [Item: B004VZ1UPY] | Unknown | Rating: 3.2
(ID: B005WZ6F4I) Omolulu - Yoga for Children DVD | Kids Yoga DVD | Movies & TV > Movies & TV Holiday Wishlist | Rating: 3.6
(ID: B00FZN9LQQ) Transformers Prime | Science Fiction > Comedy > Animation | Rating: 4.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B07T3283WB) [Item: B07T3283WB] | Unknown | Rating: 4.3
(ID: B0748BR8X6) THE LEGEND OF THE CONDOR HEROES - COMPLETE CHINESE TV SERIES (CHINESE TV SERIES, 1-52 EPISODES, ENGLISH SUBTITLES, PAL VERSION) | Movies & TV > TV | Rating: 4.4
(ID: 1574927310) Saint Maybe | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B078967GXB) Shoes | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B07JN5HW5Q) [Item: B07JN5HW5Q] | Unknown | Rating: 4.6
(ID: B00HNER00Y) Broad City | Comedy | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B076JMW11G) [Item: B076JMW11G] | Unknown | Rating: 4.7
(ID: B084KJFBS7) Princess Caraboo | Comedy > Romance > Cerebral | Rating: 4.5
(ID: B0001HLVSC) Master and Commander - The Far Side of the World (Full Screen Edition) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B001OLC6FQ) [Item: B001OLC6FQ] | Unknown | Rating: 4.7
(ID: B00A7WHLVC) Requiem for a Heavyweight (1956 Television Version) / Patterns (Movie Version) -Written by Rod Serling of Twilight Zone fame | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.8
(ID: B07PD9V9XN) [Item: B07PD9V9XN] | Unknown | Rating: 4.5
(ID: 0792168313) The Real Macaw VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.1
(ID: B01CNGGMQY) [Item: B01CNGGMQY] | Unknown | Rating: 4.5
(ID: B00DDUEU2I) [Item: B00DDUEU2I] | Unknown | Rating: 3.6
(ID: B00OU2OFV4) [Item: B00OU2OFV4] | Unknown | Rating: 4.5
(ID: B07FCTHRPJ) [Item: B07FCTHRPJ] | Unknown | Rating: 4.4
(ID: B084GBLVZD) [Item: B084GBLVZD] | Unknown | Rating: 3.8
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00PJP90TS) The Four III (Region Free DVD) (English Subtitled) | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B0846C9S12) Haruka Nogizaka's Secret | Comedy > Animation > Drama | Rating: 3.9
(ID: 6317704309) The Toys That Made Us: Seasons 1 & 2 | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B076PSSLBJ) [Item: B076PSSLBJ] | Unknown | Rating: 3.6
(ID: 1681435446) Picnic at Hanging Rock (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B07ZJTC4ND) Yes, I Do | Comedy > Passionate | Rating: 3.6
(ID: B000URVBOC) V World Matrix in 3-D | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 2.6
(ID: B0002I83WC) Merlin's Shop of Mystical Wonders | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.4
(ID: B00W11LTG0) [Item: B00W11LTG0] | Unknown | Rating: 4.8
(ID: B00U582ADM) [Item: B00U582ADM] | Unknown | Rating: 3.3
(ID: B00M4HS4U0) [Item: B00M4HS4U0] | Unknown | Rating: 2.6
(ID: B00C3C4WHK) [Item: B00C3C4WHK] | Unknown | Rating: 3.9
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B009NQX48C) Fear [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B002O0CIDQ) [Item: B002O0CIDQ] | Unknown | Rating: 4.9
(ID: B01DH7KO5I) [Item: B01DH7KO5I] | Unknown | Rating: 4.1
(ID: B004QEZ6F0) Cities of the World - Slovakia | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B01H4SHXDW) [Item: B01H4SHXDW] | Unknown | Rating: 4.0
(ID: B003HIFVQ0) [Item: B003HIFVQ0] | Unknown | Rating: 4.3
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B008Q0BXUM) [Item: B008Q0BXUM] | Unknown | Rating: 4.7
(ID: B07MVNJCXM) [Item: B07MVNJCXM] | Unknown | Rating: 4.4
(ID: B00D97U0EM) [Item: B00D97U0EM] | Unknown | Rating: 4.8
(ID: B0091VZ9A0) [Item: B0091VZ9A0] | Unknown | Rating: 4.8
(ID: B000AXWHK8) Charmed : The Complete Third Season | Movies & TV > TV | Rating: 4.4
(ID: B088JWCTD4) [Item: B088JWCTD4] | Unknown | Rating: 3.0
(ID: B009EEB4WQ) [Item: B009EEB4WQ] | Unknown | Rating: 4.7
(ID: 189035015X) Oneness and the Heart of the World (3 DVD set): May 2 & 3, 2008 Boulder, Colorado | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B07Y99XLVR) Cotton Club Encore, The | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B003L77FZM) The Middle: Season 2 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.9
(ID: B01N12XD8F) [Item: B01N12XD8F] | Unknown | Rating: 4.3
(ID: B00EIJIXCG) Captains Close-Up, The: William Shatner | Special Interest | Rating: 4.1
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: 6304434340) Space Jam W VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B004FN25DI) Ultimate Factories: Fire Truck | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.7
(ID: B01JQXEKTS) Sisters: The Final Season | Movies & TV > TV | Rating: 4.8
(ID: B0015H4IOQ) Chinese Strength & Power Development | Movies & TV > Featured Categories > DVD | Rating: 3.1
(ID: B00005O3V8) The Ruling Class (The Criterion Collection) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B014F7FLO8) The Quiet Man [Masters of Cinema] (Blu-ray) [1952] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00GK5WCV4) [Item: B00GK5WCV4] | Unknown | Rating: 4.6
(ID: B00742GLXW) [Item: B00742GLXW] | Unknown | Rating: 4.2
(ID: B009KUIEKY) Note to Self | Comedy > Drama > Fun | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: 6305069131) Tieta of Agreste [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B018QBOUK0) [Item: B018QBOUK0] | Unknown | Rating: 3.1
(ID: B073476SXH) [Item: B073476SXH] | Unknown | Rating: 3.9
(ID: B071RMV6DC) [Item: B071RMV6DC] | Unknown | Rating: 3.8
(ID: B0059YWMOY) [Item: B0059YWMOY] | Unknown | Rating: 4.3
(ID: B000KB48FW) Criss Cross Cardio & Capoeira With Sherri Jacquelyn [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.3
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B002ZVMC30) [Item: B002ZVMC30] | Unknown | Rating: 3.5
(ID: 1573674117) Knit and Crochet Now Season 5 | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B075ZB7J2K) Pearl Jam: Let's Play Two | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.9
(ID: B000K7UBXY) Reno 911! - Reno's Most Wanted (Uncensored) | Movies & TV > Genre for Featured Categories > Comedy | 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."
}
|
B00D97U0EM
|
[Item: B00D97U0EM]
| 2
|
AGDLBTTVMVZNIK3ZPZAANRHXIE5A
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Stalin: Paradoxes of Power, 1878-1928 | Books > Biographies & Memoirs > Historical | Rating: 5.0
- The Dispatcher: Murder by Other Means | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- National Geographic Traveler: Hawaii, 4th Edition | Books > Travel > United States | Rating: 5.0
- Men Explain Things to Me | Books > Humor & Entertainment > Humor | Rating: 3.0
- National Geographic Traveler: South Africa, 2nd Edition | Books > Travel > Africa | Rating: 4.0
- Bowl of Heaven: A Novel | Books > Science Fiction & Fantasy > Science Fiction | Rating: 1.0
- The Origin of Species: 150th Anniversary Edition | Books > Literature & Fiction > Essays & Correspondence | Rating: 1.0
### User's movies History:
- House of Lies | Comedy > Drama | Rating: 5.0
- [Item: B00RSGIVVO] | Unknown | Rating: 5.0
- [Item: B00MR9UY8A] | Unknown | Rating: 3.0
- [Item: B00VFTCGES] | Unknown | Rating: 3.0
- [Item: B007R0Y7VO] | Unknown | Rating: 4.0
- [Item: B004XUMMFE] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00854FU9Y) Quigley's Village: Bubba and the Big Berry Belly Ache | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B00I3MPZUW) [Item: B00I3MPZUW] | Unknown | Rating: 4.3
(ID: B0010XR1KS) Public Enemies | Movies & TV > Movies | Rating: 3.2
(ID: B00GHH9HZY) And Then There Was You | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B005S97V82) It's Always Sunny in Philadelphia: The Complete Season 7 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B00AG6NNFM) Woman in Hiding | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.2
(ID: B000GW4F8A) [Item: B000GW4F8A] | Unknown | Rating: 4.0
(ID: B00AP15BQC) [Item: B00AP15BQC] | Unknown | Rating: 4.4
(ID: B005R0RM40) All the Right Noises [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B08SBJNC7Z) [Item: B08SBJNC7Z] | Unknown | Rating: 4.8
(ID: B000P6R9LW) Race You to the Bottom | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B07PD2T2YQ) Monty Python's Life Of Brian | Comedy > Optimistic > Outlandish | Rating: 4.6
(ID: B0973H8M51) The Paradise: The Complete BBC Video DVD Series – The Complete First and Second Seasons Collection (Season 1 / Season 2) [6-Disc, 2-Volume Set] | Movies & TV > BBC > All BBC Titles | Rating: 4.7
(ID: B000056OWX) Inside Out: Portraits of Children | Movies & TV > Independently Distributed > Art House & International | Rating: 5.0
(ID: B09RQFDLVL) [Item: B09RQFDLVL] | Unknown | Rating: 4.5
(ID: B00HQOFIA0) Vampire Academy | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00SRVKPLS) [Item: B00SRVKPLS] | Unknown | Rating: 4.6
(ID: B01M3R77TF) Takashi Miike's Black Society Trilogy (Shinjuku Triad Society, Rainy Dog, Ley Lines) (2-Disc Special Edition) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00286JPJQ) The Beast (Special Extended Edition) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.8
(ID: B00IZBM48M) 1984 [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.3
(ID: B007D88T2S) [Item: B007D88T2S] | Unknown | Rating: 4.8
(ID: B00RNV4MDA) [Item: B00RNV4MDA] | Unknown | Rating: 4.7
(ID: B09936RFV5) Roadrunner: A Film About Anthony Bourdain [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B000E8N8SE) The Gospel Road | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B0002CH8UQ) The Real Ghostbusters: Best Of - Adventures In Slime And Space [DVD] | Movies & TV > Movies | Rating: 4.2
(ID: B0093Q9X1Y) [Item: B0093Q9X1Y] | Unknown | Rating: 4.2
(ID: B06ZYMS64Z) [Item: B06ZYMS64Z] | Unknown | Rating: 4.7
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00YIUGDG8) [Item: B00YIUGDG8] | Unknown | Rating: 2.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B005W6ZVCY) Pedro Infante Paquete De 5 Peliculas Edicion De Coleccion [NTSC/Region 1 and 4 dvd. Import - Latin America] Pedro Infante (El Inocente, Gitana Tenia que Ser, Pablo y Carolina, Ahora Soy Rico, Soy Charro de Rancho Grande) | Movies & TV > Movies | Rating: 4.7
(ID: 0780625536) The Borrowers [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.0
(ID: B00WD7JL1C) Italian DVDs for children - Learn Italian for kids DVD Set (6 DVDs) | Movies & TV > Movies | Rating: 4.2
(ID: B00005NG6E) Friday the 13th, Part VI: Jason Lives | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.6
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00IQB4IF8) A Troll In Central Park | Comedy > Animation > Cheerful | Rating: 4.8
(ID: B005DNPF4K) [Item: B005DNPF4K] | Unknown | Rating: 4.4
(ID: B0016GCVQ8) [Item: B0016GCVQ8] | Unknown | Rating: 4.5
(ID: B082PQ2ZCR) Frozen II | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B088MGTMZ1) [Item: B088MGTMZ1] | Unknown | Rating: 3.5
(ID: B00UGPXTSY) Hidalgo (Widescreen Edition) by Touchstone Home Entertainment | Movies & TV > Movies | Rating: 4.8
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B000J10HB2) Learn Guitar Techniques: Jazz | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.1
(ID: B01DFIM362) [Item: B01DFIM362] | Unknown | Rating: 4.6
(ID: B005HF0GKC) [Item: B005HF0GKC] | Unknown | Rating: 4.6
(ID: B008D7RSPW) [Item: B008D7RSPW] | Unknown | Rating: 3.5
(ID: B06X9KLLGQ) Norn9: Norn + Nonette | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B07739NG2G) Game Of Thrones: S7 (Conquest&Rebellion + FrozenLakes Bonus/Target/BluRay+Digital Copy) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B009NX7F0I) [Item: B009NX7F0I] | Unknown | Rating: 3.9
(ID: B074FDTG31) [Item: B074FDTG31] | Unknown | Rating: 4.3
(ID: B07GYYXJWQ) Dragons: Riders Of Berk Part 1 (DVD) [2018] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00TJZ57C8) Tim's Vermeer (2013) [ NON-USA FORMAT, PAL, Reg.2 Import - Belgium ] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B0000DJZ83) Jennifer Lopez - The Reel Me (DVD & CD) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B015GV5LCY) Nature DVD - Tropical Beaches - with Coral Sands and Relaxing Waves | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.8
(ID: B00BZC00Z2) Pablo Escobar: El Patron Del Mal - Part 1 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.1
(ID: B002FUIJ2O) IMAX: Dinosaurs Alive! [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.1
(ID: B00K41F2O4) [Item: B00K41F2O4] | Unknown | Rating: 4.4
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B0009XRZVK) Power, Passion and Glory The Real Story of Texas Football Madness | Movies & TV > Independently Distributed > Documentary | Rating: 4.2
(ID: B08B52GVTW) [Item: B08B52GVTW] | Unknown | Rating: 4.0
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B07BPPWHDY) Transmorphers: Fall of Man | Science Fiction > Action > Exciting | Rating: 4.0
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B08BY9ZDVC) [Item: B08BY9ZDVC] | Unknown | Rating: 2.8
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B072L6BZJH) [Item: B072L6BZJH] | Unknown | Rating: 4.1
(ID: B00OB3MN6G) [Item: B00OB3MN6G] | Unknown | Rating: 2.7
(ID: B000M5NRLC) [Item: B000M5NRLC] | Unknown | Rating: 4.8
(ID: B00DMDE04E) How Sweet It Is | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.1
(ID: B004ZZOL42) [Item: B004ZZOL42] | Unknown | Rating: 3.6
(ID: B0052UG93U) Illusion | Drama | Rating: 4.3
(ID: B007AMMUF4) [Item: B007AMMUF4] | Unknown | Rating: 4.4
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B005VH4HCE) Green Dolphin Street [Remaster] | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.6
(ID: B07H9LDZ3N) [Item: B07H9LDZ3N] | Unknown | Rating: 3.9
(ID: B06XG3GN2W) [Item: B06XG3GN2W] | Unknown | Rating: 1.7
(ID: B06XXB6DFW) [Item: B06XXB6DFW] | Unknown | Rating: 3.6
(ID: B01B8FAQG8) [Item: B01B8FAQG8] | Unknown | Rating: 4.7
(ID: B0B8SGXJCZ) The Harrisville Haunting: The Real Conjuring House | Documentary | Rating: 3.4
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0041KWISC) Harry & Son (1984) ( Harry and Son ) [ NON-USA FORMAT, PAL, Reg.2 Import - Italy ] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B0BRYB43MG) Black Panther: Wakanda Forever [4K UHD] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B07BH4WP7T) [Item: B07BH4WP7T] | Unknown | Rating: 5.0
(ID: B00T8LOYXQ) After Dark | Suspense > Horror | Rating: 3.0
(ID: B0000BWVMF) Eloise at the Plaza [VHS] | Movies & TV > Disney Home Video > Live Action | Rating: 4.8
(ID: B079C5NSQF) [Item: B079C5NSQF] | Unknown | Rating: 4.8
(ID: B095BX8ST5) [Item: B095BX8ST5] | Unknown | Rating: 4.2
(ID: B01HEXYPY2) Seraph of the End: Vampire Reign - Season One | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B000007P55) Things That Aren't Here Anymore VHS | Movies & TV > Featured Categories | Rating: 3.9
(ID: B017ORVZC8) [Item: B017ORVZC8] | Unknown | Rating: 4.3
(ID: B00RPUPY8G) Gold: Smokie Greatest Hits (40th Anniversary) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B014GXS346) [Item: B014GXS346] | Unknown | Rating: 4.5
(ID: B001TKNWV4) Living Proof | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B001C9N0BY) [Item: B001C9N0BY] | Unknown | Rating: 4.9
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B01EYF9NOU) Chisum (BD) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B07CB4WLWZ) [Item: B07CB4WLWZ] | Unknown | 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."
}
|
B074FDTG31
|
[Item: B074FDTG31]
| 3
|
AGNQZ7MTLZGMZZB7VBID3J7QNPBQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Leviathan Falls (The Expanse, 9) | Books > Science Fiction & Fantasy > Science Fiction | Rating: 5.0
- Zero K: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Points of Impact (Frontlines, 6) | Books > Science Fiction & Fantasy > Science Fiction | Rating: 2.0
- The Wise Man's Fear (Kingkiller Chronicle) | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Eat, Pray, Love: One Woman's Search for Everything Across Italy, India and Indonesia | Books > Travel > Asia | Rating: 2.0
- The Magus: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Knife of Dreams (The Wheel of Time, Book 11) (Wheel of Time, 11) | Books > Literature & Fiction > Action & Adventure | Rating: 1.0
- Ironfire: A Novel of the Knights of Malta and the Last Battle of the Crusades | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
### User's movies History:
- The Great Beauty (The Criterion Collection) [Blu-ray + DVD] | Movies & TV > Award Winners in Movies & TV > Golden Globe Central | Rating: 5.0
- The Freebie | Movies & TV > Genre for Featured Categories > Comedy | Rating: 5.0
- Alchemy | Movies & TV > Genre for Featured Categories > Comedy | Rating: 1.0
- War of the Worlds | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 2.0
- What the Bleep Do We Know!? | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B00U2YNNNK) Swift, Taylor - Life On Stage | Movies & TV > Featured Categories > Prime Video | Rating: 3.7
(ID: B00008ZZ7L) Jack Reed - Death and Vengeance | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.5
(ID: B07TVZ8QWJ) Middle Earth – Six Film Collection Extended Edition | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00B6DAPLE) [Item: B00B6DAPLE] | Unknown | Rating: 4.2
(ID: B00JOTYNFG) [Item: B00JOTYNFG] | Unknown | Rating: 4.7
(ID: B00I0CGI2O) [Item: B00I0CGI2O] | Unknown | Rating: 4.7
(ID: B008JTXWOK) White Collar | Comedy > Drama | Rating: 4.8
(ID: B00C36KPG8) [Item: B00C36KPG8] | Unknown | Rating: 3.7
(ID: 0792845919) Paris Blues [VHS] | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.5
(ID: B077BQCG48) [Item: B077BQCG48] | Unknown | Rating: 4.6
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B083PQH26X) [Item: B083PQH26X] | Unknown | Rating: 4.6
(ID: B081KQVB11) [Item: B081KQVB11] | Unknown | Rating: 3.3
(ID: B0799S4WP5) [Item: B0799S4WP5] | Unknown | Rating: 2.7
(ID: B01BKX9HUE) [Item: B01BKX9HUE] | Unknown | Rating: 3.1
(ID: B07T3JQ4NW) Scooby-Doo, Where Are You!: The Complete Series Limited Edition 50th Ann Mystery Mansion [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B000GBBUA2) Arsene Lupin (French Version with English subtitle) - Region 1 | Movies & TV > Movies | Rating: 3.9
(ID: B0B5VSWLR6) [Item: B0B5VSWLR6] | Unknown | Rating: 4.2
(ID: B000S6M1YO) Andre Rieu: Radio City Hall Live in New York | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B074FB2DZD) [Item: B074FB2DZD] | Unknown | Rating: 2.6
(ID: B000VIPXKI) One Step Beyond - Volumes 1-12 (12-DVD) | Movies & TV > Boxed Sets > Drama | Rating: 3.6
(ID: B0B5N2JG34) [Item: B0B5N2JG34] | Unknown | Rating: 4.2
(ID: B01M687FXM) [Item: B01M687FXM] | Unknown | Rating: 3.3
(ID: B084PZ4HZV) [Item: B084PZ4HZV] | Unknown | Rating: 4.8
(ID: B00A2YD1LO) [Item: B00A2YD1LO] | Unknown | Rating: 3.5
(ID: B004FV564A) Zen Garden - Koi Pond | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.2
(ID: B077GHJMMN) [Item: B077GHJMMN] | Unknown | Rating: 4.6
(ID: B004KPUHPE) Nowhere Boy | Drama > Romance > Compelling | Rating: 4.5
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: 7799711817) Baby Faced Beauty (Korean Drama) English/Chinese subtitle | Movies & TV > Movies | Rating: 2.5
(ID: B00000JKSX) Goals: Setting and Achieving Them - Zig Ziglar VHS | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 5.0
(ID: B07L1D7CRG) Irresistible | Suspense > Drama > Anxious | Rating: 3.8
(ID: B00DM0UX84) [Item: B00DM0UX84] | Unknown | Rating: 4.3
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B017I2XD8S) [Item: B017I2XD8S] | Unknown | Rating: 3.5
(ID: B07JL8WP4T) [Item: B07JL8WP4T] | Unknown | Rating: 4.4
(ID: B01CUVUEI4) [Item: B01CUVUEI4] | Unknown | Rating: 4.5
(ID: B002BUELNY) [Item: B002BUELNY] | Unknown | Rating: 4.2
(ID: B00AKGG8GO) That Cold Day in the Park | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B000VIPXNK) The Last Sentinel | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.2
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00NRVICUE) Halloween 35th Anniversary (Limited Edition Blu-ray Book) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B07HBBZNGJ) In Another World With My Smartphone - The Complete Series 2018 | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: 159328151X) The Restless Ones Turbulent world of Teenagers Billy Graham Collection NEW Christian DVD | Movies & TV > Christian Movies & TV | Rating: 4.4
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B01MRWRA0H) [Item: B01MRWRA0H] | Unknown | Rating: 3.9
(ID: B00MDHQ1TC) Muriel Anderson - 1-2-3 Fingerstyle Guitar DVD | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 5.0
(ID: B014BUR9RG) Camouflage / Star Struck / Bruno / The Almost Perfect Bank Robbery | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B0000DC14S) Teknolust | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.4
(ID: B0001UZZS6) The Testament of Dr. Mabuse (The Criterion Collection) [DVD] | Movies & TV > Criterion Collection > All | Rating: 4.6
(ID: B07M714S51) [Item: B07M714S51] | Unknown | Rating: 3.4
(ID: B002KLGLUU) Swan Lake | Movies & TV > Musicals & Performing Arts > Ballet & Dance | Rating: 4.1
(ID: B001SGEUPG) Exitos De Jorge Celedon - DVD | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: 6305020892) A Chinese Ghost Story III [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00H87BQDI) Eve's Bayou | Drama > Downbeat > Emotional | Rating: 4.8
(ID: B00BJC90D6) Avanti! / Witness For The Prosecution - 2 DVD Set (Amazon.com Exclusive) | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B000YXYMJI) Mind Food: Think On These Things Videos | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 3.1
(ID: B000B5XOV6) The Backyardigans - The Snow Fort | Movies & TV > Animation | Rating: 4.8
(ID: B00198FKLQ) ACONITE | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.5
(ID: B09QH98YG1) [Item: B09QH98YG1] | Unknown | Rating: 3.5
(ID: B00192G9MG) The Boys on the Bus: Edmonton Oilers | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.3
(ID: B005JR3UP6) Glee | Comedy > Drama > Arts, Entertainment, and Culture | Rating: 4.7
(ID: B015PHDX2E) [Item: B015PHDX2E] | Unknown | Rating: 4.8
(ID: B00007KK17) Possession VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B004NTDEZM) Cross Country Pimping 4 | Movies & TV > Independently Distributed > Documentary | Rating: 3.9
(ID: B0043OD8NU) The Exodus Revealed | Documentary > Special Interest | Rating: 4.7
(ID: B008XFBT9U) [Item: B008XFBT9U] | Unknown | Rating: 4.8
(ID: B01BO76PHY) [Item: B01BO76PHY] | Unknown | Rating: 4.2
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00ERECGMU) [Item: B00ERECGMU] | Unknown | Rating: 3.6
(ID: B07HSLV95H) Outrage Coda | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B081FDGS3F) [Item: B081FDGS3F] | Unknown | Rating: 4.7
(ID: B000WSLCAC) Pan's Labyrinth | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B000UVV29C) The Best of Chikara [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.8
(ID: B00005K9O8) I Stand Alone | Movies & TV > Independently Distributed > Drama | Rating: 4.4
(ID: B01B28W7BI) [Item: B01B28W7BI] | Unknown | Rating: 4.4
(ID: B004EPYZRQ) One for the Money [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00005Y1UT) The Accused [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0093QJATE) [Item: B0093QJATE] | Unknown | Rating: 4.7
(ID: B00M5YBCM4) [Item: B00M5YBCM4] | Unknown | Rating: 3.9
(ID: B004KAVN7A) [Item: B004KAVN7A] | Unknown | Rating: 4.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B075NTGJ8W) [Item: B075NTGJ8W] | Unknown | Rating: 3.9
(ID: B00004R99T) Pocahontas II: Journey to a New World [VHS] | Movies & TV > Disney Home Video > By Age | Rating: 4.5
(ID: B00X99RNZO) Alive and Burning [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B09L446W1Q) [Item: B09L446W1Q] | Unknown | Rating: 3.2
(ID: B01J973Y5W) [Item: B01J973Y5W] | Unknown | Rating: 4.1
(ID: B078WGPB1R) [Item: B078WGPB1R] | Unknown | Rating: 4.7
(ID: B078PG3XVB) [Item: B078PG3XVB] | Unknown | Rating: 3.6
(ID: B00AONQ62Y) [Item: B00AONQ62Y] | Unknown | Rating: 4.6
(ID: B008BM93BG) [Item: B008BM93BG] | Unknown | Rating: 4.8
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00068YUHU) Days of Waiting | Movies & TV > Featured Categories > DVD | 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."
}
|
B09QH98YG1
|
[Item: B09QH98YG1]
| 1
|
AHDD2GODBNZBWEC4DI5CEPPGIIMA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- "More More More," Said the Baby: A Caldecott Honor Award Winner | Books > Children's Books > Growing Up & Facts of Life | Rating: 5.0
- Noisy Peekaboo: Roar! Roar! | Books > Children's Books > Early Learning | Rating: 5.0
- Silk Is For Seduction (The Dressmakers Series, 1) | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Just Like Heaven: A Smythe-Smith Quartet (Smythe-Smith Quartet, 1) | Books > Romance > Historical | Rating: 1.0
- Promise Canyon (A Virgin River Novel, 11) | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
### User's movies History:
- Hallmark: In The Vineyard Collection [NTSC/0] | Movies & TV > Movies | Rating: 5.0
- [Item: B088WVWLSL] | Unknown | Rating: 5.0
- My Christmas Love | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.0
- Hallmark Hall of Fame Christmas with Holly Dvd | Movies & TV > Holidays & Seasonal > Christmas | Rating: 5.0
- Cloudy With A Chance Of Love | Comedy > Romance | Rating: 5.0
- My Christmas Love [ NON-USA FORMAT, PAL, Reg.4 Import - Australia ] | Movies & TV > Featured Categories > DVD | Rating: 5.0
- The Perfect Bride | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.0
- On the Twelfth Day of Christmas | Movies & TV > Holidays & Seasonal > Christmas | Rating: 5.0
- Starman | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
- [Item: B01530133O] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B083RLNS5L) [Item: B083RLNS5L] | Unknown | Rating: 4.5
(ID: B08L4766TZ) Spacewalker [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B081ZWJP2N) [Item: B081ZWJP2N] | Unknown | Rating: 4.3
(ID: B004W45GMM) [Item: B004W45GMM] | Unknown | Rating: 4.5
(ID: 6302754305) Love Your Mama [VHS] | Movies & TV > Featured Categories | Rating: 4.8
(ID: B003Z6HSFQ) Rush-2112+Moving Pictures Classic Album Special Edition (DVD/BluRay/2CD) | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B0079R7X4S) [Item: B0079R7X4S] | Unknown | Rating: 4.6
(ID: B00BQMP39Y) Beyond Our Own | Movies & TV > Independently Distributed > Drama | Rating: 4.1
(ID: B004IDV2JI) Girls Gone Wild: Blonde on Blonde 2 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.9
(ID: B077687MTX) greys anatomy - complete sixth season more is better | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.9
(ID: B09G5P6V9D) [Item: B09G5P6V9D] | Unknown | Rating: 3.3
(ID: 6302529859) Brain Donors | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B00006FI0S) Jason X | Movies & TV > Movies | Rating: 4.0
(ID: 6304361238) Spider Baby | Movies & TV > Cult Movies > Comedy | Rating: 4.6
(ID: B000MQCUKU) The Moment After 2: The Awakening | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B0052QXAEK) [Item: B0052QXAEK] | Unknown | Rating: 4.6
(ID: B01NAH87ZR) [Item: B01NAH87ZR] | Unknown | Rating: 4.7
(ID: B079SD21RK) [Item: B079SD21RK] | Unknown | Rating: 3.9
(ID: B09TPW1RD9) Leave Her to Heaven | Movies & TV > Movies | Rating: 4.7
(ID: B01EVVZNUU) [Item: B01EVVZNUU] | Unknown | Rating: 2.7
(ID: B00026L8XU) .hack//Legend of the Twilight - Enter the Nightmare! (Vol. 2) [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.3
(ID: B07CH9LG67) [Item: B07CH9LG67] | Unknown | Rating: 3.5
(ID: B0152ZZS04) [Item: B0152ZZS04] | Unknown | Rating: 4.5
(ID: B001AZI1PA) The Dark Crystal (+ Digital Copy) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B00EYMABLI) [Item: B00EYMABLI] | Unknown | Rating: 4.2
(ID: 6303962025) The Go-Between | Movies & TV > Art House & International > By Country | Rating: 3.7
(ID: B000LQTCES) The Best of Ren & Stimpy - 14 Episodes including Space Madness, In The Army, & Stimpy's Invention | Movies & TV > Movies | Rating: 4.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00BQ47XKE) Great Gatsby, The: Midnight in Manhattan (DVD) | Movies & TV > BBC > All BBC Titles | Rating: 3.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B07623SK7K) [Item: B07623SK7K] | Unknown | Rating: 4.7
(ID: B00MP2FG96) Teen Wolf DBFE (DVD) | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.6
(ID: B009L2EW5W) LILLIE (REISSUE) | Movies & TV > Boxed Sets > Drama | Rating: 4.2
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B0792GC46K) [Item: B0792GC46K] | Unknown | Rating: 4.7
(ID: B003XKQ616) HD Moods: Aquarium 2.0 | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B09YLBH6QF) The Northman - Collector's Edition Blu-ray + DVD + Digital | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B01MT8O984) Comedy 20 Movie Collection | Movies & TV > Independently Distributed > Drama | Rating: 4.3
(ID: B00PGTOAO2) Batman -Complete TV Series (1966-1968) (Region FREE) (Italian Import) | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B092NVD5CZ) [Item: B092NVD5CZ] | Unknown | Rating: 4.5
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B08BY2QMGS) [Item: B08BY2QMGS] | Unknown | Rating: 4.8
(ID: B00004ZESF) The American Bullfighter 1 and 2 (1994) | Movies & TV > Independently Distributed > Documentary | Rating: 4.7
(ID: B01M5IO5M1) Gettysburg (Widescreen Edition) | Movies & TV > Genre for Featured Categories > Military & War | Rating: 4.7
(ID: B00MMPB4CY) Torpedo Run | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B006FLE5P4) Birthing Better with The Pink Kit Method® Revised and Updated edition 2011 Winner of the READERS CHOICE AWARD for THE BEST PREGNANCY PRODUCT 2012 | Movies & TV > Movies | Rating: 3.0
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B001VEE5KK) [Item: B001VEE5KK] | Unknown | Rating: 4.6
(ID: B0002JP2VG) Gojoe: Spirit War Chronicle | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.8
(ID: B00PV3FVUA) Following The Ninth: In the Footsteps of Beethoven's Final Symphony | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B09SL2JWTT) [Item: B09SL2JWTT] | Unknown | Rating: 4.6
(ID: B01N0D6BN1) Havana Moon | Movies & TV > Music Artists > The Rolling Stones | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0108N9HUM) I, Frankenstein / Season Of The Witch / Wolves | Movies & TV > TV | Rating: 4.7
(ID: B0000AKY5A) Galactica 10 Movie Pack | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B09R95QV8R) [Item: B09R95QV8R] | Unknown | Rating: 4.0
(ID: B008ZGANNU) [Item: B008ZGANNU] | Unknown | Rating: 4.7
(ID: 6300150739) Summer Camp Nightmare [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 2.6
(ID: B004193UCQ) None But The Lonely Heart [Remaster] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B09J53S5Z3) [Item: B09J53S5Z3] | Unknown | Rating: 3.8
(ID: B00I3KU0YK) A Father's Son | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B07NY4SVTB) [Item: B07NY4SVTB] | Unknown | Rating: 4.9
(ID: B01ICWYI28) Chubbies | Comedy > Horror | Rating: 2.7
(ID: B005KGOTQA) [Item: B005KGOTQA] | Unknown | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B000ALM42Q) The Unauthorized Life of Johnny Cash 1932-2003 [DVD] | Movies & TV > Music Artists > Cash, Johnny | Rating: 3.6
(ID: B00AAIVV8C) [Item: B00AAIVV8C] | Unknown | Rating: 4.5
(ID: 6300183092) Wolfman VHS | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.8
(ID: B008LZLH9E) New Moon | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B06XQX5GX9) Fifty Shades of Grey / Fifty Shades Darker 2-Movie Collection [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B000B7TLTS) Clerks | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B01BZGNXR4) [Item: B01BZGNXR4] | Unknown | Rating: 4.8
(ID: B001O54D4E) [Item: B001O54D4E] | Unknown | Rating: 4.8
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B002Q1LKA0) Masters of American Music: The Story of Jazz | Movies & TV > Music Artists > Gillespie, Dizzy | Rating: 4.6
(ID: B07D595255) Car Commercials of the 50s and 60s | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.1
(ID: 6301651766) Shades of Love - Rose Cafe [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B07CXJFWMX) [Item: B07CXJFWMX] | Unknown | Rating: 3.4
(ID: B084CWTWX8) [Item: B084CWTWX8] | Unknown | Rating: 4.8
(ID: B083L8HXMZ) [Item: B083L8HXMZ] | Unknown | Rating: 3.3
(ID: B00H8W27OU) [Item: B00H8W27OU] | Unknown | Rating: 1.0
(ID: B00005UO7W) Sailor Moon - Crystal Matrix (TV Show, Vol. 17) [VHS] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 3.5
(ID: B008Y1YJKY) Nob Hill | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 3.5
(ID: B007H51I3O) [Item: B007H51I3O] | Unknown | Rating: 4.6
(ID: 6302659876) Conquest of Space | Movies & TV > Science Fiction & Fantasy | Rating: 4.2
(ID: B0013LPRRQ) Hollywood Collection - Jack Lemmon: America’s Everyman | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B07YJ7JPWP) [Item: B07YJ7JPWP] | Unknown | Rating: 4.0
(ID: B0001YJA2O) Better Sex Through Yoga - Beginners, Intermediate, Advanced (3-Disc Set) [DVD] | Movies & TV > Boxed Sets > Fitness & Yoga | Rating: 3.3
(ID: B0B8TQ44PQ) [Item: B0B8TQ44PQ] | Unknown | Rating: 4.1
(ID: B008Y5T6XK) [Item: B008Y5T6XK] | Unknown | Rating: 4.4
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B000VEA3HK) In the Winter Dark [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B07YYN3G5G) [Item: B07YYN3G5G] | Unknown | Rating: 2.9
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00BQK4XMO) BeetleBorgs Metallix: Season Two - Volume One | Movies & TV > Featured Categories > DVD | 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."
}
|
B09TPW1RD9
|
Leave Her to Heaven
| 3
|
AHN3OTY33ORJLZJG7B2I7MTJEFQQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Nikon D7200 For Dummies | Books > Arts & Photography > Photography & Video | Rating: 3.0
- Born A Crime: Stories From A South African Childhood | Books > Biographies & Memoirs > Arts & Literature | Rating: 3.0
- Better Homes and Gardens New Cook Book, 1968 Edition | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 4.0
- Mastering Aperture, Shutter Speed, ISO and Exposure | Books > Arts & Photography > Photography & Video | Rating: 1.0
- The Cat Whisperer: Why Cats Do What They Do--and How to Get Them to Do What You Want | Books > Politics & Social Sciences > Social Sciences | Rating: 4.0
- The Art of Wyland | Books > Arts & Photography > Individual Artists | Rating: 5.0
### User's movies History:
- Love Affair & A Star Is Born (2 Feature Films) | Movies & TV > Movies | Rating: 5.0
- Terminator Genisys | Science Fiction > Suspense > Harrowing | Rating: 4.0
- [Item: B01GGWPOQA] | Unknown | Rating: 5.0
- [Item: B004OZZ624] | Unknown | Rating: 5.0
- The Commuter | Suspense > Action > Cerebral | Rating: 5.0
- [Item: B000ID1Q02] | Unknown | Rating: 5.0
- [Item: B0011EQBOS] | Unknown | Rating: 5.0
- [Item: B00I3MMLHC] | Unknown | Rating: 4.0
- [Item: B07B3JFQH4] | Unknown | Rating: 4.0
- Avatar (Original Theatrical Edition) por 20th Century Fox | Movies & TV > Featured Categories > DVD | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B00005LB83) The Trumpet of the Swan | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B00FRZRJNO) Muirhouse | Suspense > Horror > Eerie | Rating: 2.8
(ID: B014KEPM3G) Chaika: Coffin Princess 1 [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: 6304437544) Beavis & Butthead Do America [VHS] | Movies & TV > Animation > Feature Films | Rating: 4.6
(ID: B08BJYQ85R) [Item: B08BJYQ85R] | Unknown | Rating: 4.3
(ID: B00QH2I2GE) [Item: B00QH2I2GE] | Unknown | Rating: 4.1
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00NM7PK1M) [Item: B00NM7PK1M] | Unknown | Rating: 4.8
(ID: B0076N1FY4) A Better Tomorrow 2012 3D - REGION FREE [Blu-ray 3D + Blu-ray] [3D Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B015RTRN2Q) [Item: B015RTRN2Q] | Unknown | Rating: 2.2
(ID: B0779NSWDH) Jab Harry Met Sejal Blu Ray | Movies & TV > Movies | Rating: 4.7
(ID: B005QWLF4C) [Item: B005QWLF4C] | Unknown | Rating: 3.8
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00GIVOQV4) [Item: B00GIVOQV4] | Unknown | Rating: 4.6
(ID: B0006ZP1VW) The Quick Guide to Playing Doumbek (English/Spanish/Japanese) | Movies & TV > Independently Distributed > Special Interests | Rating: 4.3
(ID: B075DG46J7) [Item: B075DG46J7] | Unknown | Rating: 4.8
(ID: B005G1730I) Gigola | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.7
(ID: B016Q1NV7A) [Item: B016Q1NV7A] | Unknown | Rating: 4.2
(ID: B000WM84W2) Kids Under Construction | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.9
(ID: B00R26E0MY) Party Animal, The | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B01IN8FAR8) Transpecos | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B006QZQ5TI) Aquaponics PLUMB IT! | Movies & TV > Featured Categories > DVD | Rating: 2.9
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B0001FZFVS) Tyler Perry: I Can Do Bad All By Myself | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B004BV5O6O) Race & History in Brazil: Denying Brazil / Passion | Movies & TV > Movies | Rating: 4.5
(ID: B000N6KC72) [Item: B000N6KC72] | Unknown | Rating: 4.8
(ID: B004I6NE0K) [Item: B004I6NE0K] | Unknown | Rating: 3.7
(ID: B01LTHZVOW) Bruce Willis 6-Film Collection [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.4
(ID: B01CDUBG3Y) [Item: B01CDUBG3Y] | Unknown | Rating: 4.8
(ID: B0B8TK4JMK) [Item: B0B8TK4JMK] | Unknown | Rating: 4.6
(ID: B015XC8DGC) Hotel Paradiso | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.0
(ID: B00AG475YO) Cheech & Chong's Still Smokin' (1983) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0000E6FOU) Wai Lana Yoga: Easy Series | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B01H1WK2D4) Meet The Blacks [Blu-ray + Digital HD] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B01CN2328Y) Navajo Joe | Drama > Western > Malicious | Rating: 4.2
(ID: B01E606F8A) Beverly Lewis' The Reckoning | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B09BVS165B) [Item: B09BVS165B] | Unknown | Rating: 4.7
(ID: B00008YOEU) Ballet Class: Intermediate & Advanced | Movies & TV > Musicals & Performing Arts > Ballet & Dance | Rating: 4.5
(ID: B001CUBAMO) History - Special : The Last Stand Of The Tin Can Sailors | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.1
(ID: B003ZZ7TS8) Gravitation Complete | Movies & TV > Boxed Sets > Anime | Rating: 4.2
(ID: B007X58K4S) [Item: B007X58K4S] | Unknown | Rating: 4.6
(ID: B08FSMHYK9) High Risk | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B0B1279284) [Item: B0B1279284] | Unknown | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B08TTDDBH6) [Item: B08TTDDBH6] | Unknown | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B003ZXNCKO) Navy Seals (Blu-ray + DVD) (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B009DP0REW) The Surveyors: Charting America's Course | Movies & TV > Genre for Featured Categories > Documentary | Rating: 2.6
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00A9ZK9LQ) [Item: B00A9ZK9LQ] | Unknown | Rating: 4.7
(ID: B000GZC3KY) [Item: B000GZC3KY] | Unknown | Rating: 4.7
(ID: B009C47XRS) Being: Liverpool | Unscripted > Drama > Sports | Rating: 4.1
(ID: B07CDVZ45V) Flushed Away [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B000ALM408) The Wiggles: Here Comes the Big Red Car | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.6
(ID: B082JNSTST) The Longer I Serve Him | Movies & TV > Movies | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B006OFN0ES) A Very Harold & Kumar Christmas (Blu-ray 3D / Blu-ray) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B07RP2W7C3) [Item: B07RP2W7C3] | Unknown | Rating: 4.5
(ID: B00TACGZ58) [Item: B00TACGZ58] | Unknown | Rating: 4.8
(ID: B01BKZXEYW) [Item: B01BKZXEYW] | Unknown | Rating: 4.8
(ID: B086VXJQ1W) [Item: B086VXJQ1W] | Unknown | Rating: 2.7
(ID: B0052QMWGC) [Item: B0052QMWGC] | Unknown | Rating: 3.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B07CNHCNWZ) [Item: B07CNHCNWZ] | Unknown | Rating: 3.4
(ID: B0001L3LWW) Born to Be Wild - The Leading Men of American Ballet Theatre | Movies & TV > Musicals & Performing Arts > Ballet & Dance | Rating: 4.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B071Z1J9JJ) Darknet - Die komplette Serie | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B07SG17WQ7) [Item: B07SG17WQ7] | Unknown | Rating: 5.0
(ID: B0012IWNYK) Naturally 7: Live at Montreux 2007 | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.5
(ID: B00ENYLB0W) [Item: B00ENYLB0W] | Unknown | Rating: 3.3
(ID: B00M5YBFBM) [Item: B00M5YBFBM] | Unknown | Rating: 3.9
(ID: B000056OX7) Crest of the Stars: To the Stars - Volume 1 | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B07G2MT2TT) [Item: B07G2MT2TT] | Unknown | Rating: 3.9
(ID: B0882ND6Q1) [Item: B0882ND6Q1] | Unknown | Rating: 3.2
(ID: 1561270539) Monteverdi/Henze - Il ritorno d'Ulisse in patria / Jeffrey Tate, Salzburg Festival 1985 VHS | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 2.4
(ID: B09489RTSY) Discarded Things | Drama > Special Interest > Feel-good | Rating: 4.7
(ID: B0000648X0) The Mothman Prophecies | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B0000JAV0A) Between Strangers | Movies & TV > Independently Distributed > Drama | Rating: 3.4
(ID: B019D2ZBOK) [Item: B019D2ZBOK] | Unknown | Rating: 2.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B07RQ94RSF) Deadly Reunion | Science Fiction > Suspense > Horror | Rating: 3.2
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B06XKK6NDK) Here is Germany | Action > Military and War > Documentary | Rating: 4.0
(ID: B07BF25F9S) Sunset Society: Limited Edition [Blu-ray / DVD / CD / 7'' Vinyl] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.9
(ID: B001BZWUTM) Caught in the Act Part 1-2 | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.0
(ID: B00VGRB5VY) [Item: B00VGRB5VY] | Unknown | Rating: 4.1
(ID: B009NNCJFO) [Item: B009NNCJFO] | Unknown | Rating: 4.6
(ID: B01FKYZS02) [Item: B01FKYZS02] | Unknown | Rating: 4.5
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B009RB6BCY) [Item: B009RB6BCY] | Unknown | Rating: 4.9
(ID: B0002ERWVO) All Grown Up - Lucky 13 | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B00000HF1B) Kids for Character VHS | Movies & TV > Movies | Rating: 4.9
(ID: B00024JC0S) The Greatest Speeches of All Time | Movies & TV > Independently Distributed > Documentary | Rating: 4.3
(ID: B079F9D91P) Black Panther 4K Ultra [4K UHD] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00SZ1XRE2) Seven Deadly Sins, Seven Lively Virtues Revised | Unknown | Rating: 4.6
(ID: 6305080941) Moodtapes: Ocean Reflection [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: 6304291353) The Thief and the Cobbler VHS | Movies & TV > Disney Home Video > By Age | 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."
}
|
B079F9D91P
|
Black Panther 4K Ultra [4K UHD]
| 1
|
AGJKYN4J4T2XBZ6USOJYUGRJICQQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- How to Stop Time: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- The Invisible Life of Addie LaRue | Books > Literature & Fiction > Action & Adventure | Rating: 2.0
- The Race to Save the Romanovs: The Truth Behind the Secret Plans to Rescue the Russian Imperial Family | Books > Biographies & Memoirs > Historical | Rating: 2.0
- Plain Tales from the Raj : Images of British India in the Twentieth Century | Books > History > Asia | Rating: 5.0
- Rich Relations:: The American Occupation of Britain, 1942-1945 | Books > History > Americas | Rating: 5.0
- Why We Love Dogs, Eat Pigs, and Wear Cows: An Introduction to Carnism | Books > Health, Fitness & Dieting > Diets & Weight Loss | Rating: 3.0
- The Astronaut Wives Club: A True Story | Books > Biographies & Memoirs > Community & Culture | Rating: 3.0
- Goodbye Natalie, Goodbye Splendour | Books > Biographies & Memoirs > Arts & Literature | Rating: 5.0
### User's movies History:
- Gladiator | Movies & TV > Featured Categories > DVD | Rating: 2.0
- The Big Parade | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Red Green - Duct Tape Forever | Movies & TV > Featured Categories > DVD | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00005U1Y1) Father of the Bride | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B004RV70KG) Typeface | Movies & TV > Independently Distributed > Documentary | Rating: 3.9
(ID: B01N5MVK6J) [Item: B01N5MVK6J] | Unknown | Rating: 3.5
(ID: B000W7Y6F6) Tales of Terror: From Tokyo And All Over Japan: The Collection [DVD] | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.8
(ID: B07FFY4PFB) Second Chance: The Complete Series | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.4
(ID: B07SQG6HZ3) [Item: B07SQG6HZ3] | Unknown | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0B6YGL4LH) The Lady of Heaven | Suspense > Drama > Historical | Rating: 4.5
(ID: B01FE6VMKQ) Playing the Soul of Tai Chi | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 5.0
(ID: B01LTHZVTW) Manchester By The Sea | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B01I6QZUZY) Shakespeare: Richard II (Globe On Screen) | Movies & TV > Shakespeare on DVD Store > The Works | Rating: 4.8
(ID: B0000DG990) Absolution | Movies & TV > Independently Distributed > Action & Adventure | Rating: 4.0
(ID: B000OEMMBM) Sheffey DVD | Movies & TV > Movies | Rating: 4.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B07M6ZP5J1) [Item: B07M6ZP5J1] | Unknown | Rating: 5.0
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B006ZKX6G4) Home School Art Studio Program DVD with Lindsey Volin Kindergarten | Movies & TV > Movies | Rating: 4.6
(ID: B004URMA84) Yamuna Foot Fitness DVD | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.5
(ID: B01MFCX07A) [Item: B01MFCX07A] | Unknown | Rating: 2.5
(ID: B000J10GJ0) The Purrfect DVD - Cat Entertainment Video | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B001B1520A) When We Left Earth: The NASA Missions | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.8
(ID: B014R1UPUW) [Item: B014R1UPUW] | Unknown | Rating: 4.5
(ID: B06WW5MHT1) [Item: B06WW5MHT1] | Unknown | Rating: 4.1
(ID: B0019IGNRQ) [Item: B0019IGNRQ] | Unknown | Rating: 4.5
(ID: B00U5R1EX0) [Item: B00U5R1EX0] | Unknown | Rating: 2.8
(ID: B07PXRGXZL) Ken Burns: Country Music DVD | Movies & TV > PBS > All | Rating: 4.8
(ID: B00005M2CD) Fritz Lang - Circle of Destiny [DVD] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.6
(ID: B001AS8HGU) Tibetan Qi Gong - Disc 1 | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.4
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B000A9QLAE) Christmas Cartoon Collection Volume 2 | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.1
(ID: B01BT88IM8) [Item: B01BT88IM8] | Unknown | Rating: 3.4
(ID: B00WSD25E6) [Item: B00WSD25E6] | Unknown | Rating: 4.3
(ID: B0002B96JI) La Kermesse héroïque | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.2
(ID: B07N12VFS1) Chowder: Cartoon Network Series Volumes 1 & 2 DVD Collection 20 Episodes | Movies & TV > Cartoon Network | Rating: 4.8
(ID: B000WZ8Y24) Remember That Night (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B004RV713M) American Experience: Freedom Riders [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: 6302150442) Cadence [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B004DHVF0U) Tyler Perry's Meet the Browns - The Play | Comedy > Drama > Passionate | Rating: 4.8
(ID: B09YT31JND) [Item: B09YT31JND] | Unknown | Rating: 4.6
(ID: B000OFOUFM) Ceiling Zero [ NON-USA FORMAT, PAL, Reg.2 Import - France ] | Movies & TV > Movies | Rating: 4.7
(ID: B0026GDVAW) Debra Mazda - ShapelyGirl: Let's Get Moving 2! Cardio Toning w/weights | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B006V7G0ZU) 101 Mukesh Hits Solo & Duets Forever Cyber Monday | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B071VCPTFH) Last Thing On My Phone | Special Interest | Rating: 3.2
(ID: B003QTDI74) The Way We Weren't | Movies & TV > Disc on Demand | Rating: 3.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00005AWRA) Once Upon a Time in China Part 2 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.2
(ID: B0016CSCQ0) Fritz Lang's M DVD (1931), Film Noir Masterpiece of German Expressionism Starring Peter Lorre, Ellen Widmann, Inge Landgut, Gustaf Grundgens, and Friedrich Gnass. | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00BSGZJJC) Beading Machine Basics by Ron Covell | Movies & TV > Movies | Rating: 4.7
(ID: B005J47QQ8) The Human Resources Manager | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B00JFF4X2W) Western Gunfighters Collection: Gunfight at the O.K. Corral / Shane / WIld Bunch / Searchers | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.6
(ID: B07DFKPKGM) [Item: B07DFKPKGM] | Unknown | Rating: 4.0
(ID: B015CF11QO) [Item: B015CF11QO] | Unknown | Rating: 4.7
(ID: B075KGT4NH) [Item: B075KGT4NH] | Unknown | Rating: 3.6
(ID: B07KW4QKCC) [Item: B07KW4QKCC] | Unknown | Rating: 4.6
(ID: B09TFGMSL7) The Adventures of Ozzie and Harriet: Season 1 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B08798F3WR) [Item: B08798F3WR] | Unknown | Rating: 3.4
(ID: B083N3DP5F) Madam Secretary: The Final Season | Movies & TV > Paramount Home Entertainment | Rating: 4.8
(ID: B07VC3GLK4) [Item: B07VC3GLK4] | Unknown | Rating: 4.7
(ID: B0009ZE9VM) Cardcaptor Sakura - Clow Book Set (Vol. 1-9) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00P3SWSAY) [Item: B00P3SWSAY] | Unknown | Rating: 4.6
(ID: 0792841441) Fellini's Roma VHS | Movies & TV > Art House & International > By Country | Rating: 4.3
(ID: B01MU901SW) [Item: B01MU901SW] | Unknown | Rating: 4.0
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B001KJB1CG) Cindy Crawford Fitness Collection | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B099L9KN7Q) The Incredible Shrinking Man (The Criterion Collection) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B01FIHHIWW) [Item: B01FIHHIWW] | Unknown | Rating: 3.7
(ID: B004UJN22K) The Long Riders [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B09WQWRCFW) [Item: B09WQWRCFW] | Unknown | Rating: 4.0
(ID: B01K91VG9I) [Item: B01K91VG9I] | Unknown | Rating: 3.3
(ID: B01D98DPS8) [Item: B01D98DPS8] | Unknown | Rating: 3.9
(ID: B0049TC8GW) The Capture of the Green River Killer | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.2
(ID: B001LNWSEQ) [Item: B001LNWSEQ] | Unknown | Rating: 4.6
(ID: B0B8QBKGWP) Strange Love | Comedy > Horror | Rating: 4.1
(ID: B00E4W3KPW) [Item: B00E4W3KPW] | Unknown | Rating: 3.8
(ID: B0009S86S6) Bike-O-Vision Cycling DVD #6 Death Valley & Southern Nevada | Movies & TV > Independently Distributed > Sports | Rating: 3.1
(ID: 6305929718) White Men Can't Jump | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B002P8LKBS) Yogaworks: Beginners Am/Pm | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.6
(ID: B0002DRDCI) The Alamo (Full Screen Edition) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B01F8IQGKG) [Item: B01F8IQGKG] | Unknown | Rating: 4.4
(ID: B0012CJQYQ) The Shield: Season 3 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B07JKFY7M9) [Item: B07JKFY7M9] | Unknown | Rating: 3.1
(ID: B0884H5753) WWE: Extreme Rules 2020 (DVD) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B07MWQWY7W) Dater's Handbook | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B001IH0TEQ) [Item: B001IH0TEQ] | Unknown | Rating: 3.5
(ID: B0019BI1BE) Hard Bounty | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B001KQ8S1G) Making Relationships Work 2008 - Book & DVD set | Movies & TV > Movies | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B0009JKVT2) Road to Avonlea Season 5 - Spin-off from Anne of Green Gables | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B004UA8D2S) Sanctum [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00WAZHS4E) Bitten: Season 2 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B00GCKHTGU) [Item: B00GCKHTGU] | Unknown | Rating: 4.1
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00GST8Q2Q) The Five Heartbeats [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.9
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | 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."
}
|
B01LTHZVTW
|
Manchester By The Sea
| 1
|
AG3ID2CB63BJHX2OP4DMOOIRJZXA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Hangman | Books > Mystery, Thriller & Suspense > Mystery | Rating: 1.0
- Crash & Burn (Tessa Leoni) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 3.0
- Midnight Crossroad (Midnight, Texas) | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Heat Wave (Nikki Heat Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The New Yorker Book of Cartoon Puzzles and Games | Books > Humor & Entertainment > Humor | Rating: 5.0
### User's movies History:
- Wonderfalls - The Complete Series | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
- Wire in the Blood: Season 3 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
- Rebus [DVD] | Movies & TV > BBC > All BBC Titles | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B0091X4AP8) [Item: B0091X4AP8] | Unknown | Rating: 4.4
(ID: B01GERBEVG) This Is Mike Stud | Unscripted > Documentary | Rating: 4.8
(ID: 6317631093) Aquaman (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00BX49BZM) Marketa Lazarova (The Criterion Collection) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B003NOGNR4) Time Bandits [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00I3MP3SG) [Item: B00I3MP3SG] | Unknown | Rating: 3.8
(ID: B0001VO38S) The Tin Drum (The Criterion Collection) [DVD] | Movies & TV > Criterion Collection > All | Rating: 4.3
(ID: B0777BK1PJ) [Item: B0777BK1PJ] | Unknown | Rating: 4.2
(ID: B004KO1NU8) The Best of David Phelps | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B08YF11YLD) The Secret World of Arrietty - Limited Edition Steelbook [Blu ray + DVD] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B07P9S9LKW) [Item: B07P9S9LKW] | Unknown | Rating: 3.4
(ID: B01LZL4IS3) [Item: B01LZL4IS3] | Unknown | Rating: 4.7
(ID: B00004WLXU) Terry Fox Story [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 5.0
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B07ZHMT93S) [Item: B07ZHMT93S] | Unknown | Rating: 4.5
(ID: B000E8NRQ2) The Best of Art Linkletter's Kids Say the Darndest Things, Vol. 2 [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.9
(ID: B01HNYL5GS) The Samurai Trilogy (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B0002L1F06) Visually Learn Visual Basic .NET in 12 Hours | Movies & TV > Featured Categories > DVD | Rating: 2.8
(ID: B001FZGAN0) Santa's Slay | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B08N9BVBJ5) The Silent Natural | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B00016R128) Blues Legends: Albert King - Live in Sweden [DVD] | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.0
(ID: B003ITZBUO) Love the Beast // "If You Love Top Gear This Is For You" | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B075G32PGD) [Item: B075G32PGD] | Unknown | Rating: 2.8
(ID: B002VY77Z4) BluScenes: Journey Through Space 1080p HD Blu-ray Disc [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B0002Y4T4M) Inugami | Movies & TV > Fully Loaded DVDs > DTS | Rating: 3.4
(ID: B0002HVE2Y) Adventures of the Galaxy Rangers - Tortuna | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.5
(ID: B002HRE4DI) The West Wing Complete Series Collector's Set on DVD (Works in Region 2 Only) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.0
(ID: B09DM8YT18) Vanilla Sky | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B000GRUQPQ) His & Her Circumstances - TV Series Collection (5pc) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B093NMHFT4) [Item: B093NMHFT4] | Unknown | Rating: 3.9
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B000JJSJ6O) Balzac | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.9
(ID: B0875NYRCQ) [Item: B0875NYRCQ] | Unknown | Rating: 4.8
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B01N2TZCQX) [Item: B01N2TZCQX] | Unknown | Rating: 4.7
(ID: B07YJ6NC8W) [Item: B07YJ6NC8W] | Unknown | Rating: 4.4
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B07CR6JYHZ) [Item: B07CR6JYHZ] | Unknown | Rating: 4.1
(ID: B004V90X5I) Personal Defense TV Season 5 (2010) | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.7
(ID: B07TPYX419) Wentworth Prison: Season 7 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B014T3DK5U) [Item: B014T3DK5U] | Unknown | Rating: 2.3
(ID: B00EF6TEKC) Animation - Diabolik Lovers I [Japan DVD] MFBT-20 | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00UHDBOJG) [Item: B00UHDBOJG] | Unknown | Rating: 4.6
(ID: B01AKUKGR6) The Saint | Science Fiction > Suspense > Intense | Rating: 4.7
(ID: B0073WVB4C) To Kill a Mockingbird | Prime Video > Prime Video > TV | Rating: 4.7
(ID: B000I0F81S) [Item: B000I0F81S] | Unknown | Rating: 4.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B001M5M7DK) Biggest Hits Live | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 3.9
(ID: B003SI7PEA) Another Stakeout | Comedy > Cheerful > Thrilling | Rating: 4.7
(ID: B08DRCY5H9) [Item: B08DRCY5H9] | Unknown | Rating: 4.4
(ID: B0001WTWNS) Golf for Dummies | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00CLE9XJW) [Item: B00CLE9XJW] | Unknown | Rating: 4.3
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00XWV71ZQ) [Item: B00XWV71ZQ] | Unknown | Rating: 4.0
(ID: B000TUDIL4) Flight of the Living Dead: Outbreak on a Plane (DVD) (WS) | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00000JKSX) Goals: Setting and Achieving Them - Zig Ziglar VHS | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 5.0
(ID: B00H249OUE) [Item: B00H249OUE] | Unknown | Rating: 4.8
(ID: B01ITNNA1K) Boom and Bust: America's Journey on the Erie Canal | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00I1S5HQU) [Item: B00I1S5HQU] | Unknown | Rating: 4.5
(ID: B002TCRQ68) The Best of Lidia | Movies & TV > Independently Distributed > Documentary | Rating: 4.3
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B06Y1VFSGR) [Item: B06Y1VFSGR] | Unknown | Rating: 4.0
(ID: B000E1P2GM) Guitar Foundation of America, Vol. 1 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00VU3MB8A) Longest Ride, The | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B0756ZV4XF) Off Frame Aka Revolution Until Victory | Suspense > Historical > Cerebral | Rating: 4.2
(ID: B00004TJRQ) All I Wanna Do [DVD] | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.7
(ID: B000HEVTAY) Swallows and Amazons [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B07DLFDKFV) [Item: B07DLFDKFV] | Unknown | Rating: 4.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B002I5GNZQ) Easy Virtue | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.1
(ID: B00F2C26AI) [Item: B00F2C26AI] | Unknown | Rating: 4.2
(ID: B00VSBHYKO) [Item: B00VSBHYKO] | Unknown | Rating: 4.6
(ID: B099179T6Y) Yellowstone: Season Three - Special Edition [Dutton Ranch Decal] | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.9
(ID: B01HCBIBQ4) [Item: B01HCBIBQ4] | Unknown | Rating: 3.4
(ID: 6303535003) The Hunted | Movies & TV > Featured Categories | Rating: 4.1
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B001IB2ZA8) The Spy Collection Megaset (The Prisoner / The Persuaders / The Champions / The Protectors) | Movies & TV > A&E Home Video > All A&E Titles | Rating: 3.3
(ID: B012RPIIFO) [Item: B012RPIIFO] | Unknown | Rating: 4.5
(ID: B001B27HHA) Marcelo Garcia Series 1,Winning Techniques of Submission Grappling Instructional DVDs | Movies & TV > TV | Rating: 4.9
(ID: B011MHBBSO) From Russia with Love [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00HQCSPPW) [Item: B00HQCSPPW] | Unknown | Rating: 4.1
(ID: B009MCACXM) [Item: B009MCACXM] | Unknown | Rating: 4.7
(ID: B008QA77HU) Hydraulic Repair for Ford and Ferguson Tractors: Featuring 9N, 2N and 8N Ford tractors with information pertaining to Ferguson 20 and 30 series tractors | Movies & TV > TV | Rating: 4.0
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B01MT5W41Q) [Item: B01MT5W41Q] | Unknown | Rating: 3.1
(ID: B000069CFD) The Chronicles of Narnia - Prince Caspian and the Voyage of the Dawn Treader | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B0000CD5EV) Julia Migenes: Diva on the Verge | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.2
(ID: B09JTGLM7Y) [Item: B09JTGLM7Y] | Unknown | Rating: 4.4
(ID: B00XVQM3FU) [Item: B00XVQM3FU] | Unknown | Rating: 4.5
(ID: B007QAGHAO) [Item: B007QAGHAO] | Unknown | Rating: 2.8
(ID: B005DZ35UE) Thomas & Friends: Merry Christmas Thomas! [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0789VNHFY) [Item: B0789VNHFY] | Unknown | Rating: 5.0
(ID: B00OHNVQ4U) LEARN FENCING - Advanced Epee DVD - A Competitor's Guide to Training, Tactics, and Performance | Movies & TV > Movies | Rating: 4.0
(ID: B081G5W5JR) [Item: B081G5W5JR] | Unknown | Rating: 4.4
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B01KWLZR2C) Paw Patrol: Pups Save Christmas | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.8
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | 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."
}
|
B00I3MP3SG
|
[Item: B00I3MP3SG]
| 1
|
AFSNH6CGZNK7PIFG7RQP65CXPR7A
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- My Cool Sticker Toolbox | Books > Children's Books > Activities, Crafts & Games | Rating: 4.0
- My Perfectly Purple Sticker and Doodling Purse | Books > Children's Books > Activities, Crafts & Games | Rating: 4.0
- You Were the First | Books > Children's Books > Growing Up & Facts of Life | Rating: 2.0
- I'm a Big Sister | Books > Children's Books > Growing Up & Facts of Life | Rating: 5.0
- The New Potty (Little Critter) (Look-Look) | Books > Children's Books > Growing Up & Facts of Life | Rating: 3.0
- Potty (Leslie Patricelli board books) | Books > Children's Books > Growing Up & Facts of Life | Rating: 3.0
- Big Girls Use the Potty! | Books > Children's Books > Growing Up & Facts of Life | Rating: 3.0
### User's movies History:
- Paw Patrol: Winter Rescues | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Wallykazam! | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Let's Learn: Kindness | Movies & TV > Featured Categories > DVD | Rating: 5.0
- The Land Before Time | Movies & TV > Featured Categories > DVD | Rating: 5.0
- The Brave Little Toaster | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 5.0
- Blaze and the Monster Machines: Rev Up and Roar | Movies & TV > Movies | Rating: 5.0
- Blaze & The Monster Machines: High-Speed Adventure | Movies & TV > Movies | Rating: 5.0
- [Item: B00IIWV0SI] | Unknown | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B003330RBI) Secret Diary of a Call Girl - Seasons 1-3 (Belle de Jour) [Region 2] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.9
(ID: B007Q0JJ3G) Foreigner: Live in Japan | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B07SM3Z7RJ) Everything Is Free | Comedy > Drama > Compelling | Rating: 3.2
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B08J7LRVXR) [Item: B08J7LRVXR] | Unknown | Rating: 4.2
(ID: B09DG8CYZM) The Killing of Kenneth Chamberlain | Suspense > Drama > Sad | Rating: 4.6
(ID: 6305128553) The Werewolf Reborn! VHS | Movies & TV > Cult Movies > Full Moon Video | Rating: 3.4
(ID: B00358UQM6) [Item: B00358UQM6] | Unknown | Rating: 4.2
(ID: B0036SLOMQ) [Item: B0036SLOMQ] | Unknown | Rating: 4.3
(ID: B000TSXCIA) The World of Little Bear - Meet Mitzi | Movies & TV > Movies | Rating: 3.8
(ID: B002O19162) Heroes Under Fire: Captain Crunch | Movies & TV > TV | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B005ETALYW) The Island | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.0
(ID: B00S1VR5WG) Hollywood Legends: Rita Hayworth - 4 Movie Collection - Music in My Heart - Down To Earth - Tonight and Every Night - Miss Sadie Thompson | Movies & TV > Independently Distributed > Drama | Rating: 4.3
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B07GVX9BMT) Breaking Brooklyn | Movies & TV > Movies | Rating: 4.3
(ID: B00005JA9F) Courage Under Fire | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B01M8G016D) Dhanak | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.9
(ID: B01MU901SW) [Item: B01MU901SW] | Unknown | Rating: 4.0
(ID: B0097WHW8A) [Item: B0097WHW8A] | Unknown | Rating: 4.8
(ID: B01CJCQ81Q) The Chase (1946) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B000GETTIE) Father of the Bride | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B0000D1FGK) Corregidor | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B07LDC9C88) All the Colors of the Dark | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B004NS00UA) [Item: B004NS00UA] | Unknown | Rating: 4.8
(ID: B0013TR4KQ) American Experience: Kit Carson | Movies & TV > Independently Distributed > Documentary | Rating: 4.4
(ID: B01ERMAHRC) The Real Ghostbusters: Volume 1 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B000ID379U) [Item: B000ID379U] | Unknown | Rating: 4.7
(ID: B005J9ZFRA) Bleach Uncut Set 11 (DVD) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.7
(ID: B00IIYGLO4) [Item: B00IIYGLO4] | Unknown | Rating: 4.6
(ID: B001UNYURK) Karate Shotokan and Shito Ryu Karate Katas | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00E3GII7Y) Climate Change Video Documentary - Global Warming In Action Movie - Musical Journey Film About Truth | Movies & TV > Genre for Featured Categories > Musicals | Rating: 3.3
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B000P4WOK0) [Item: B000P4WOK0] | Unknown | Rating: 4.8
(ID: B07KLCVW48) Mister Rogers' Neighborhood: It's a Beautiful Day Collection | Movies & TV > PBS > All | Rating: 4.8
(ID: B0068863J0) [Item: B0068863J0] | Unknown | Rating: 4.8
(ID: B009S9DY9I) The Year Without Santa Claus | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B00004R99N) The Rescuers Down Under [VHS] | Movies & TV > Disney Home Video > By Age | Rating: 4.8
(ID: B07547PY8Z) What Happened To Monday? | Movies & TV > Movies | Rating: 3.4
(ID: B002VJ05EO) Dynasty: Season 4 Vol. 1 & 2 | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.8
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B0136J68M0) [Item: B0136J68M0] | Unknown | Rating: 4.7
(ID: B098V1HYXK) [Item: B098V1HYXK] | Unknown | Rating: 4.5
(ID: B077K9C9WT) [Item: B077K9C9WT] | Unknown | Rating: 4.3
(ID: B00OKROC7G) [Item: B00OKROC7G] | Unknown | Rating: 4.3
(ID: B004FN264Q) Secrets Of Florence | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B0194BJ87G) [Item: B0194BJ87G] | Unknown | Rating: 4.0
(ID: B00014K5W8) Hans Christian Andersen's Thumbelina | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.8
(ID: B01K0N5B50) [Item: B01K0N5B50] | Unknown | Rating: 4.8
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B0009YA3P4) Hugo: The Movie Star | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B000EMG918) Doctor Who: Genesis of the Daleks (Story 78) | Movies & TV > BBC > All BBC Titles | Rating: 4.7
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B000I9TY6E) [Item: B000I9TY6E] | Unknown | Rating: 4.6
(ID: B004DEVSE6) Alaskan Homecoming: Live from the Gaither Alaskan Cruise | Movies & TV > TV | Rating: 4.7
(ID: B01N6AWM89) [Item: B01N6AWM89] | Unknown | Rating: 4.2
(ID: B000E6GCI4) Sequins | Movies & TV > Independently Distributed > Drama | Rating: 4.3
(ID: B06ZZ3QHMK) [Item: B06ZZ3QHMK] | Unknown | Rating: 4.2
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B017314W7U) [Item: B017314W7U] | Unknown | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00IXL108Y) Yu-Gi-Oh! Bonds Beyond Time [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B0B782W47F) [Item: B0B782W47F] | Unknown | Rating: 4.6
(ID: B07M7ZR17Q) The 2019 Rose Parade Live with Cord and Tish | Comedy | Rating: 4.4
(ID: B07GVSN1RL) [Item: B07GVSN1RL] | Unknown | Rating: 4.1
(ID: B00006L57T) The Commandments of R&B Drumming: A Comprehensive Visual Guide to Soul, Funk & Hip-Hop | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.3
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00F31QMNA) [Item: B00F31QMNA] | Unknown | Rating: 4.6
(ID: B002WHX20O) [Item: B002WHX20O] | Unknown | Rating: 2.8
(ID: B075VH85QM) [Item: B075VH85QM] | Unknown | Rating: 3.9
(ID: B00AB7B0S8) [Item: B00AB7B0S8] | Unknown | Rating: 4.3
(ID: B00N4EGHTM) Bugsy Malone (Ntsc, All Region) | Movies & TV > Movies | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00064AEZG) Inspiracion [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.4
(ID: B01G2JYG48) [Item: B01G2JYG48] | Unknown | Rating: 2.6
(ID: B001KX12U8) [Item: B001KX12U8] | Unknown | Rating: 4.5
(ID: B07VP67RK2) [Item: B07VP67RK2] | Unknown | Rating: 4.1
(ID: B0012AVRTU) [Item: B0012AVRTU] | Unknown | Rating: 4.7
(ID: B000I1IX2I) Adventures of Sherlock Holmes and Dr. Watson: The Twentieth Century Approaches | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.4
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B0095DMKPG) [Item: B0095DMKPG] | Unknown | Rating: 4.6
(ID: B00MGWGBN0) [Item: B00MGWGBN0] | Unknown | Rating: 4.7
(ID: B007SWYADG) PopPhysique: Complete | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.0
(ID: B001E1BO72) The War File: Tanks! The Fall of France | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00005KA9E) Sunset Strip [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: 6301536797) Atom Man Vs Superman | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.9
(ID: B01A7IJKGY) [Item: B01A7IJKGY] | Unknown | Rating: 3.8
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B07B9DSZTY) Die Expats | Drama | Rating: 5.0
(ID: B00P8BNHTM) 4 Adventures of Reinette and Mirabelle | Movies & TV > Independently Distributed > Drama | Rating: 4.4
(ID: B00GX65XOS) [Item: B00GX65XOS] | Unknown | Rating: 4.8
(ID: B002C39T5U) Truth Hall | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B007KW5M6I) Chips: Season 1 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B0060D2R5C) [Item: B0060D2R5C] | Unknown | Rating: 4.6
(ID: B07QDC7GCT) Twelve Kingdoms: Complete Series [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0007P0YJA) Keystone Cops Festival / Buster Keaton Festival | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.1
(ID: B001NSRUK6) [Item: B001NSRUK6] | Unknown | Rating: 4.5
(ID: B002QZ1NKI) South Africa Adventures | Documentary > Special Interest | Rating: 2.9
]
## 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."
}
|
B00014K5W8
|
Hans Christian Andersen's Thumbelina
| 4
|
AEPDLXXBJY3X57V2PBKM3S22IQ3Q
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Snow Flower and the Secret Fan | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Becoming Duchess Goldblatt | Books > Biographies & Memoirs > Arts & Literature | Rating: 1.0
- Human Acts: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The People in the Trees: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Boro - Rags And Tatters From The Far North Of Japan | Books > Arts & Photography > Decorative Arts & Design | Rating: 5.0
- The Eternal Wonder: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- The Beginner's Goodbye | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
### User's movies History:
- [Item: B006BBBFJ2] | Unknown | Rating: 5.0
- John Wick | Action > Suspense > Outlandish | Rating: 3.0
- [Item: B00T47ZXIE] | Unknown | Rating: 1.0
- [Item: B00R3EEOWG] | Unknown | Rating: 5.0
- [Item: B00KW23WOC] | Unknown | Rating: 4.0
- [Item: B00336Y7ZW] | Unknown | Rating: 1.0
- [Item: B00D5P0T6M] | Unknown | Rating: 5.0
- Vermeer: Master of Light [DVD] | Movies & TV > Featured Categories > DVD | Rating: 5.0
- [Item: B007RV5T1U] | Unknown | Rating: 5.0
- [Item: B004M6BQ9W] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00VJ7KQD4) [Item: B00VJ7KQD4] | Unknown | Rating: 4.7
(ID: B09DBCRVYS) [Item: B09DBCRVYS] | Unknown | Rating: 2.8
(ID: B01LY33QJY) [Item: B01LY33QJY] | Unknown | Rating: 4.2
(ID: B016EIJGF6) The Big Bang Theory | Young Adult Audience > Comedy > Romance | Rating: 4.9
(ID: B083JZ71D1) New Age (Korean Drama, English Sub, All Region DVD) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B001DDBCV4) Sex and the City: The Movie | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00F6SHGF8) Hunt | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B01M63ZMJV) The Accountant | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B009OD3178) [Item: B009OD3178] | Unknown | Rating: 4.1
(ID: B00J6TRTIW) [Item: B00J6TRTIW] | Unknown | Rating: 3.7
(ID: B01FE6VMKQ) Playing the Soul of Tai Chi | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 5.0
(ID: B0000A02UU) Cartoon Marathon, Vol. 2 | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B08CR67ZD6) [Item: B08CR67ZD6] | Unknown | Rating: 4.9
(ID: B00197POZY) A Lion in the House | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B08J1LJ9N2) [Item: B08J1LJ9N2] | Unknown | Rating: 4.1
(ID: B00IBV0500) [Item: B00IBV0500] | Unknown | Rating: 3.7
(ID: B083MVXC6K) The Handmaid's Tale Complete Series Season 1 2 3 DVD | Movies & TV > TV | Rating: 4.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00JHH1Y1G) Mythbusters Collection 11 | Movies & TV > Discovery Channel > Channels | Rating: 4.6
(ID: B00005MKKH) Waltz Across Texas [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B000FMGTSA) Smallville/Lois & Clark/Adventures of Superman: Season 1 Collection | Movies & TV > Studio Specials > Warner Home Video | Rating: 2.0
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00QHEBGXI) [Item: B00QHEBGXI] | Unknown | Rating: 4.9
(ID: B09Q21MQVV) [Item: B09Q21MQVV] | Unknown | Rating: 3.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B08KFKY3J9) [Item: B08KFKY3J9] | Unknown | Rating: 4.4
(ID: B00PGC3OFU) Scooby-Doo! Moon Monster Madness | Comedy > Animation > Mysterious | Rating: 4.7
(ID: B07Z8DZD5M) [Item: B07Z8DZD5M] | Unknown | Rating: 3.8
(ID: B001B4TMLW) Volcanoes: The Exploding Earth (Forces of Nature Series) | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B01CO5QK0C) Return of the Killer Tomatoes (Special Edition) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00EV3OHKQ) [Item: B00EV3OHKQ] | Unknown | Rating: 5.0
(ID: B000ICLRC0) The Music of Leroy Anderson: Once Upon a Sleigh Ride | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B01A5TXOOO) [Item: B01A5TXOOO] | Unknown | Rating: 4.6
(ID: B09MYRDT2T) [Item: B09MYRDT2T] | Unknown | Rating: 4.7
(ID: B0010ZHFKC) [Item: B0010ZHFKC] | Unknown | Rating: 4.5
(ID: B000PKG9B4) Elvis Presley: The Last 24 Hours | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B002PYHMSM) [Item: B002PYHMSM] | Unknown | Rating: 4.5
(ID: B006M6NLR0) [Item: B006M6NLR0] | Unknown | Rating: 4.4
(ID: B001DJ7PSW) Arctic Exposure With Nigel Marven [DVD] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B01LG5AZ8Y) [Item: B01LG5AZ8Y] | Unknown | Rating: 4.5
(ID: B01LYPN8GE) [Item: B01LYPN8GE] | Unknown | Rating: 4.3
(ID: B01N3PMUZE) Survival Communications for the Prepared Citizen | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.0
(ID: B00MEEVVYO) The Prince [DVD + Digital] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.8
(ID: B08WPHM6V7) New Air Force One: The Flying Fortress | Unknown | Rating: 4.4
(ID: 0783240589) October Sky with Clam Shell Case VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B07PNLRYT6) [Item: B07PNLRYT6] | Unknown | Rating: 3.1
(ID: B0040Y5K16) Horror Cinema Volume One | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000TVS5XY) Agatha Christie's Poirot Movie Collection Set 3 (Peril at End House, Dumb Witness, Hercule Poirot's Christmas) | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.6
(ID: B00005ABVZ) Bizet - Carmen / Steven Pimlott, Jacques Delacôte - Ewing, Trussel, Fondary, Gauci - Earl's Court [DVD] | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.0
(ID: B00YZPPNXA) [Item: B00YZPPNXA] | Unknown | Rating: 4.9
(ID: B0B6D7N8WH) [Item: B0B6D7N8WH] | Unknown | Rating: 4.3
(ID: B07KMH4FSQ) Birds Without Names (Region 3 DVD / Non USA Region) (English & Chinese Subtitled) Japanese movie aka Kanojo ga Sono Mei wo Shiranai Toritachi / 鳥獸行 | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B01F2H7QDE) [Item: B01F2H7QDE] | Unknown | Rating: 4.0
(ID: B00OALA8YS) Dracula Untold | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.7
(ID: 1620336391) Life After Warping | Movies & TV > Movies | Rating: 5.0
(ID: B00XQ2BF44) Little Boy (DVD) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B002QS1NTQ) [Item: B002QS1NTQ] | Unknown | Rating: 3.2
(ID: B003R4ZMQI) Covert Affairs: Season 1 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B000063UR3) Brewster's Millions | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B00G8YUJ0S) A Crime to Remember | Suspense > Documentary > Drama | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00KB499IO) Rising: Rebuilding Ground Zero | Movies & TV > Discovery Channel | Rating: 4.6
(ID: B00ER0QJ8G) The Message [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B000Y056L4) Wine Trails of Italy - The Complete Series (4 Disc Set) | Movies & TV > Disc on Demand | Rating: 2.9
(ID: 6305811555) Those Who Love Me Can Take the Train | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.9
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00005U125) You Light Up My Life | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.0
(ID: B004ILOFGC) [Item: B004ILOFGC] | Unknown | Rating: 4.7
(ID: B0172XVG5K) [Item: B0172XVG5K] | Unknown | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B014MUNAMI) [Item: B014MUNAMI] | Unknown | Rating: 4.5
(ID: B07932V2PP) [Item: B07932V2PP] | Unknown | Rating: 4.8
(ID: B00LL2V2QW) [Item: B00LL2V2QW] | Unknown | Rating: 4.8
(ID: B09TJXK42T) [Item: B09TJXK42T] | Unknown | Rating: 4.7
(ID: B00I0CGI2O) [Item: B00I0CGI2O] | Unknown | Rating: 4.7
(ID: B008G33NLG) Marvel Animated Features: 8-Film Complete Collection [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B07KZ5N9WD) [Item: B07KZ5N9WD] | Unknown | Rating: 3.4
(ID: B00LCLFWLI) The Wild Geese [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B01AO6WJ9Y) 30 Minutes to Fitness: Abs & Core with Kelly Coffey-Meyer | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B004W0EVAY) [Item: B004W0EVAY] | Unknown | Rating: 3.5
(ID: B009CFNDQC) [Item: B009CFNDQC] | Unknown | Rating: 4.6
(ID: B002ZG986E) Knight and Day [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B0095Y11VO) Gnarr | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: B002KZV0ZM) [Item: B002KZV0ZM] | Unknown | Rating: 2.2
(ID: B08KL3MJ3Q) [Item: B08KL3MJ3Q] | Unknown | Rating: 5.0
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B072Z5WKKW) [Item: B072Z5WKKW] | Unknown | Rating: 3.9
(ID: B00H27PDUG) Jean Rollin: The Vampire Films | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B07JDGQQ6H) [Item: B07JDGQQ6H] | Unknown | Rating: 2.9
(ID: B001138RR8) The Making of Milwaukee | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B000M06QEC) 500 Nations - Kevin Costner Explores America's Indian... [Import anglais] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B01KP4JL0U) [Item: B01KP4JL0U] | Unknown | Rating: 3.1
]
## 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."
}
|
B01LYPN8GE
|
[Item: B01LYPN8GE]
| 5
|
AG72UFCWTIV56PA3XH4AUJGDV6CA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Knickers in a Twist: A Dictionary of British Slang | Books > Reference > Dictionaries & Thesauruses | Rating: 3.0
- WordPress: The Missing Manual | Books > Computers & Technology > Networking & Cloud Computing | Rating: 4.0
- Running Blind (Jack Reacher Book 4) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Killing Floor (Jack Reacher, Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Fix-It and Forget-It Revised and Updated: 700 Great Slow Cooker Recipes | Books > Cookbooks, Food & Wine > Regional & International | Rating: 4.0
### User's movies History:
- [Item: B00D6C6JAO] | Unknown | Rating: 2.0
- Captain Phillips | Suspense > Drama > Dark | Rating: 3.0
- Good Bye, Lenin! (Special Edition) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
- [Item: B001BWQ0XM] | Unknown | Rating: 3.0
- [Item: B00EY8A6BC] | Unknown | Rating: 3.0
- [Item: B00ESY863M] | Unknown | Rating: 1.0
- [Item: B00ECU2RGY] | Unknown | Rating: 3.0
- Dresden | Movies & TV > Genre for Featured Categories > Drama | Rating: 5.0
- Lincoln | Drama > Historical > Anxious | Rating: 3.0
- [Item: B001UTW7QU] | Unknown | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B088YK23YC) [Item: B088YK23YC] | Unknown | Rating: 4.6
(ID: 6304153627) Lifeform VHS | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 2.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B007NYZ9KM) National Parks Exploration Series - The Grand Canyon: A Wonder of the Natural World | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B00BLPP52G) [Item: B00BLPP52G] | Unknown | Rating: 4.6
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00UZARI64) [Item: B00UZARI64] | Unknown | Rating: 4.2
(ID: B00FPGS0LK) [Item: B00FPGS0LK] | Unknown | Rating: 4.7
(ID: B00B2TULBQ) Patlabor (OVA) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B000ICM5WQ) This Revolution | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.1
(ID: B003Y77A18) [Item: B003Y77A18] | Unknown | Rating: 4.7
(ID: B075H2Y25C) [Item: B075H2Y25C] | Unknown | Rating: 4.4
(ID: 1573624136) Ufc: Ultimate Japan | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B006X6P2GM) Smothered: The Censorship of the Somther | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B000AWYOGE) Dark Water (Unrated Widescreen Edition) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B00004Y632) Halloween: The Curse of Michael Myers [DVD] | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.6
(ID: B01GRW4A64) Star Trek 50th Anniversary TV and Movie Collection | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B01MZ8TP1B) Wolf Creek: Season 1 | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.6
(ID: B01G2OF46W) [Item: B01G2OF46W] | Unknown | Rating: 4.6
(ID: B09LSH9HX3) Gambit | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B00N567G9O) [Item: B00N567G9O] | Unknown | Rating: 4.7
(ID: B000LP528O) Joel Harper's FIT PACK | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.7
(ID: B01G2IW61E) [Item: B01G2IW61E] | Unknown | Rating: 4.5
(ID: B003VZNAU8) Theater of War | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.2
(ID: B000M5KA4Y) The Ultimate Martial Arts Collection: Masters in Action | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.0
(ID: B0002ADWWQ) Road To Hong Kong [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0035XA612) [Item: B0035XA612] | Unknown | Rating: 4.8
(ID: B00APP8304) [Item: B00APP8304] | Unknown | Rating: 4.6
(ID: B00006RCT8) How Green Was My Valley [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B0054NQVXI) [Item: B0054NQVXI] | Unknown | Rating: 4.0
(ID: B000BTJD6M) The Wiggles: Yummy Yummy/Wiggle Playtime | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 5.0
(ID: B009R79E04) [Item: B009R79E04] | Unknown | Rating: 4.1
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00UBYP4AQ) RWBY: Volume 1 NTSC | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B0017LZ28Q) Escaped Maniacs [DVD] | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.9
(ID: B08LMFNLJ4) [Item: B08LMFNLJ4] | Unknown | Rating: 3.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00DD8FOLG) [Item: B00DD8FOLG] | Unknown | Rating: 4.2
(ID: B000069I6E) VeggieTales - Jonah Sing-Along Songs and More! [VHS] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.3
(ID: B00026L8VM) Pilates in Pregnancy | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.5
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B0172TUAU6) Curb Your Enthusiasm | Comedy | Rating: 4.8
(ID: B077TM3SN3) [Item: B077TM3SN3] | Unknown | Rating: 4.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B004I7KHR2) Encaustic Monotypes - Painterly Prints with Heat and Wax | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B000N6UDDU) Lucy's Really Lost Moments | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B00B70LW5O) [Item: B00B70LW5O] | Unknown | Rating: 4.1
(ID: B00PLO1JMS) The Shirley Temple Collection: Volume Three (The Blue Bird, The Little Princess, Stand Up And Cheer!, Dimples, The Little Colonel, The Littlest Rebel) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0000648Z4) Fist of Fury | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B0001NBMHQ) The Hunters | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B000006QFW) Biography - Joseph Stalin VHS | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.6
(ID: B004M8CKX6) [Item: B004M8CKX6] | Unknown | Rating: 3.8
(ID: B0050WM5FG) The Mississippi Gambler [Region 2] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000063K0U) Happenstance | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00DP3E2E4) Barney: Most Huggable Moments Super-Dee-Duper 2-DVD Set (Most Huggable Moments / Dino-mite Birthday) [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B000X2TQVY) [Item: B000X2TQVY] | Unknown | Rating: 4.1
(ID: B01ATCA8QE) Finding Your Roots: Season 3 | Movies & TV > Independently Distributed > Documentary | Rating: 4.7
(ID: B003NS0N6M) [Item: B003NS0N6M] | Unknown | Rating: 4.3
(ID: B0000648WP) Mobile Suit Gundam - The Movie Trilogy [DVD] | Movies & TV > Boxed Sets > Anime | Rating: 4.7
(ID: B0000DJYPL) The Marx Brothers Collection (Documentary) [DVD] | Movies & TV > Boxed Sets > Comedy | Rating: 4.7
(ID: B00008G80O) First Family of Satanism | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.2
(ID: B0043X1FQI) Live in London 1973/1977 | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B01AP0ASAQ) Brief Encounter (The Criterion Collection) [DVD] | Movies & TV > Criterion Collection > All | Rating: 4.6
(ID: B0722XFJ44) Home | Science Fiction | Rating: 3.6
(ID: B01F2TF5G2) Steve-O: Guilty As Charged | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00142X56Y) Mozart - Die Zauberflote [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B0050MB5P2) The O.C.: Season 4 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B004XKVQ60) Cartoon Network: Ben 10 Ultimate Alien The Return of Heatblast | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0014567SY) Black Blood Brothers, Chapter 3 - Resurrection | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.9
(ID: B08VBH5NBR) Battle Royale Limited Edition [4K UHD] [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B077BNLZJZ) [Item: B077BNLZJZ] | Unknown | Rating: 4.6
(ID: B078WYKKNM) [Item: B078WYKKNM] | Unknown | Rating: 4.4
(ID: B0756LD86G) [Item: B0756LD86G] | Unknown | Rating: 3.0
(ID: B072DRZ3RZ) [Item: B072DRZ3RZ] | Unknown | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B004E3A5TA) Sella Turcica | Movies & TV > Genre for Featured Categories > Horror | Rating: 2.8
(ID: 0615526462) Deadline Every Second: On Assignment with 12 Associated Press Photojournalists (Personal/Single User Version) | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B00DAHSVYC) [Item: B00DAHSVYC] | Unknown | Rating: 4.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B07FDNW6XZ) The Blue Planet Collection: (BD) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B0B8KWHFRN) [Item: B0B8KWHFRN] | Unknown | Rating: 5.0
(ID: B00USBLXVG) Red Dawn (1984) (RPKG/BD) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B01LX8USH4) [Item: B01LX8USH4] | Unknown | Rating: 4.4
(ID: B00005Q405) The New Method: Baby and Mom: Prenatal Yoga | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B003AHRF1M) [Item: B003AHRF1M] | Unknown | Rating: 4.6
(ID: B0052PJY1E) Gargoyle: Guardians of the Gate | Horror > Special Interest | Rating: 4.0
(ID: B006VDNKL6) [Item: B006VDNKL6] | Unknown | Rating: 4.5
(ID: B07JZZDDWB) [Item: B07JZZDDWB] | Unknown | Rating: 4.8
(ID: B0000AYL48) Journey of Man | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: 630407154X) Wishbone: Terrified Terrier VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.3
(ID: B0000W65NY) Village Displays Made Easy: Techniques from a Pro | Movies & TV > Featured Categories > DVD | Rating: 2.7
(ID: B00MFDMJZO) [Item: B00MFDMJZO] | Unknown | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B001PWY4NG) JCVD | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | 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."
}
|
B00N567G9O
|
[Item: B00N567G9O]
| 3
|
AHBA275GZ7S3I6JEIDEETMPSYOQA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Way I Heard It | Books > Literature & Fiction > History & Criticism | Rating: 3.0
- Disney Minnie: A CarryAlong Play Book (1) | Books > Children's Books > Growing Up & Facts of Life | Rating: 5.0
- Getting Past What You'll Never Get Over: Help for Dealing with Life's Hurts | Books > Christian Books & Bibles > Christian Living | Rating: 2.0
- You'll Get Through This: Hope and Help for Your Turbulent Times | Books > Christian Books & Bibles > Bible Study & Reference | Rating: 5.0
- Frank Sinatra in a Blender | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
### User's movies History:
- His Girl Friday | Comedy > Drama > Passionate | Rating: 3.0
- Horrible Bosses | Comedy > Coarse > Dark | Rating: 4.0
- [Item: B00CL68QVQ] | Unknown | Rating: 3.0
- Crazy, Stupid, Love | Comedy > Drama > Cheerful | Rating: 4.0
- Crossroads Guitar Festival 2013 | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Downton Abbey | Historical > Romance > Drama | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000TGKW5I) Rembetiko: Special Edition | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.1
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B07SRWGJSD) [Item: B07SRWGJSD] | Unknown | Rating: 4.5
(ID: B007QJ9MXO) Marley & Me: The Puppy Years | Comedy > Kids > Playful | Rating: 4.3
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: 0767018877) Monty Python's Flying Circus: Set 3, Episodes 14-19 | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.8
(ID: B00005RIX8) Pitch | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: 076700552X) The Very Best of the Mary Tyler Moore Show - Party Girl VHS | Movies & TV > Boxed Sets > Television | Rating: 5.0
(ID: B00BTFJRHW) [Item: B00BTFJRHW] | Unknown | Rating: 3.1
(ID: B013W7LURO) Seymour: An Introduction | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B01J4QA1O0) [Item: B01J4QA1O0] | Unknown | Rating: 5.0
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00OQVOTZQ) [Item: B00OQVOTZQ] | Unknown | Rating: 3.9
(ID: B08LDSGM4F) A Star is Born DVD | Rocketman DVD | Bohemian Rhapsody DVD | Yesterday DVD - Music Movie Gift Set Collection | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B07VNV7669) [Item: B07VNV7669] | Unknown | Rating: 4.5
(ID: B00114UUPO) Kanon, Volume 3 | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.8
(ID: B00000JZHD) Munsters Go Home | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B085LR3ZHX) [Item: B085LR3ZHX] | Unknown | Rating: 4.0
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B009WZN7J0) [Item: B009WZN7J0] | Unknown | Rating: 4.4
(ID: B001TEM040) Werner, Kenny: Living Effortless Mastery | Movies & TV > Movies | Rating: 4.2
(ID: B09TBH73JS) Nana | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B019IYQID6) [Item: B019IYQID6] | Unknown | Rating: 4.9
(ID: B000BX6FW8) Innocence [Region 2] | Movies & TV > Movies | Rating: 3.8
(ID: B01BPNV6XU) [Item: B01BPNV6XU] | Unknown | Rating: 4.5
(ID: B00284BVAE) Trouble on the Corner | Movies & TV > Disc on Demand | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B09KDBWSR5) [Item: B09KDBWSR5] | Unknown | Rating: 4.8
(ID: B00393SG3I) Voltron Lion Force: Part 2 (Eight-Disc) | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B004PGNJEE) Aikijujutsu Complete II | Movies & TV > Disc on Demand | Rating: 4.0
(ID: 0310823552) Follow Video Study: No Experience Necessary | Movies & TV > Genre for Featured Categories > Faith & Spirituality | Rating: 4.8
(ID: B0000AGQ6I) Bolivar Soy Yo | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00RNV7LVK) [Item: B00RNV7LVK] | Unknown | Rating: 4.4
(ID: B00061I0GY) At Rockpalast | Movies & TV > Movies | Rating: 4.0
(ID: B07PKRYTHB) [Item: B07PKRYTHB] | Unknown | Rating: 4.2
(ID: 6302529441) The Eagle Has Landed [VHS] | Movies & TV > Studio Specials > Lions Gate Home Entertainment | Rating: 4.5
(ID: B00DRQETZG) The Best of Jack Hanna | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B003FGWZUO) Hannibal, Carthage, and the Punic Wars | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00NW6KUW2) Maid Sama [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B0059J7CO4) [Item: B0059J7CO4] | Unknown | Rating: 4.1
(ID: B00009NH7F) Boogiepop Phantom Ultra | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.6
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B07TKZ24T6) [Item: B07TKZ24T6] | Unknown | Rating: 2.8
(ID: B07ZX25GRW) [Item: B07ZX25GRW] | Unknown | Rating: 4.6
(ID: B01EN8DPRY) [Item: B01EN8DPRY] | Unknown | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B09FX2SKMF) [Item: B09FX2SKMF] | Unknown | Rating: 3.8
(ID: B0019ZO7OU) [Item: B0019ZO7OU] | Unknown | Rating: 4.2
(ID: B07J9RGYM9) [Item: B07J9RGYM9] | Unknown | Rating: 4.6
(ID: 6302999367) Bill Dance Outdoors: Fish 'N' Bloopers VHS | Movies & TV > Genre for Featured Categories > Sports | Rating: 1.0
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00L9QEGEU) [Item: B00L9QEGEU] | Unknown | Rating: 3.9
(ID: B000NQRR1G) Cutthroat Island [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: 6301646061) Sleeping Car | Movies & TV > Movies | Rating: 3.2
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B004EPUYJO) [Item: B004EPUYJO] | Unknown | Rating: 3.6
(ID: B0023S4A1W) Blade of the Phantom Master S.A.V.E. | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.5
(ID: B005L4N2ZA) New York Says Thank You | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: B0142KIQYA) [Item: B0142KIQYA] | Unknown | Rating: 4.1
(ID: B07BF2S4FS) Capitalism: A Six-Part Series | Movies & TV > Independently Distributed > Documentary | Rating: 4.4
(ID: B00RSI5KV6) [Item: B00RSI5KV6] | Unknown | Rating: 4.2
(ID: B00007GUG5) Apollo 15 - Complete Downlink Edition (All Regions, NTSC) | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B00477VLYG) Tsubasa: RESERVoir CHRoNiCLE - OVA Collection | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00NTT2A5C) [Item: B00NTT2A5C] | Unknown | Rating: 4.3
(ID: B00N4X8R32) WWE: John Cena: My Life (One Disc) | Movies & TV > Genre for Featured Categories > Sports | Rating: 5.0
(ID: B006GNZ7GM) [Item: B006GNZ7GM] | Unknown | Rating: 4.5
(ID: B00GIT5X1S) [Item: B00GIT5X1S] | Unknown | Rating: 4.6
(ID: B07VZD76QH) [Item: B07VZD76QH] | Unknown | Rating: 3.8
(ID: 6305137307) Halloween III - Season of the Witch | Movies & TV > Science Fiction & Fantasy | Rating: 4.3
(ID: B07J4XR13B) [Item: B07J4XR13B] | Unknown | Rating: 4.1
(ID: B005PCAL4S) [Item: B005PCAL4S] | Unknown | Rating: 4.5
(ID: B00005Q2YY) Sailor Moon S - Heart Collection VI: TV Series, Vols. 11 & 12 (Uncut) [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.3
(ID: B00BTRN0OQ) [Item: B00BTRN0OQ] | Unknown | Rating: 4.2
(ID: B006R0VQ9Q) [Item: B006R0VQ9Q] | Unknown | Rating: 3.7
(ID: B0000DIJOT) Flamenco | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.2
(ID: B001J5S3ZY) Better Living Through Killing | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.0
(ID: B004JMNV1K) [Item: B004JMNV1K] | Unknown | Rating: 4.7
(ID: B003VPLU5A) [Item: B003VPLU5A] | Unknown | Rating: 4.7
(ID: B003XJ0W94) The Bad Mother's Handbook | Comedy > Drama > Kids | Rating: 4.3
(ID: B00295C5B6) The Great Escape / Junior Bonner (Double Feature) | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B003MUQSDI) [Item: B003MUQSDI] | Unknown | Rating: 4.3
(ID: 6302550564) The Tailor of Gloucester: A Family Musical For Christmas [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B00VYSMUT6) [Item: B00VYSMUT6] | Unknown | Rating: 4.4
(ID: B005J32Y6Q) Michael Flatley Returns as Lord of the Dance 3D - REGION FREE - UK Import [Blu-ray 3D + Blu-ray] [3D Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B0001BPSAA) Kickboxer 4: The Aggressor | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B00A3US6O4) [Item: B00A3US6O4] | Unknown | Rating: 3.6
(ID: B0046ZYEVG) How to Get Ahead in Advertising | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B0001JXEVM) Richard Simmons AB Formula | Movies & TV > Movies | Rating: 4.2
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B07HQ4H5WG) [Item: B07HQ4H5WG] | Unknown | Rating: 4.4
(ID: B07S4CZP9L) [Item: B07S4CZP9L] | Unknown | Rating: 3.4
(ID: B078PWS1HK) [Item: B078PWS1HK] | Unknown | Rating: 4.5
(ID: B000FJYNM2) Anytown USA (The Film Movement Series) | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B09MPBN62M) [Item: B09MPBN62M] | Unknown | Rating: 3.8
(ID: B000X2Z3M0) [Item: B000X2Z3M0] | Unknown | 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."
}
|
B0142KIQYA
|
[Item: B0142KIQYA]
| 3
|
AEYAEFETOEIAVGNIUBBWHYTBOQTA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Song of Achilles | Books > LGBTQ+ Books > Literature & Fiction | Rating: 1.0
- Circe | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- The Godfather | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- The Iliad (Penguin Clothbound Classics) | Books > Literature & Fiction > Poetry | Rating: 4.0
- The Odyssey (Penguin Clothbound Classics) | Books > Literature & Fiction > Poetry | Rating: 4.0
### User's movies History:
- Harry Potter Years 1-6 Giftset [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.0
- The Tale of Despereaux [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.0
- The Mask of Zorro [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 5.0
- Pan's Labyrinth [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B0014C5HUQ) [Item: B0014C5HUQ] | Unknown | Rating: 4.5
(ID: B0032ZBZQ8) [Item: B0032ZBZQ8] | Unknown | Rating: 4.2
(ID: B00005V1XZ) New Port South (2001) | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: 6160605992) Secret Garden Korean Tv Drama Dvd NTSC All Region Korean/Mandarin Audio with English/Chinese Sub | Movies & TV > Movies | Rating: 4.8
(ID: B00AU42ZJA) Bach: St. Matthew Passion; Peter Sellars; Simon Rattle, conducting | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B07WSKJG16) Memory: The Origins of Alien | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B00STPQ6HE) Hit by Lightning DVD | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.2
(ID: B004I1AGTM) Ip Man 2: Legend of the Grandmaster Collector's Edition | Movies & TV > Independently Distributed > Action & Adventure | Rating: 4.7
(ID: B000YDAZ5S) Fabulous Forever Trilogy Beginners Exercise Videos for Boomer Fitness Workouts Level One - Easy Strength, Easy Stretch and Easy Aerobics DVDs by Mirabai Holland, MFA | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00M3UARNK) Two Moon Junction | Movies & TV > Blu-ray > Movies | Rating: 3.8
(ID: B0B3Y1S238) Titans 3 - Season Three [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B06XXPSNG5) [Item: B06XXPSNG5] | Unknown | Rating: 3.8
(ID: B092WTYTMT) [Item: B092WTYTMT] | Unknown | Rating: 4.4
(ID: B0002W4UDO) Return to Treasure Island | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B009WHD9CS) Leslie Sansone: Belly Blasting Walk | Movies & TV > Movies | Rating: 4.7
(ID: B004EI2NO0) Rich Little Show: Complete Series | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B00KEYGYCA) [Item: B00KEYGYCA] | Unknown | Rating: 2.9
(ID: B000J10KPK) Kaliman | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 5.0
(ID: 6301964063) The Andy Hardy Collection - Life Begins for Andy Hardy VHS | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.1
(ID: B01351GZLI) [Item: B01351GZLI] | Unknown | Rating: 4.2
(ID: B01DP9QCB8) [Item: B01DP9QCB8] | Unknown | Rating: 4.3
(ID: B0036ZKLEQ) Judy Garland Show 3 | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.8
(ID: B000T28PLA) Decoding the Past: Secrets of the Dollar Bill | Movies & TV > A&E Home Video > All A&E Titles | Rating: 3.5
(ID: B075YG9FKM) [Item: B075YG9FKM] | Unknown | Rating: 4.6
(ID: 0790737345) City of Angels | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B018YLCNTC) [Item: B018YLCNTC] | Unknown | Rating: 4.7
(ID: B0131U7RLU) [Item: B0131U7RLU] | Unknown | Rating: 3.4
(ID: B00VHAG1DW) Hard to Be a God | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B005V4X872) Picker Sisters: Season 1 | Movies & TV > Genre for Featured Categories > Reality TV | Rating: 3.9
(ID: B0091W6QZG) [Item: B0091W6QZG] | Unknown | Rating: 4.7
(ID: B09PVMRN2L) Lawrence: After Arabia | Drama > Action | Rating: 3.9
(ID: B008Y78AO4) [Item: B008Y78AO4] | Unknown | Rating: 4.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B0035RYRY0) Kismet | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.4
(ID: B00132D876) The Glittering Prizes | Movies & TV > BBC > All BBC Titles | Rating: 3.5
(ID: B00WA14GDO) [Item: B00WA14GDO] | Unknown | Rating: 4.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B000HIZ0HS) [Item: B000HIZ0HS] | Unknown | Rating: 4.9
(ID: B008U4S6AE) [Item: B008U4S6AE] | Unknown | Rating: 4.5
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B01H5Z8PC2) [Item: B01H5Z8PC2] | Unknown | Rating: 4.0
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00R5TAV9E) 1969 | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00007AJDL) The World of Baby Animals [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B000ROAMBQ) Animal 2 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B001WLMOG4) The Seventh Seal (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00AS2NGFQ) [Item: B00AS2NGFQ] | Unknown | Rating: 4.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B0001UOD3E) On Our Own [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B088XZF8HG) [Item: B088XZF8HG] | Unknown | Rating: 4.5
(ID: B07JX1JJLF) Puppy Star: Christmas | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.5
(ID: B00EY7M7XI) [Item: B00EY7M7XI] | Unknown | Rating: 4.0
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B0044WSGXI) [Item: B0044WSGXI] | Unknown | Rating: 4.7
(ID: B08Y9FTSFR) Sesame Street: Cool Counting Collection [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B0000696IC) The Wanderers | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00AT07OSC) Latest in Clinical Nutrition Volume 12 - Dr. Greger's Evidence-Based Nutrition DVD Series | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B07RRN6RXY) [Item: B07RRN6RXY] | Unknown | Rating: 4.8
(ID: B07XYDYMK3) [Item: B07XYDYMK3] | Unknown | Rating: 3.9
(ID: B002SECAFY) Last Exile | Science Fiction > Animation > Anime | Rating: 4.8
(ID: B01M19V7LF) Alien Strain | Science Fiction > Suspense > Ominous | Rating: 2.9
(ID: B000I3PDYM) [Item: B000I3PDYM] | Unknown | Rating: 3.8
(ID: B01L0J3KBU) [Item: B01L0J3KBU] | Unknown | Rating: 4.6
(ID: B0007V6IVC) Motorcycle Mania 3 - Jesse James Rides Again [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B00ST1NHYS) [Item: B00ST1NHYS] | Unknown | Rating: 4.2
(ID: B007ORU2BY) [Item: B007ORU2BY] | Unknown | Rating: 4.8
(ID: B01N53M7S2) A Man Of No Importance MCM-38594349 | Comedy > Drama > Charming | Rating: 4.5
(ID: B00SRU0DIO) [Item: B00SRU0DIO] | Unknown | Rating: 4.3
(ID: B00EF1PL4K) Sylvester Stallone Triple Feature (Demolition Man / Over the Top / Tango & Cash) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B0017P3HDY) Goya's Ghosts | Historical > Drama > Compelling | Rating: 4.2
(ID: B083CNJHK6) [Item: B083CNJHK6] | Unknown | Rating: 4.8
(ID: B00TCJCZOO) [Item: B00TCJCZOO] | Unknown | Rating: 5.0
(ID: B07DJSPGFN) [Item: B07DJSPGFN] | Unknown | Rating: 3.9
(ID: B00AGDWRNO) [Item: B00AGDWRNO] | Unknown | Rating: 4.5
(ID: B07KZ5NT3C) Ultimate Live Sound School - 3 Disc DVD Set (1st Edition) Perfect for Church Live Sound | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B005X7HA9E) Limelight | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B000V9KFB4) The Man Next Door | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B004H7OI14) [Item: B004H7OI14] | Unknown | Rating: 3.3
(ID: B0009V84ZS) Sitar Tutor #1: Introduction To Sitar | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B005EW4ZNC) [Item: B005EW4ZNC] | Unknown | Rating: 4.7
(ID: B001R6G34I) [Item: B001R6G34I] | Unknown | Rating: 4.7
(ID: B00AB2LL7I) Hallmark Jingle and Bell's Christmas Star DVD (2012) | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.2
(ID: B09RW9JN2K) [Item: B09RW9JN2K] | Unknown | Rating: 4.4
(ID: B000CD1H6G) The Alan Partridge Complete Box Set [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0746R41QJ) [Item: B0746R41QJ] | Unknown | Rating: 4.9
(ID: 3200029285) Holzer's Permaculture Now! - Desert or Paradise? | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B017UFPUHK) [Item: B017UFPUHK] | Unknown | Rating: 4.5
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B001VH7A9A) Taktaba Episode 2: Long-Term Repetition | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 5.0
(ID: B07DCZ4MS7) [Item: B07DCZ4MS7] | Unknown | Rating: 3.8
(ID: B00B973P5U) [Item: B00B973P5U] | Unknown | Rating: 5.0
(ID: B004R9H7II) Kamasutra: A Tale Of Love (1996) Naveen Andrews, Sarita Choudhury, Indira Varma | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | 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."
}
|
B0000696IC
|
The Wanderers
| 5
|
AGFIAAZYMH7HU37DAJRIQHB3MUIA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- How to Save a Life: The Inside Story of Grey's Anatomy | Books > Humor & Entertainment > Television | Rating: 2.0
- The Silent Patient | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Luckiest Girl Alive: A Novel | Books > Literature & Fiction > Women's Fiction | Rating: 5.0
- Bohemian Rhapsody: The Official Book of the Movie | Books > Humor & Entertainment > Movies | Rating: 3.0
- The Movie Book: Big Ideas Simply Explained (DK Big Ideas) | Books > Humor & Entertainment > Movies | Rating: 1.0
- OZ: Behind These Walls: The Journal of Augustus Hill | Books > Arts & Photography > Study & Teaching | Rating: 2.0
- The Hidden Lives of Tudor Women: A Social History | Books > Biographies & Memoirs > Historical | Rating: 2.0
- Rescue Me: Uncensored: The Official Companion | Books > Humor & Entertainment > Television | Rating: 1.0
- The Making of Outlander: The Series: The Official Guide to Seasons One & Two | Books > Humor & Entertainment > Television | Rating: 4.0
- The Art and Making of Penny Dreadful | Books > Arts & Photography > Decorative Arts & Design | Rating: 5.0
### User's movies History:
- Handmaid's Tale, The: Season 2 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 5.0
- Game of Thrones: The Complete Seasons 1-7 (BD + Digital) | Movies & TV > Blu-ray > TV | Rating: 5.0
- Kingdom: Seasons One & Two | Movies & TV > Boxed Sets > Action & Adventure | Rating: 5.0
- Free Fall | Movies & TV > Independently Distributed > Drama | Rating: 5.0
- [Item: B01347V50Y] | Unknown | Rating: 4.0
- Real Ghost Stories Collectors Set [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B001993Y5Y) Baretta - Season 2 | Movies & TV > First to Know > Television | Rating: 4.0
(ID: B00S4ULFOS) [Item: B00S4ULFOS] | Unknown | Rating: 1.9
(ID: B000089Q5W) D.I.Y. Or Die: How to Survive as an Independent Artist | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.8
(ID: B009AHZ6N0) Unsearchable | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B0088B0BZ2) George Bellows | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B0000TWMU2) Dancer's Dream: The Great Ballets of Rudolf Nureyev - Raymonda [DVD] | Movies & TV > Musicals & Performing Arts > Ballet & Dance | Rating: 3.0
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B002VKB0JW) Brief Interviews With Hideous Men | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B07YS2BGWK) The Last Christmas Home (Last Vermont Christmas) | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.7
(ID: B004AT48F0) [Item: B004AT48F0] | Unknown | Rating: 4.2
(ID: B07NRFWFXK) [Item: B07NRFWFXK] | Unknown | Rating: 2.2
(ID: B003UYRMV8) Michael Jackson - Live in Helsinki Finland 1997 | Movies & TV > Movies | Rating: 4.6
(ID: B01G6637LU) Genesis of the Three Principles: The Birth of a New Understanding | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B005OP6CSK) [Item: B005OP6CSK] | Unknown | Rating: 4.7
(ID: B00778G8C2) Secondhand Lions | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.9
(ID: B00HS8RXWK) [Item: B00HS8RXWK] | Unknown | Rating: 4.3
(ID: B007TXS512) Eurovision Song Contest: Baku 2012 | Movies & TV > Movies | Rating: 4.7
(ID: B008EODGX2) Grammar of Poetry DVD course | Movies & TV > Movies | Rating: 2.9
(ID: B005I4HO3E) Top Cat And The Beverly Hills Cats | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B08LGNFNNF) No Guns Life - Season One | Movies & TV > Blu-ray > TV | Rating: 4.9
(ID: 1565856767) Great Masters: Haydn - His Life and Music | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0084DVVTO) Maria Watches Over Us, Season 1 | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.2
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B011NM0BOS) [Item: B011NM0BOS] | Unknown | Rating: 3.7
(ID: 0979025001) What It Takes | Movies & TV > Movies | Rating: 4.6
(ID: B0012M1KX6) American Experience: Buffalo Bill | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.8
(ID: B08C2YVYQ6) [Item: B08C2YVYQ6] | Unknown | Rating: 2.5
(ID: B07JYLQYZP) World War II: Total War | Unknown | Rating: 4.4
(ID: B0041MBEAS) [Item: B0041MBEAS] | Unknown | Rating: 4.0
(ID: B00CPCP5CY) Johnny Montana | Movies & TV > Disc on Demand | Rating: 4.0
(ID: B07BQFXZZS) [Item: B07BQFXZZS] | Unknown | Rating: 4.6
(ID: B0172OJZVQ) [Item: B0172OJZVQ] | Unknown | Rating: 4.8
(ID: B0001WTWU6) Mortal Kombat / Mortal Kombat Annihilation | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B000RL1G0K) [Item: B000RL1G0K] | Unknown | Rating: 4.5
(ID: B07C85FF2M) [Item: B07C85FF2M] | Unknown | Rating: 4.1
(ID: B000UVV22Y) Black Sabbath [DVD] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.5
(ID: 1571204687) DVD Diana McClun & Laura Nownes Teach Yo: At Home with the Experts #8 | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B09Y2MJL7V) [Item: B09Y2MJL7V] | Unknown | Rating: 4.5
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00EC9UI0C) Family Ties: The Complete Series | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.1
(ID: B07TKY7F72) [Item: B07TKY7F72] | Unknown | Rating: 4.6
(ID: B00005OCLJ) Georg Solti: The Making of a Maestro [DVD] | Movies & TV > Musicals & Performing Arts > Classical | Rating: 3.6
(ID: B00J59ZMC8) [Item: B00J59ZMC8] | Unknown | Rating: 4.2
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B09W3719PV) [Item: B09W3719PV] | Unknown | Rating: 4.3
(ID: B00005O0SL) Gone to Texas | Movies & TV > Made-for-TV Movies > All Made-for-TV Movies | Rating: 4.3
(ID: B00L1WJESA) Found | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.3
(ID: B07XZN1PGG) [Item: B07XZN1PGG] | Unknown | Rating: 4.2
(ID: B003DCP4KS) Your Child Can Read Volume 4 | Movies & TV > Movies | Rating: 2.1
(ID: B00BQNSJVC) Broken | Movies & TV > Independently Distributed > Drama | Rating: 4.3
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B0731LYWJP) [Item: B0731LYWJP] | Unknown | Rating: 2.9
(ID: B008Y7BPOG) [Item: B008Y7BPOG] | Unknown | Rating: 3.9
(ID: B0001XLVH2) Gunpowder, Treason & Plot | Movies & TV > BBC > All BBC Titles | Rating: 3.9
(ID: B014VB8JW4) [Item: B014VB8JW4] | Unknown | Rating: 2.9
(ID: B00PLGE6DK) [Item: B00PLGE6DK] | Unknown | Rating: 2.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B003J3NGPQ) Hong Gil Dong Korean Tv Drama Dvd with English Sub NTSC All Region | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B000094Q1E) In Fashion (Broadway Theatre Archive) | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.2
(ID: B01L0QSWNO) [Item: B01L0QSWNO] | Unknown | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B01N9YP3QD) Alvin & The Chimpmunks//Season1 Vol.4 | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.5
(ID: B000NNU2DE) The Shell Seekers | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B00GK84ZPC) [Item: B00GK84ZPC] | Unknown | Rating: 4.5
(ID: B00MNS2MCQ) Oklahoma! | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B003YR0GRI) Lagaan, Anniversary Edition ( PAL Format ) | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: 0767818075) Devil in A Blue Dress [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B0002234R2) Dawson's Creek - The Complete Third Season | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B00J5TFUCK) [Item: B00J5TFUCK] | Unknown | Rating: 3.9
(ID: B002722S7C) [Item: B002722S7C] | Unknown | Rating: 4.7
(ID: B07R2NQHRM) [Item: B07R2NQHRM] | Unknown | Rating: 4.0
(ID: B003R9K0L0) House of the Wolf Man | Movies & TV > Science Fiction & Fantasy | Rating: 3.8
(ID: B01MY6JVXA) [Item: B01MY6JVXA] | Unknown | Rating: 2.9
(ID: B014WG661E) [Item: B014WG661E] | Unknown | Rating: 3.5
(ID: B01MYWYQNC) And There Will Be A Next Time...Live From Detroit | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: 6303278876) The Elephant Show: Favorite Songs and Stories from the Hit TV Series! | Movies & TV > Featured Categories | Rating: 4.2
(ID: B005KQ8O8E) Mozart: Le nozze di Figaro | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.2
(ID: B001MXHWFA) [Item: B001MXHWFA] | Unknown | Rating: 5.0
(ID: B008TV4API) Ayashi No Ceres Celestial, TV Episodes 1-24, Complete Anime DVD Series (Dubbed in English) | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.8
(ID: B001AII4OK) The Contact [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B07T443GY8) [Item: B07T443GY8] | Unknown | Rating: 3.2
(ID: B07RRFVHK3) [Item: B07RRFVHK3] | Unknown | Rating: 4.0
(ID: B01EGW9G8Y) [Item: B01EGW9G8Y] | Unknown | Rating: 3.0
(ID: B004ZWQ0MG) [Item: B004ZWQ0MG] | Unknown | Rating: 4.1
(ID: 0767806808) Multiplicity | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.7
(ID: B01MXQF4ZV) [Item: B01MXQF4ZV] | Unknown | Rating: 4.0
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B07G1JQBTV) Black Sails S1 - S4 Collection [Blu-ray + Digital] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00GHYIQ18) Why We Ride | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B01MQOGPUS) [Item: B01MQOGPUS] | Unknown | Rating: 4.2
(ID: B00GO7F6QG) [Item: B00GO7F6QG] | Unknown | Rating: 4.4
(ID: B002ZZO4DC) The First Basket | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.5
(ID: B002LL166S) My Sister's Keeper [DVD] | Movies & TV > Movies | 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."
}
|
B07G1JQBTV
|
Black Sails S1 - S4 Collection [Blu-ray + Digital]
| 1
|
AFITKL47CRWGHTY72PW7SJQDIBFQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Educated: A Memoir | Books > Biographies & Memoirs > Community & Culture | Rating: 2.0
- Keys to the Demon Prison (5) (Fablehaven) | Books > Teen & Young Adult > Literature & Fiction | Rating: 1.0
- The Millionaire Next Door: The Surprising Secrets of America's Wealthy | Books > Biographies & Memoirs > Professionals & Academics | Rating: 3.0
- Words of Radiance: Book Two of the Stormlight Archive (The Stormlight Archive, 2) | Books > Literature & Fiction > Action & Adventure | Rating: 3.0
- Anna Karenina | Books > Literature & Fiction > World Literature | Rating: 3.0
### User's movies History:
- [Item: B00YBX664Q] | Unknown | Rating: 3.0
- [Item: B00E8ATK0Y] | Unknown | Rating: 1.0
- [Item: B00G91Z8AQ] | Unknown | Rating: 4.0
- [Item: B00I3MQNWG] | Unknown | Rating: 5.0
- [Item: B00RSGFRY8] | Unknown | Rating: 5.0
- [Item: B017AOXQAE] | Unknown | Rating: 1.0
- Breaking Bad: Season 1 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.0
- Battlestar Galactica - Season Three | Movies & TV > Studio Specials > Sci Fi Channel | Rating: 3.0
- The 4400: Season 3 | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 3.0
- King Kong (Widescreen Edition) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B01E7V0PDY) [Item: B01E7V0PDY] | Unknown | Rating: 3.5
(ID: B01MU7T5WD) [Item: B01MU7T5WD] | Unknown | Rating: 4.7
(ID: B01B43T4TY) Gakuen Alice Complete TV Series DVD Collection | Movies & TV > Boxed Sets > Anime | Rating: 4.9
(ID: B00BPWY1H0) [Item: B00BPWY1H0] | Unknown | Rating: 3.8
(ID: B0019NAGDI) Blu-ray Action Bundle (Robocop / Predator / Terminator) - (Amazon.com Exclusive) | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B0002GTWQ0) Lilith [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.1
(ID: B003E113HQ) Young, Simone - Dialogues Des Carmelites [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 2.4
(ID: B01M0F1DYD) [Item: B01M0F1DYD] | Unknown | Rating: 4.7
(ID: B003MB3T34) [Item: B003MB3T34] | Unknown | Rating: 4.4
(ID: B003B4YLK2) [Item: B003B4YLK2] | Unknown | Rating: 2.4
(ID: B09Q24KKTC) [Item: B09Q24KKTC] | Unknown | Rating: 4.8
(ID: B07T89LJC7) Studio Ghibli 18 Movies Complete Collection English DVD Dubbed Hayao Miyazaki | Movies & TV > Movies | Rating: 4.4
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00C2U6EEC) High School | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.1
(ID: B002AG2NU2) The Class (Entre Les Murs) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B078HBV61C) [Item: B078HBV61C] | Unknown | Rating: 4.5
(ID: B013C6ORWA) Killer Workout | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B000A3XPAE) Tilly [VHS] | Movies & TV > Featured Categories | Rating: 5.0
(ID: B00CKYHH6O) Star Trek: The Next Generation: Season 4 [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B01BKM0ZRE) Norm Of The North [DVD + Digital] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00UIJN8V6) [Item: B00UIJN8V6] | Unknown | Rating: 4.3
(ID: B01LWVZG6W) [Item: B01LWVZG6W] | Unknown | Rating: 3.5
(ID: B005EYFKZ2) Sgt. Pepper's Lonely Hearts Club Band | Comedy > Fantasy > Campy | Rating: 4.6
(ID: B000F9T73M) Avatar The Last Airbender - Book 1 Water, Vol. 4 | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.9
(ID: 630476359X) Cole Justice VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.2
(ID: B004M8SRHO) Ethos | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B00006472M) Hocus Pocus [VHS] | Movies & TV > Disney Home Video > Live Action | Rating: 4.8
(ID: B008Y6SLL2) [Item: B008Y6SLL2] | Unknown | Rating: 4.5
(ID: B00OHLRC4K) Open Windows | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 3.5
(ID: B01MT0UHLT) [Item: B01MT0UHLT] | Unknown | Rating: 3.2
(ID: B004J09ONG) [Item: B004J09ONG] | Unknown | Rating: 4.7
(ID: B003V58PVW) Discovery Channel Man VS Wild - 4 DVD Box Set | Movies & TV > Genre for Featured Categories > Reality TV | Rating: 4.5
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B004XZ99ZU) Best of Collection: Here's Lucy | Movies & TV > Indie & Art House | Rating: 3.8
(ID: B00621E94E) [Item: B00621E94E] | Unknown | Rating: 4.8
(ID: B00J1ZNL9M) [Item: B00J1ZNL9M] | Unknown | Rating: 4.9
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B009PI7IF8) [Item: B009PI7IF8] | Unknown | Rating: 4.8
(ID: B082499LSJ) The Dark at the Top of the Stairs | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.5
(ID: B000EPFCXG) Snowbound | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00CBMXSR2) Rew | Movies & TV > Genre for Featured Categories > Horror | Rating: 2.7
(ID: B0090XLDMW) James Stewart: Signature Collection, The (DVD) (5-Pack) (Rpkg) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: 9089700587) Fireplace DVD - Long Winter Evenings with Falling Snow, Fireplaces, Christian Harp Music | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 3.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00005OATO) Siegfried | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.2
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B001I9UQUQ) [Item: B001I9UQUQ] | Unknown | Rating: 4.3
(ID: B0042PS8N0) [Item: B0042PS8N0] | Unknown | Rating: 4.8
(ID: B00D6BVCAM) [Item: B00D6BVCAM] | Unknown | Rating: 3.3
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B003CWEQ80) Best of Europe: Beautiful Greece | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B0002OXVFK) Ben Hur / King Of Kings (1961) (Two-Pack) [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 5.0
(ID: B01CMIPKFM) [Item: B01CMIPKFM] | Unknown | Rating: 3.2
(ID: B078RTSSBM) Nashville | Drama > Romance > Music Videos and Concerts | Rating: 4.7
(ID: B01FEE1XCA) The Bloodstained Butterfly | Movies & TV > Featured Categories > Blu-ray | Rating: 3.9
(ID: B01M6BEV30) [Item: B01M6BEV30] | Unknown | Rating: 4.6
(ID: B08HM53L29) Conjuring the Devil | Horror > Dark > Serious | Rating: 2.9
(ID: B00EQJCL5S) [Item: B00EQJCL5S] | Unknown | Rating: 4.4
(ID: B00HRVUVFY) Firefly: The Complete Series | Movies & TV > TV | Rating: 4.8
(ID: B005GKAEMS) The Teacher | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B004HHEBBQ) [Item: B004HHEBBQ] | Unknown | Rating: 4.8
(ID: B07T9FW3MN) Arrow: Season 1-7 [DVD] [2019] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.3
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B01LZQQ2AB) [Item: B01LZQQ2AB] | Unknown | Rating: 4.7
(ID: B0B8T6YBZV) [Item: B0B8T6YBZV] | Unknown | Rating: 4.3
(ID: B002ITSAHG) The House on Sorority Row | Movies & TV > Independently Distributed > Horror | Rating: 4.2
(ID: B09PRTNVXG) S.O.S Mamis: La Película | Comedy | Rating: 3.6
(ID: B0714QRG4Z) Wonder Woman [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B0007ORWY6) Siempre Piel Canela - La Musica De Bobby Capo | Movies & TV > Movies | Rating: 5.0
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B0018BMFI0) [Item: B0018BMFI0] | Unknown | Rating: 4.8
(ID: B00GX51WYO) [Item: B00GX51WYO] | Unknown | Rating: 4.4
(ID: B009CG1NJ0) [Item: B009CG1NJ0] | Unknown | Rating: 4.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B003MUU9Z6) [Item: B003MUU9Z6] | Unknown | Rating: 3.6
(ID: B07VBJSQF6) [Item: B07VBJSQF6] | Unknown | Rating: 3.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00DYPY4GE) [Item: B00DYPY4GE] | Unknown | Rating: 4.2
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: 6302731291) La Femme Nikita [VHS] | Movies & TV > Art House & International > By Genre | Rating: 4.5
(ID: B00I3MPZUW) [Item: B00I3MPZUW] | Unknown | Rating: 4.3
(ID: B003RS03N6) [Item: B003RS03N6] | Unknown | Rating: 4.5
(ID: 6301798465) Death of a Soldier [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.3
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B0000D1FG2) Attack Of The Monsters | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.1
(ID: B000059HAJ) Mighty Morphin Power Rangers The Movie / Turbo - A Power Rangers Movie | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B00CLFS8JW) Twixt / | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.3
(ID: B0034QU0CA) Full Metal Alchemist, The Movie - Conqueror of Shamballa | Movies & TV > Movies | Rating: 4.4
(ID: B001QA3T9W) Compline: Singing Good Night to God | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.2
(ID: B00005MKKS) The Dish [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B0039NAVKY) [Item: B0039NAVKY] | Unknown | Rating: 4.7
(ID: B001J23SUW) The Clash - Live In Tokyo | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00KYZMTM8) [Item: B00KYZMTM8] | Unknown | Rating: 4.7
(ID: B00BBCI83C) Bass Fretboard Theory | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B01IN2EB88) [Item: B01IN2EB88] | Unknown | Rating: 4.4
(ID: B079WV3XKM) Meet the Peetes | Unscripted | Rating: 4.9
(ID: B01IIV2B7W) [Item: B01IIV2B7W] | Unknown | Rating: 2.8
(ID: B0002IQN56) Buckeye Classics, Vol. 4 TM0019 | Movies & TV > Genre for Featured Categories > Sports | 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."
}
|
B0714QRG4Z
|
Wonder Woman [Blu-ray]
| 4
|
AE5OICRCOOMUX5DDSRF45EKAYJNA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Blues: Melody/Lyrics/Chords (Paperback Songs) | Books > Arts & Photography > Music | Rating: 1.0
- Reader's Digest Festival of Popular Songs | Books > Arts & Photography > Music | Rating: 4.0
- Remembering The 50's: 100 Top Hits to Play and Sing (A Reader's Digest Songbook) | Books > Arts & Photography > Music | Rating: 2.0
- The Partial Capo: The Basics, Tips, Tricks, and More | Books > Arts & Photography > Music | Rating: 4.0
- The Beatles Complete Chord Songbook | Books > Arts & Photography > Music | Rating: 5.0
- The Ultimate Scale Book | Books > Arts & Photography > Music | Rating: 5.0
- The Beatles: A Paperback Series Songbook | Books > Arts & Photography > Music | Rating: 2.0
### User's movies History:
- Learn To Fingerpick with Jim Kweskin | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.0
- Blues Guitar Arrangements in DADGAD Tuning | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 5.0
- DVD-The Guitar of David Wilcox-Secrets of Open Tunings and Song Accompaniment | Movies & TV > Musicals & Performing Arts > Independently Distributed | Rating: 5.0
- Jillian Michaels: Yoga Meltdown [DVD] | Movies & TV > Featured Categories > DVD | Rating: 5.0
- A.M. and P.M. Yoga | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 5.0
- Power Yoga Total Body Dvd | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 5.0
- Yoga for Stress Relief | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 5.0
- Daily Yoga | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 5.0
- Getting Started with the Pentatonic Scale For Guitar DVD | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Rodney Yee Intermediate Yoga | Movies & TV > Featured Categories > DVD | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B07Z2F1Q8T) [Item: B07Z2F1Q8T] | Unknown | Rating: 5.0
(ID: B001TE6PH8) Harlequin Collector's Set Vol. 3 (The Waiting Game / Hard to Forget / Recipe For Revenge / This Matter of Marriage) | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B071FCPW41) Fixer Upper: Behind the Design | Unscripted | Rating: 4.2
(ID: B002QTGQZQ) [Item: B002QTGQZQ] | Unknown | Rating: 4.1
(ID: B08WJQDMW2) [Item: B08WJQDMW2] | Unknown | Rating: 2.9
(ID: B077JJQWT7) [Item: B077JJQWT7] | Unknown | Rating: 3.3
(ID: B091ZG97CK) [Item: B091ZG97CK] | Unknown | Rating: 4.3
(ID: B007K5FZ9O) [Item: B007K5FZ9O] | Unknown | Rating: 4.2
(ID: B0847JKYY3) Grave of the Fireflies | Movies & TV > Movies | Rating: 4.8
(ID: B07KNN8B8W) [Item: B07KNN8B8W] | Unknown | Rating: 4.9
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B06VWY3PMW) Message from a Mistress | Movies & TV > Featured Categories > DVD | Rating: 3.1
(ID: B07TTKN5HC) [Item: B07TTKN5HC] | Unknown | Rating: 5.0
(ID: B09DRQZXC8) [Item: B09DRQZXC8] | Unknown | Rating: 4.2
(ID: B00005K2XN) Warbirds of World War II: Air War Over Europe | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B01F9GK5IQ) [Item: B01F9GK5IQ] | Unknown | Rating: 4.6
(ID: B00V4TU43Y) Reminiscence: The Beginning | Movies & TV > Featured Categories > DVD | Rating: 2.3
(ID: B00LCHENE4) [Item: B00LCHENE4] | Unknown | Rating: 4.8
(ID: B000BB1MIC) Gilmore Girls: Season 5 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00C9V6BMY) Sexy Evil Genius | Suspense > Intense > Passionate | Rating: 4.0
(ID: B01GIY1LC2) [Item: B01GIY1LC2] | Unknown | Rating: 4.4
(ID: B001FTIJSA) Open Season 2 [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: 1629973793) Books That Matter: The History of the Decline and Fall of the Roman Empire | Movies & TV > Movies | Rating: 4.3
(ID: B079KG3HL1) Dead Men | Adventure > Western > Exciting | Rating: 3.6
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B07KBTQYP2) [Item: B07KBTQYP2] | Unknown | Rating: 3.5
(ID: B07QB8TZHS) [Item: B07QB8TZHS] | Unknown | Rating: 4.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B0095XJMOS) John Vincent's VampireLand | Movies & TV > Featured Categories > DVD | Rating: 2.1
(ID: B00B49GSO8) Bay of Blood: Kino Classics Remastered Edition | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B07M6LBDWY) [Item: B07M6LBDWY] | Unknown | Rating: 4.4
(ID: B075KPJJT3) [Item: B075KPJJT3] | Unknown | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B09SW23138) Studio 666 - Blu-ray + Digital | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B00PS45NC8) Paw Patrol [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.6
(ID: B071XF71PD) One Million B.C. | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B01J47K676) [Item: B01J47K676] | Unknown | Rating: 3.8
(ID: B00TLOGYOW) Like Water For Chocolate [Dual Format Blu-ray + DVD] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B0B7C9CWVY) [Item: B0B7C9CWVY] | Unknown | Rating: 4.6
(ID: B0030DF0W2) [Item: B0030DF0W2] | Unknown | Rating: 4.7
(ID: B004G3B6DW) [Item: B004G3B6DW] | Unknown | Rating: 4.5
(ID: B0009X76NC) Texas Guns (Texas Guns) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B01ERX8DJK) [Item: B01ERX8DJK] | Unknown | Rating: 2.4
(ID: B00065HKFW) Eddie Izzard - Definite Article | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B07F5YLZRJ) Clowns & Robbers | Comedy > Action > Adventure | Rating: 3.5
(ID: B00AR5AS0K) [Item: B00AR5AS0K] | Unknown | Rating: 4.7
(ID: 3837350193) Die Brüder Löwenherz | Movies & TV > Movies | Rating: 4.6
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B07PNKBQ8V) [Item: B07PNKBQ8V] | Unknown | Rating: 3.6
(ID: B00EJRTYXE) Arthur C Clarke // Collection / Mysterious Universe (4dvd) | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B000J6H0IU) Someone Special: The Making of a US Navy SEAL | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B0001LYG9O) Metal Blade Records 20th Anniversary Party: Live in Hollywood | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B06ZYGHJ4X) [Item: B06ZYGHJ4X] | Unknown | Rating: 4.7
(ID: B00HX8CJ5Q) Tombstone Territory: The Complete TV Series | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.8
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B003B3OVD0) Persuasion | Movies & TV > Genre for Featured Categories > Westerns | Rating: 1.0
(ID: B0017TCSMG) Samurai Swordmanship Vol. 2: Intermediate Sword Program by Masayuki Shimabukuro | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B00008EY6M) Once Upon a Time in China Trilogy | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B000TJ6P7O) Billy Blanks: Ultimate Tae Bo | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.5
(ID: B071HWQS9T) [Item: B071HWQS9T] | Unknown | Rating: 3.0
(ID: B007ORUG2E) [Item: B007ORUG2E] | Unknown | Rating: 3.4
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B01KYBVLHK) [Item: B01KYBVLHK] | Unknown | Rating: 4.8
(ID: B000MMZ4ES) [Item: B000MMZ4ES] | Unknown | Rating: 3.6
(ID: B000E36TEO) Making Choices | Movies & TV > Independently Distributed > Action & Adventure | Rating: 4.3
(ID: B00000DM1K) S.O.S. Titanic [VHS] | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.5
(ID: 630513328X) Gael Force - An Irish Celebration of Song VHS | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.6
(ID: B006QEZYKK) [Item: B006QEZYKK] | Unknown | Rating: 4.0
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B000K2UVZM) The Black Dahlia (Widescreen Edition) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B004MPEFBE) [Item: B004MPEFBE] | Unknown | Rating: 4.8
(ID: B074J6JB3F) The Disorderly Orderly | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B00IG9VEZC) Sexy Warriors | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: 6305186693) Odd Man Out | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B08BV2WRMB) The Good Place Season 1-4 | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B009511XEM) [Item: B009511XEM] | Unknown | Rating: 4.7
(ID: B003V55UZQ) Developing Softness: Softness in the Rider | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 5.0
(ID: B001U2QEPM) Gangland: Season 4 | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.8
(ID: B00XVQRB5C) [Item: B00XVQRB5C] | Unknown | Rating: 3.6
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00008J2F6) One Body Too Many | Movies & TV > Independently Distributed > Comedy | Rating: 4.2
(ID: B08M9843RB) [Item: B08M9843RB] | Unknown | Rating: 4.8
(ID: B0088WF0I4) [Item: B0088WF0I4] | Unknown | Rating: 4.8
(ID: 6301973178) Libeled Lady | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.7
(ID: B00U8RTE52) [Item: B00U8RTE52] | Unknown | Rating: 4.0
(ID: B00FNRA7VW) CHARLEY CHASE COLLECTION - VOLUME 2 | Movies & TV > Disc on Demand | Rating: 4.2
(ID: B0711JWWT7) [Item: B0711JWWT7] | Unknown | Rating: 3.1
(ID: B0873C69YG) [Item: B0873C69YG] | Unknown | Rating: 4.6
(ID: B00IL61IT2) [Item: B00IL61IT2] | Unknown | Rating: 3.4
(ID: B076528JHH) [Item: B076528JHH] | Unknown | Rating: 3.2
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00AEFY9YY) Hunter, The | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B00A6VBXOU) [Item: B00A6VBXOU] | Unknown | Rating: 4.7
(ID: B000BGPL20) DVD-Guitar Soloing 101- An Easy Guide to the Fingerboard | Movies & TV > Musicals & Performing Arts > Independently Distributed | Rating: 4.3
(ID: B07ND3XYWM) Turned Out | Drama | Rating: 3.9
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | 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."
}
|
B000BGPL20
|
DVD-Guitar Soloing 101- An Easy Guide to the Fingerboard
| 5
|
AEB2WKCNCENO3RFPUJAUNV62QD2Q
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Phoenix Series: Books 1-3 (The Phoenix Series Box Set) (The Phoenix Series Boxset Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Law of Five (Kate Reid Thrillers Book 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Easy To Read: Florida State Map (Rand Mcnally Easy to Read!) | Books > Travel > United States | Rating: 1.0
- The Girl in the Ice: A gripping serial killer thriller (Detective Erika Foster Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Silent Twin: A dark, gripping detective thriller (Detective Jennifer Knight Crime Thriller Series Book 3) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 4.0
- Vessel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Big Fear (Hollow City Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Fields of Wrath (Luis Chavez Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
### User's movies History:
- [Item: B00E4LDO4K] | Unknown | Rating: 4.0
- [Item: B0087YQVY0] | Unknown | Rating: 5.0
- [Item: B00DQJPKR0] | Unknown | Rating: 3.0
- The Lone Ranger | Drama > Western > Bold | Rating: 4.0
- [Item: B001CMNTOO] | Unknown | Rating: 5.0
- [Item: B007VH1XMY] | Unknown | Rating: 5.0
- The King's Speech | Historical > International > Gentle | Rating: 5.0
- [Item: B0054SMIH6] | Unknown | Rating: 5.0
- [Item: B003ZUS1XA] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B000A4T8R2) Black Fox: The Rise and Fall of Adolf Hitler | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00CHVKIBQ) [Item: B00CHVKIBQ] | Unknown | Rating: 4.7
(ID: B0756QLYFW) [Item: B0756QLYFW] | Unknown | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0855QF5PD) Masterpiece Mystery! Unforgotten Seasons 1-4 | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.6
(ID: B00FZCGO12) Clockwork Angels Tour [DVD] [2013] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B01MRVE924) [Item: B01MRVE924] | Unknown | Rating: 4.2
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B002PSX9LC) [Item: B002PSX9LC] | Unknown | Rating: 4.1
(ID: B01MA6VQCC) Charlotte's Web (2006) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B06W9NPP9J) Danger Close [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B08B49PXTC) [Item: B08B49PXTC] | Unknown | Rating: 4.9
(ID: B00EPRIV5K) Glenn Gould: The Russian Journey | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.5
(ID: B002WNUVKM) Problem Child | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0040GLHIY) [Item: B0040GLHIY] | Unknown | Rating: 4.5
(ID: B09SG5FFCY) [Item: B09SG5FFCY] | Unknown | Rating: 4.7
(ID: B00HDZO8AS) [Item: B00HDZO8AS] | Unknown | Rating: 4.7
(ID: B078ZJKVN4) [Item: B078ZJKVN4] | Unknown | Rating: 4.3
(ID: B000056MMU) The Complete Marilyn Monroe | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00I2YXN46) House of Good and Evil | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.2
(ID: B0007P0Y2C) Coach Of The Year / Wake Me Up When The War Is Over | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.5
(ID: B00004Y87M) Class | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.5
(ID: B07NSG2JRV) The Hangover Trilogy | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B000088USB) Kiki's Delivery Service [VHS] | Movies & TV > Disney Home Video > All Disney Titles | Rating: 4.8
(ID: B0007XG1XK) Lifepod [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B000IB0D5S) As Good As It Gets | Movies & TV > Movies | Rating: 4.8
(ID: B00005J77J) Nico the Unicorn [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B000HD1MVQ) I Love Turkish Bellydance! Featuring Sarah Skinner: Turkish-style belly dance instruction, Costume how-to, Belly dance fashion, Belly dancing classes | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.4
(ID: B001QA4RY8) Twilight Special Edition DVD Set Includes Bonus Disc With Exclusive Stephenie Meyer talks about the Twilight SagaTwilight Cast Interviews, Exclusive Red-Carpet Interviews,. music video: "Super Massive Black Hole" Paramore music video: "Decode" Linkin Park music video: "Leave Out All the Rest" Five extended scenes with director introductions Five deleted scenes with director | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.6
(ID: B0083VOYUA) Going for Gold | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.0
(ID: B000GOYTMU) [Item: B000GOYTMU] | Unknown | Rating: 4.0
(ID: B000A2XCOO) WWE SummerSlam 2005 | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.4
(ID: B00RMAISWI) [Item: B00RMAISWI] | Unknown | Rating: 3.9
(ID: B000XHJUGA) Hendrix & the Blues [DVD] | Movies & TV > Movies | Rating: 4.0
(ID: B00GOITWWO) Doubleheader: 2 Family Favorites (The Perfect Game, Home Run Showdown) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.1
(ID: 6301424174) Nashville Beat [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 5.0
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00W3JQXT8) Falling Skies - Season 1-4 [Blu-ray] [2015] [Region Free] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B008GDMTFW) Wagon Train: Season 7 | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.8
(ID: 6305095574) Evil Dead - Collector's Edition [VHS] | Movies & TV > Featured Categories > Prime Video | Rating: 4.6
(ID: B013UXCQF0) [Item: B013UXCQF0] | Unknown | Rating: 3.4
(ID: B07RWLD2L7) [Item: B07RWLD2L7] | Unknown | Rating: 3.2
(ID: B0013FSXT6) Eyes Wide Shut: Special Edition (BD) [Blu-ray] | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.2
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B0844XLKXJ) [Item: B0844XLKXJ] | Unknown | Rating: 4.1
(ID: 0792839218) Audrey Rose VHS | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.4
(ID: B0024A8C90) [Item: B0024A8C90] | Unknown | Rating: 4.3
(ID: B00NFP41BQ) Philomena / Quartet | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B005KP77HE) Night at the Museum [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B000J103SY) Ralphie May: Girth of a Nation | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: 6305459150) Ultimate N Sync Party | Movies & TV > Featured Categories | Rating: 3.8
(ID: B002V36LGG) Mud and Sand (1922) (Silent) | Comedy | Rating: 3.9
(ID: B009CXT0XO) [Item: B009CXT0XO] | Unknown | Rating: 3.7
(ID: B00I462XN4) Hakkenden: Eight Dogs of the East: Season 1 | Movies & TV > Boxed Sets > Anime | Rating: 4.6
(ID: B0001BKBSY) The 2001 FedEx Orange Bowl National Championship | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00004W5UC) Passion of Mind [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B01GPQPO44) [Item: B01GPQPO44] | Unknown | Rating: 4.2
(ID: B01CJYNIYO) [Item: B01CJYNIYO] | Unknown | Rating: 4.4
(ID: B01DB3VW8Q) [Item: B01DB3VW8Q] | Unknown | Rating: 4.3
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0081AHDF6) Dream to Destiny, The Power of Your Subconscious Mind | Movies & TV > Disc on Demand | Rating: 2.9
(ID: B002ZFO1O4) [Item: B002ZFO1O4] | Unknown | Rating: 4.7
(ID: B00YYLNTRC) [Item: B00YYLNTRC] | Unknown | Rating: 4.0
(ID: B00XCGXYD4) [Item: B00XCGXYD4] | Unknown | Rating: 4.3
(ID: B08CVT72WF) [Item: B08CVT72WF] | Unknown | Rating: 4.5
(ID: 1598038346) Leonardo da Vinci and the Italian High Renaissance | Movies & TV > Movies | Rating: 4.6
(ID: 6303937373) WWF: Wrestlemania XII [VHS] | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.1
(ID: B0058C4VV4) [Item: B0058C4VV4] | Unknown | Rating: 2.1
(ID: B00XS22BKE) 2001 Jurassic Park Sealed Trading Cards (1) Unopened Packs Non-sport Trading Cards | Unknown | Rating: 5.0
(ID: B00F1BFWCE) Daniel Tiger's Neighborhood: Daniel's Big Feelings | Movies & TV > PBS > All | Rating: 4.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00BN4ZD72) [Item: B00BN4ZD72] | Unknown | Rating: 4.8
(ID: B000QGEB7G) Swordsman II | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: 6302637805) To Sleep With a Vampire VHS | Movies & TV > Movies | Rating: 4.0
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B0044QI7R4) [Item: B0044QI7R4] | Unknown | Rating: 4.4
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00VE6FKO0) [Item: B00VE6FKO0] | Unknown | Rating: 4.6
(ID: B01LY6EDVZ) Gregory Porter: Live in Berlin | Movies & TV > Movies | Rating: 4.6
(ID: B003WTO5S4) Return of the Living Dead | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00004W5TJ) The Canterville Ghost | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B08B1KPTXV) [Item: B08B1KPTXV] | Unknown | Rating: 4.4
(ID: B003HE4FAC) Street Boss | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.7
(ID: B008PZZZ4I) [Item: B008PZZZ4I] | Unknown | Rating: 4.7
(ID: B00MV1R8BU) [Item: B00MV1R8BU] | Unknown | Rating: 3.5
(ID: B0015GH1YQ) Measure Twice, Cut Once: Essential Building Basics for Kids of All Ages | Movies & TV > Shakespeare on DVD Store > The Works | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B07SGG8PQT) #FollowMe | Suspense > Horror | Rating: 3.0
(ID: B00D3FT5VO) [Item: B00D3FT5VO] | Unknown | Rating: 3.7
(ID: B0977PHRCL) Texas Across The River | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.6
(ID: B08Z8CVN4J) [Item: B08Z8CVN4J] | Unknown | Rating: 4.8
(ID: B002JJRL4S) SURVIVAL! - 18 Ways to Start a Fire without a Match and 100 Other Useful Skills | Movies & TV > Movies | Rating: 4.5
(ID: B07B5HWHN1) [Item: B07B5HWHN1] | Unknown | Rating: 3.1
(ID: B07G3K9P7C) [Item: B07G3K9P7C] | Unknown | Rating: 3.8
]
## 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."
}
|
B01GPQPO44
|
[Item: B01GPQPO44]
| 5
|
AF3V3RG263EHWKCEUSF5RUWHJDKQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Infinite Detail: A Novel | Books > Science Fiction & Fantasy > Science Fiction | Rating: 1.0
- Wildfire (Kelly Turnbull Book 3) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Ice Capades: A Memoir of Fast Living and Tough Hockey | Books > Sports & Outdoors > Biographies | Rating: 5.0
- M Train | Books > Biographies & Memoirs > Arts & Literature | Rating: 1.0
- In Order to Live: A North Korean Girl's Journey to Freedom | Books > History > Asia | Rating: 5.0
### User's movies History:
- [Item: B09MR83SXK] | Unknown | Rating: 1.0
- A Hero | International > Drama | Rating: 1.0
- [Item: B00FEPWMLG] | Unknown | Rating: 5.0
- [Item: B08LMJ93LL] | Unknown | Rating: 5.0
- [Item: B07XLJBLR6] | Unknown | Rating: 1.0
- [Item: B07VG6QY38] | Unknown | Rating: 5.0
- [Item: B07T8K9YSH] | Unknown | Rating: 1.0
- [Item: B07J253VYL] | Unknown | Rating: 1.0
- [Item: B07Q4812JQ] | Unknown | Rating: 5.0
- [Item: B07CRN142G] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B00G7YWNOE) [Item: B00G7YWNOE] | Unknown | Rating: 4.8
(ID: B000K299XM) [Item: B000K299XM] | Unknown | Rating: 4.5
(ID: B00E1HIXD4) Ringu 0 | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00CO8E9FS) [Item: B00CO8E9FS] | Unknown | Rating: 3.9
(ID: 0783230982) Out of Sight [VHS] | Movies & TV > Widescreen > Action & Adventure | Rating: 4.4
(ID: B01IH6S12W) Miracle in Harlem | Suspense > Romance | Rating: 3.9
(ID: B083791PCX) [Item: B083791PCX] | Unknown | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B01M0XH7VY) [Item: B01M0XH7VY] | Unknown | Rating: 4.1
(ID: B08F8QWNHJ) The Boys | Science Fiction > Comedy > Drama | Rating: 4.2
(ID: B0000639G4) The Lost Child [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: 6302275636) The Berenstain Bears: Learn About Strangers & The Disappearing Honey VHS | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.0
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B078HGT3Y6) [Item: B078HGT3Y6] | Unknown | Rating: 4.2
(ID: B0096ELJ9M) Leonard Cohen: Bird on a Wire | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.3
(ID: B0009WFFOK) Laugh Pack: The Three Stooges / Africa Screams / The Flying Deuces [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00646UZA4) [Item: B00646UZA4] | Unknown | Rating: 4.6
(ID: B00C4QR4HK) [Item: B00C4QR4HK] | Unknown | Rating: 4.7
(ID: B005HGKZ70) [Item: B005HGKZ70] | Unknown | Rating: 4.5
(ID: B00AQ62DP8) STAR TREK-ANIMATED SERIES-ANIMATED ADV OF GENE R(DVD)(4DISCS) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00562D3Y2) Rounders | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.6
(ID: B01CT73Q7A) [Item: B01CT73Q7A] | Unknown | Rating: 4.7
(ID: B08W9N3D66) [Item: B08W9N3D66] | Unknown | Rating: 4.3
(ID: 6301976533) Whoops Apocalypse [VHS] | Movies & TV > Art House & International > By Country | Rating: 4.2
(ID: B008NB0SQO) The Muppet Christmas Carol (20th Anniversary Edition) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B01LTHN2Y8) Candice Renoir: Saison 3 | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B001HQZJMU) The Mummy: Tomb of the Dragon Emperor (Widescreen) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B018EDHBLU) Hotel Transylvania Collection (2 Blu-Ray) [Italia] [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B004CPOMT4) Hoopnotic Blue & Silver TravelHoop with Carry Strap and Bonus Level 1 DVD | Movies & TV > TV | Rating: 3.1
(ID: B0071MUR26) [Item: B0071MUR26] | Unknown | Rating: 4.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B000XYUUTO) Blades of Glory | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00015HVME) Take This Job and Shove It [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B004DK9YJ6) Ryan Hall - Back Attacks, New Jiu Jitsu DVD | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00D8N8XIW) Life With Father - William Powell, Irene Dunne - 1947 | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00F6PMJ62) [Item: B00F6PMJ62] | Unknown | Rating: 4.4
(ID: B0774M18D8) Deadly Prey | Suspense > Action > Thrilling | Rating: 4.3
(ID: B006NO1SV2) Die Entfuehrung Aus Dem Serail | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00000JS6F) Joan of Arc | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.6
(ID: B002MPQIFW) La Belle Epoque 1890-1914 (Home Use) | Movies & TV > Musicals & Performing Arts > Ballet & Dance | Rating: 4.3
(ID: B000PC1N4K) Wagner - Gotterdammerung | Movies & TV > Musicals & Performing Arts > Classical | Rating: 3.5
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B072ZP4GG4) Toy Train Revue 5-DVD Boxed Set | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.9
(ID: B00AOU8TEA) [Item: B00AOU8TEA] | Unknown | Rating: 4.6
(ID: B01A07S89M) [Item: B01A07S89M] | Unknown | Rating: 3.1
(ID: B07H4S5FRC) [Item: B07H4S5FRC] | Unknown | Rating: 3.3
(ID: B00COHMGCC) [Item: B00COHMGCC] | Unknown | Rating: 4.7
(ID: B004POW15E) [Item: B004POW15E] | Unknown | Rating: 3.0
(ID: B00HHZ9JLM) Predator 3D [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B08VNFG9DP) [Item: B08VNFG9DP] | Unknown | Rating: 3.4
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B07M7T5TQ3) Nimmer | Animation > Adventure | Rating: 5.0
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B08KGQT4BN) [Item: B08KGQT4BN] | Unknown | Rating: 3.7
(ID: B014I5CVH2) [Item: B014I5CVH2] | Unknown | Rating: 4.6
(ID: B098KL3MT3) [Item: B098KL3MT3] | Unknown | Rating: 3.1
(ID: 6317628440) Vox Lux [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B07CNZDH97) [Item: B07CNZDH97] | Unknown | Rating: 4.5
(ID: B07J5NJSD1) [Item: B07J5NJSD1] | Unknown | Rating: 4.8
(ID: B07DWTPFCZ) Jurassic World : Fallen Kingdom (3D Blu-ray + Blu-ray) (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B0092QU0YY) The Legend of Neil: The Complete Series | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.7
(ID: B08DRD8DD4) [Item: B08DRD8DD4] | Unknown | Rating: 5.0
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00O5B64H8) [Item: B00O5B64H8] | Unknown | Rating: 4.6
(ID: B006QPWXCQ) [Item: B006QPWXCQ] | Unknown | Rating: 4.6
(ID: B0070B9SKU) Dark Shadows: The Beginning: Collection 4 | Movies & TV > Boxed Sets > Television | Rating: 4.7
(ID: B00H8BPMFC) [Item: B00H8BPMFC] | Unknown | Rating: 2.5
(ID: B000I9VOCG) [Item: B000I9VOCG] | Unknown | Rating: 4.5
(ID: B0048CE2R8) [Item: B0048CE2R8] | Unknown | Rating: 3.5
(ID: 6300275825) Charlie, The Lonesome Cougar VHS | Movies & TV > Disney Home Video > All Disney Titles | Rating: 4.8
(ID: B00BHM3X8Q) [Item: B00BHM3X8Q] | Unknown | Rating: 4.8
(ID: B000FZEQCS) Anatomy of Hell | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.9
(ID: B000AQ68Z0) Family Guy, Volume Three | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B00MYEIEV2) [Item: B00MYEIEV2] | Unknown | Rating: 4.6
(ID: B000N4SHP8) Gideon Tuba Warrior | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B01LDWUQ4I) [Item: B01LDWUQ4I] | Unknown | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B07S64HKRF) [Item: B07S64HKRF] | Unknown | Rating: 4.8
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B0000649JT) Adventures of Huckleberry Finn | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B07G6NXQRF) [Item: B07G6NXQRF] | Unknown | Rating: 4.5
(ID: B000SE80I2) [Item: B000SE80I2] | Unknown | Rating: 3.5
(ID: B00EHJ5OPG) Barfly - Mickey Rourke, Faye Dunaway (Import - NTSC Region Free) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B000J1BWTI) Zorro Season 1 Volume 5 | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.6
(ID: B001CEBH50) NAMASTE: ULTIMATE YOGA EXPERIENCE V1-3 | Movies & TV > Movies | Rating: 3.6
(ID: B09PCB5R6X) [Item: B09PCB5R6X] | Unknown | Rating: 3.7
(ID: B003CRM6QE) Darkman | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B07CVSK9J8) [Item: B07CVSK9J8] | Unknown | Rating: 3.7
(ID: B005FDW4KG) [Item: B005FDW4KG] | Unknown | Rating: 4.6
(ID: B0973FQ42Q) [Item: B0973FQ42Q] | Unknown | Rating: 4.8
(ID: B005DR64HS) La Corda d'Oro: Primo Passo Complete Collection | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: 6303106846) World of Discovery: The Secret Life of 118 Green Street [VHS] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.6
(ID: B07192YJ9Q) 127 Seconds | Comedy | Rating: 1.8
(ID: B00198X0VS) Men in Black II [Blu-ray] | Movies & TV > Blu-ray > Movies | 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."
}
|
B08F8QWNHJ
|
The Boys
| 1
|
AFRYQGXPVQSZROTWTKZJNLKYYSDQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Wonder Woman: Dead Earth | Books > Comics & Graphic Novels > Graphic Novels | Rating: 1.0
- Superman: Year One | Books > Comics & Graphic Novels > Graphic Novels | Rating: 1.0
- Batman Noir: The Dark Knight Returns | Books > Comics & Graphic Novels > Graphic Novels | Rating: 3.0
- Wolverine by Mark Millar Omnibus | Books > Comics & Graphic Novels > Graphic Novels | Rating: 2.0
- The Complete Elfquest Volume 1 | Books > Comics & Graphic Novels > Graphic Novels | Rating: 1.0
- The Mockingbird Next Door: Life with Harper Lee | Books > Biographies & Memoirs > Arts & Literature | Rating: 1.0
- All-Star Batman & Robin, The Boy Wonder 1 | Books > Comics & Graphic Novels > Graphic Novels | Rating: 4.0
- The Mighty Thor by Walter Simonson Omnibus | Books > Comics & Graphic Novels > Graphic Novels | Rating: 5.0
### User's movies History:
- [Item: B077H5Z3YC] | Unknown | Rating: 1.0
- The Good Place | Drama > Comedy > Fantasy | Rating: 1.0
- [Item: B01CEYUDQU] | Unknown | Rating: 3.0
- Rambo (Extended Cut) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 5.0
- Marvel's The Avengers [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 5.0
- King Kong (2005) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 5.0
- Spartacus: Blood and Sand: Season 1 [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 5.0
- The Good, the Bad, the Weird | Movies & TV > Blu-ray > Movies | Rating: 4.0
- Super [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.0
- The Last Airbender | Movies & TV > Blu-ray > Movies | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B0001ZJRYY) The Fugitive: The Final Judgement I & II | Movies & TV > Featured Categories | Rating: 2.2
(ID: B00069L0Z4) Sealab 2021 - Season 2 | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.7
(ID: B00UT41MFE) [Item: B00UT41MFE] | Unknown | Rating: 4.7
(ID: B003OUXHEY) Shirley | Movies & TV > Disc on Demand | Rating: 1.0
(ID: B00007JGON) The Lost Prince | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B08FGDN67Y) [Item: B08FGDN67Y] | Unknown | Rating: 4.8
(ID: B001KSRCDE) [Item: B001KSRCDE] | Unknown | Rating: 3.8
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0048DB16C) Mao's Last Dancer | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B000BKDOF2) Acustico | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
(ID: B0000CAQ4O) Anyone Can Be An Expert Skier 2: Powder, Bumps, and Carving | Movies & TV > Independently Distributed > Special Interests | Rating: 4.0
(ID: B0788FL313) Time of Their Lives, The [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.9
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B0002ERWZ0) The Country Girl | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.5
(ID: B0000VLLF2) Fatal Assassin | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B001CCKJ2E) Poison - Live, Raw & Uncut | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.6
(ID: B00EALTWZ4) Sophie's Choice (Collector's Edition) [Blu-Ray/DVD Combo] [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B006ISGU0M) Grace and Gusto | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.1
(ID: B079VQ6Z1J) [Item: B079VQ6Z1J] | Unknown | Rating: 4.3
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B009OE2NS0) Bat Masterson Complete Season One Gift Box | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.6
(ID: 6305256284) Neverending Story VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B086R3C9GT) [Item: B086R3C9GT] | Unknown | Rating: 3.7
(ID: B002AYOOD8) [Item: B002AYOOD8] | Unknown | Rating: 4.5
(ID: B002ZXJP0G) Life Flight: The Movie | Drama | Rating: 3.8
(ID: B002WJW1QS) [Item: B002WJW1QS] | Unknown | Rating: 3.0
(ID: B005DWAHVC) [Item: B005DWAHVC] | Unknown | Rating: 4.4
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B08FHZ6JYY) [Item: B08FHZ6JYY] | Unknown | Rating: 5.0
(ID: B01MSTASS2) [Item: B01MSTASS2] | Unknown | Rating: 4.4
(ID: B099W49MTV) [Item: B099W49MTV] | Unknown | Rating: 4.4
(ID: B0009X580K) Night of Horrors, Vol. 1: Sleepaway Camp/House By The Cemetery [DVD] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.3
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B001AL1RNC) [Item: B001AL1RNC] | Unknown | Rating: 4.6
(ID: B00KS47SU8) The Raid/The Raid 2 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B0000UJLTG) Dear God | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 4.3
(ID: B00QF1JWL6) [Item: B00QF1JWL6] | Unknown | Rating: 4.6
(ID: B01BL06ESE) [Item: B01BL06ESE] | Unknown | Rating: 3.9
(ID: B001CDFXQK) Quick Fix: Cardio Hip Hop Workout | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00007KK57) The Young and the Dead [DVD] | Movies & TV > HBO > All HBO Titles | Rating: 4.5
(ID: B004W5ZPLS) [Item: B004W5ZPLS] | Unknown | Rating: 4.6
(ID: B07JHVX2ZZ) Alpha Wolf | Suspense > Horror | Rating: 3.4
(ID: B00MTG2BOG) [Item: B00MTG2BOG] | Unknown | Rating: 4.5
(ID: B00AC88RDC) [Item: B00AC88RDC] | Unknown | Rating: 4.0
(ID: B005REN72W) Ivy (1947) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B015TO02EK) Chloe's Closet Season #2 - Volume 1 (3 Disc Set) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.7
(ID: B000065U1F) The Object of Beauty | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.9
(ID: B0000C7PUD) DragonBall Z: Kid Buu Saga [DVD] | Movies & TV > Boxed Sets > Anime | Rating: 4.9
(ID: B0009WFF6S) Gilmore Girls: Season 4 (Digipack) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B007WN5O18) TV's Golden Age - The Colgate Comedy Hour - 2 | Comedy | Rating: 4.1
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B07323H3TW) Superstore: Season Two | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01N5218ZQ) [Item: B01N5218ZQ] | Unknown | Rating: 4.6
(ID: B071LTFGSW) [Item: B071LTFGSW] | Unknown | Rating: 4.4
(ID: B00ABIVABO) [Item: B00ABIVABO] | Unknown | Rating: 4.7
(ID: B00APPNBAG) [Item: B00APPNBAG] | Unknown | Rating: 4.4
(ID: 630316675X) Dark Angel - The Ascent [VHS] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.2
(ID: B00JH0SN12) Dragons, Dinosaurs & the Bible | Movies & TV > Christian Movies & TV | Rating: 4.7
(ID: B000K7UBYS) Zoey 101: Season 1 | Movies & TV > Boxed Sets > Comedy | Rating: 4.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B001CU7M1W) History -- In Search of History : The Romanovs | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.1
(ID: B000Q677G8) The Black Widow | Movies & TV > Independently Distributed > Drama | Rating: 3.4
(ID: B0083H6B1O) Moth Diaries , The | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.0
(ID: B07CMJ51Q9) [Item: B07CMJ51Q9] | Unknown | Rating: 4.4
(ID: B0056NUN94) The Ultimate Storybook Collection DVD Set : The Little Mermaid , Pocahontas , Cinderella , Snow White , the Little Princess , Black Beauty , the Call of the Wild , Hercules , Beauty and the Beast , Thumbelina , Jungle Book , Leo the Lion , Pinocchio , White Fang , Aladdin : 15 Animated Feature Length Movies | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B01MSNI5TA) [Item: B01MSNI5TA] | Unknown | Rating: 4.4
(ID: B00005LQ0D) Forgive and Forget | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.5
(ID: B018IR367K) Lottie Dottie Chicken DVD Vol. 2 Trilingual (English, Spanish and Portuguese) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.3
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00DPH7S0K) Royal Space Force [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B0002FZ78I) The Christmas Wish | Movies & TV > Movies | Rating: 4.8
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: 0767814924) Whatever | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.0
(ID: B001CRC4DG) The Babysitters | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B00BNMRPT8) [Item: B00BNMRPT8] | Unknown | Rating: 3.6
(ID: B07TVFTZLC) [Item: B07TVFTZLC] | Unknown | Rating: 3.0
(ID: B000ICXQHE) [Item: B000ICXQHE] | Unknown | Rating: 4.5
(ID: B000EBIOVC) Good Night, and Good Luck. | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B00N1W3XEO) Maison Close: Season 1 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 3.6
(ID: B003XP41FO) Great Scenic Railway Journeys: Celebrating North America's Steam Railways | Movies & TV > Movies | Rating: 4.3
(ID: B017RR50BC) Room [DVD + Digital] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000VELCKW) A Very Long Engagement | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: B000067J47) Shiner [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.7
(ID: B00A2K2OP2) Cream - Royal Albert Hall (2 Dvd) | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.4
(ID: B006886U48) [Item: B006886U48] | Unknown | Rating: 4.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B008Y7GF6E) [Item: B008Y7GF6E] | Unknown | Rating: 4.5
(ID: B01MG33U3U) Suddenly | Movies & TV > Featured Categories > Blu-ray | Rating: 4.1
(ID: B09RF62D81) [Item: B09RF62D81] | Unknown | Rating: 4.4
(ID: B00FY1IH8W) [Item: B00FY1IH8W] | Unknown | Rating: 4.1
(ID: B01N96MGE7) [Item: B01N96MGE7] | Unknown | Rating: 4.1
(ID: B0094M6R5C) Big Ang: Season 1 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B003OUO6UI) [Item: B003OUO6UI] | Unknown | Rating: 4.5
(ID: B01LZ8J3EW) Joe and Caspar Hit the Road: USA Edition (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B017RR5EN6) Mountain Men: The Rules Of The Wild Have Changed | Movies & TV > Genre for Featured Categories > Reality TV | 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."
}
|
B09RF62D81
|
[Item: B09RF62D81]
| 1
|
AEHHGO4PPZWLQWK5BSCELGBTYUJQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Plutarch: Lives of the noble Grecians and Romans | Books > History > Ancient Civilizations | Rating: 1.0
- A Criminal Defense (Philadelphia Legal) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Takedown: A Thriller | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Pirate: A Thriller (Hawke) | Books > Literature & Fiction > Action & Adventure | Rating: 2.0
- Atlas Of The Civil War | Books > History > Americas | Rating: 1.0
### User's movies History:
- [Item: B016X38766] | Unknown | Rating: 5.0
- [Item: B00688628M] | Unknown | Rating: 5.0
- [Item: B004GP341C] | Unknown | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B000BVM1RS) Hannibal v. Rome | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B07B8J6D57) [Item: B07B8J6D57] | Unknown | Rating: 4.7
(ID: B07SQF2ZMQ) [Item: B07SQF2ZMQ] | Unknown | Rating: 5.0
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: 6302477751) Frankenweenie | Movies & TV > Cult Movies > Comedy | Rating: 4.7
(ID: B00BWA7YI8) [Item: B00BWA7YI8] | Unknown | Rating: 4.8
(ID: B01BMVYK7E) Not Safe with Nikki Glaser | Unscripted > Comedy > Talk Show and Variety | Rating: 4.3
(ID: 6301325451) Nightbreaker [VHS] | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 3.8
(ID: B004C4BOUK) [Item: B004C4BOUK] | Unknown | Rating: 4.7
(ID: B07F3DJM5N) [Item: B07F3DJM5N] | Unknown | Rating: 4.3
(ID: B005TK23EW) A Good Old Fashioned Orgy | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B001F7VSSU) Maximum Overdrive - Dutch Import Dvd New | Movies & TV > Movies | Rating: 4.5
(ID: B0006FFRR0) Shadow of Fear | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.9
(ID: B003KYQOL2) XXX Widescreen Special Edition - DVD - Rated PG-13 - Starring Vin Diesel | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 5.0
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B008XAT0NC) The Replacement Killers/Truth or Consequences N.M./Love Lies Bleeding/The Point Men - 4-pack | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.2
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B081G88DF9) [Item: B081G88DF9] | Unknown | Rating: 4.2
(ID: B003VOVVWI) Linebarrels of Iron: Season 2 | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.4
(ID: B0088PL1DO) Breaking Pointe | Unscripted > Special Interest | Rating: 4.5
(ID: B0B8Q12SK2) [Item: B0B8Q12SK2] | Unknown | Rating: 5.0
(ID: B00LC6NAI0) [Item: B00LC6NAI0] | Unknown | Rating: 4.5
(ID: B072HTNRY5) Awakening the Zodiac | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.9
(ID: B00BM7ATXI) Topaz [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B017JHBNXY) Indestructible Man (The Film Detective Restored Version) | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B07D7GNYX9) [Item: B07D7GNYX9] | Unknown | Rating: 4.8
(ID: B01N3UI7P0) [Item: B01N3UI7P0] | Unknown | Rating: 4.1
(ID: B00CYI4KF2) Inspector Gadget Season One: Volume Three | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0B6VHHYFV) [Item: B0B6VHHYFV] | Unknown | Rating: 3.8
(ID: B005FUTBWS) Red State | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B08CMYCKDT) Bridal Wave | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.7
(ID: B0759S4BHV) Republic of Doyle | Comedy > Drama | Rating: 4.8
(ID: B07BRS6PLX) [Item: B07BRS6PLX] | Unknown | Rating: 4.8
(ID: B004MPJVQI) [Item: B004MPJVQI] | Unknown | Rating: 4.5
(ID: B00A7YQYEU) Son of the Sunshine | Movies & TV > Movies | Rating: 5.0
(ID: B0799QVH4X) [Item: B0799QVH4X] | Unknown | Rating: 3.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B009L93IDW) [Item: B009L93IDW] | Unknown | Rating: 4.0
(ID: B00004WG3E) The Vicar of Dibley, Vol. 2 - My Congregation & Other Animals VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 5.0
(ID: B000OY9VFW) SHAKESPEARE RETOLD | Movies & TV > Shakespeare on DVD Store > More to Explore | Rating: 4.6
(ID: B000EO0Y3U) Wild Goose Qigong Complete Set | Movies & TV > MOD CreateSpace Video | Rating: 4.5
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B0B191YT1J) Mayor of Kingstown: Season One | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B07GRLQK6K) Jurassic Bark | Animation > Kids > Exciting | Rating: 3.7
(ID: B07ZWBNZSR) 3022 | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B01N8ZX5SR) [Item: B01N8ZX5SR] | Unknown | Rating: 3.3
(ID: B01KH1DDZK) [Item: B01KH1DDZK] | Unknown | Rating: 4.0
(ID: 0767005449) Upstairs Downstairs - The Second Season [VHS] | Movies & TV > Boxed Sets > Television | Rating: 4.4
(ID: B0002W1IFW) Clubbell Training For Circular Strength: An Ancient Tool for the Modern Athlete | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.0
(ID: B074TD7261) Burt Reynolds Collection Smokey & The Bandit part: 1/2/3 + Cannonball Run Movie Feature DVD 4 Comedy Favorites Set Bundle | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.4
(ID: B01MXLAJPE) [Item: B01MXLAJPE] | Unknown | Rating: 4.7
(ID: B00RD9DQ8O) [Item: B00RD9DQ8O] | Unknown | Rating: 4.8
(ID: B010R402L0) [Item: B010R402L0] | Unknown | Rating: 4.4
(ID: B07K5776LP) [Item: B07K5776LP] | Unknown | Rating: 3.6
(ID: B0039LAQ5Q) The Littlest Hobo - The Complete First Season [DVD] [NTSC] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B004L87XAW) [Item: B004L87XAW] | Unknown | Rating: 4.6
(ID: B01N5NTUGG) [Item: B01N5NTUGG] | Unknown | Rating: 4.3
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B07RN38M54) Attack of the Robots [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B06XX7RBRD) SpongeBob SquarePants First 100 Episodes | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.8
(ID: B07PYH2VQ6) Flip or Flop Vegas | Unscripted > Documentary > Special Interest | Rating: 4.2
(ID: B0000068E5) Petrified Forest / Movie VHS | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B08PCD7KWJ) [Item: B08PCD7KWJ] | Unknown | Rating: 3.6
(ID: B0016GOJV8) Darr | Movies & TV > Independently Distributed > Drama | Rating: 4.1
(ID: B00XZ1JO2Q) Nash Bridges (Season 6) | Movies & TV > TV | Rating: 4.7
(ID: B004YVQ9U6) SILENT WITNESS - SERIES 13 [NON-USA Format / Import / Region 2 / PAL] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B000021Y77) Run Lola Run | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B07RN37JLQ) Ronja, the Robber's Daughter: The Complete Series [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B000SAAT5I) Beauty Queen Butcher | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.3
(ID: B008ZFHPG4) [Item: B008ZFHPG4] | Unknown | Rating: 4.8
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00EO5MXX4) [Item: B00EO5MXX4] | Unknown | Rating: 4.9
(ID: B00MZYOA00) [Item: B00MZYOA00] | Unknown | Rating: 3.6
(ID: B001B43IVW) Rain Shadow: Series One | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: 078311611X) Todd McFarlane's Spawn: The Ultimate Collection [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B085GH3VSN) [Item: B085GH3VSN] | Unknown | Rating: 4.2
(ID: B078RCRHH2) [Item: B078RCRHH2] | Unknown | Rating: 4.7
(ID: 6301463781) With a Feminine Touch | Movies & TV > Genre for Featured Categories > Documentary | Rating: 2.8
(ID: B000G8P1LY) The Man From Beyond (Silent) | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B0884D9THB) Eiken (Remastered) | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B000DZ95GC) Shapes of the Invisible [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00DVUGQ0O) Be Careful Wth My heart Vol 15 Filipino TV Series | Movies & TV > TV | Rating: 3.1
(ID: B01B0DLOLE) [Item: B01B0DLOLE] | Unknown | Rating: 4.4
(ID: B000FWDZKA) Shaker Run | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.7
(ID: B0030ZIKGI) I'll Fly Away (Bill Traylor's Southern Gospel Hour Series) | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B00CJ6FHF6) [Item: B00CJ6FHF6] | Unknown | Rating: 4.6
(ID: B01LXV8AAJ) [Item: B01LXV8AAJ] | Unknown | Rating: 2.2
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B07FSRB56F) Mister Rogers: It's You I Like DVD | Movies & TV > PBS > All | Rating: 4.8
(ID: B004IK30M8) The Hunt for Red October/ Sum of All Fears | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.7
(ID: B013TAW9DS) [Item: B013TAW9DS] | Unknown | Rating: 3.8
(ID: B0B8PH5S47) [Item: B0B8PH5S47] | Unknown | Rating: 3.8
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00006953H) Winnie the Pooh - A Very Merry Pooh Year VHS | Movies & TV > Disney Home Video > Animated Characters | Rating: 4.9
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | 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."
}
|
B010R402L0
|
[Item: B010R402L0]
| 2
|
AHBC5HVSUGSSHY2XG2D4HKODFOBQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Why Evolution Is True | Books > Science & Math > Evolution | Rating: 5.0
- Tombstone Courage (Joanna Brady Mysteries, Book 2) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 2.0
- A Game of Thrones (A Song of Ice and Fire, Book 1) | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- VELOCITY | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
### User's movies History:
- Godzilla vs. Kong (Blu-ray + DVD) | Movies & TV > Featured Categories > Blu-ray | Rating: 3.0
- Dunkirk (Blu-ray) (BD) | Movies & TV > Featured Categories > Blu-ray | Rating: 1.0
- The Abyss | Science Fiction > Suspense > Anxious | Rating: 5.0
- Godzilla: King of the Monsters (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.0
- [Item: B06VYH1GF7] | Unknown | Rating: 5.0
- STAR WARS: THE LAST JEDI | Movies & TV > Blu-ray > Movies | Rating: 1.0
- [Item: B00XOX9QCS] | Unknown | Rating: 5.0
- Fury [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 1.0
- Get Out [DVD] | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.0
- The Founder | Drama > Bold > Emotional | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B000RLKXEK) The Thomas Crown Affair | Suspense > Romance > Compelling | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B07N16C9LZ) [Item: B07N16C9LZ] | Unknown | Rating: 3.7
(ID: B00CZDUR9O) [Item: B00CZDUR9O] | Unknown | Rating: 4.2
(ID: B000LFW88G) Billy's Bootcamp Elite Mission Spot Training Lower Body Dvd! | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B009QG1Q84) [Item: B009QG1Q84] | Unknown | Rating: 3.5
(ID: B003MS2QUY) [Item: B003MS2QUY] | Unknown | Rating: 4.0
(ID: B01F5ZY4YC) The Nice Guys (DVD) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B000WCN8SW) Karen Voight: Firm Arms and Abs | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.3
(ID: B07RT6SGYZ) [Item: B07RT6SGYZ] | Unknown | Rating: 3.2
(ID: B07C57GMMH) A Centaur's Life: The Complete Series [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.3
(ID: B0B8TKS1NV) [Item: B0B8TKS1NV] | Unknown | Rating: 3.9
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B087CX3XFY) [Item: B087CX3XFY] | Unknown | Rating: 4.9
(ID: B06XR46X23) [Item: B06XR46X23] | Unknown | Rating: 3.8
(ID: B006GQOHTC) [Item: B006GQOHTC] | Unknown | Rating: 4.8
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B075B3MHL9) [Item: B075B3MHL9] | Unknown | Rating: 4.6
(ID: B00068DX4G) Big Scream TV! Volume II: Funny Bones! | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.9
(ID: B00008YLTH) Mrs. Bradley Mysteries - Death at the Opera / The Rising of the Moon / Laurels Are Poison / The Worsted Viper VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B000FUTV1O) Aunt Rose [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B00171PAO2) Just Add Water | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B076MHXKPL) [Item: B076MHXKPL] | Unknown | Rating: 4.4
(ID: B07KRP55ZR) [Item: B07KRP55ZR] | Unknown | Rating: 4.6
(ID: B01MEHCZ2N) [Item: B01MEHCZ2N] | Unknown | Rating: 3.8
(ID: B00C7DGQ9C) [Item: B00C7DGQ9C] | Unknown | Rating: 4.6
(ID: B01LZQHU53) [Item: B01LZQHU53] | Unknown | Rating: 4.4
(ID: B004SB6006) Sharpe's Collectors Edition [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.0
(ID: B09KKTM2MD) [Item: B09KKTM2MD] | Unknown | Rating: 4.3
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B009QNI4SW) [Item: B009QNI4SW] | Unknown | Rating: 3.5
(ID: B00R3FDMN2) Teenage Mutant Ninja Turtles, Steelbook | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B073Q8HJSH) [Item: B073Q8HJSH] | Unknown | Rating: 4.3
(ID: B007W38WQ2) Voyage II | Movies & TV > Movies | Rating: 4.8
(ID: B0094M140A) [Item: B0094M140A] | Unknown | Rating: 4.5
(ID: B00KGRJ3XW) [Item: B00KGRJ3XW] | Unknown | Rating: 3.7
(ID: B010ND1HSW) [Item: B010ND1HSW] | Unknown | Rating: 4.5
(ID: B07CTBHYVY) [Item: B07CTBHYVY] | Unknown | Rating: 2.6
(ID: B000M2E2D2) Megaman NT Warrior, Vol. 13: Cyberclash! [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.7
(ID: B01D7UOF00) [Item: B01D7UOF00] | Unknown | Rating: 2.8
(ID: B09S12PTK1) Forbidden Zone: The Director's Cut | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00X050ZL6) [Item: B00X050ZL6] | Unknown | Rating: 4.8
(ID: B000055ZJQ) Murder She Purred: A Mrs. Murphy Mystery VHS | Movies & TV > Disney Home Video > By Age | Rating: 4.2
(ID: B001EYPWB8) [Item: B001EYPWB8] | Unknown | Rating: 3.5
(ID: B001CU7KQE) History -- Modern Marvels Drag Racing | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.2
(ID: B000S2XD90) BRANDO:DOCUMENTARY | Movies & TV > Studio Specials > Warner Home Video | Rating: 5.0
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B0014BQQZM) Mrs. Doubtfire | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B000006GFI) Conrack [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B00YAZNCLK) Bigfoot Diaries, The | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.8
(ID: B008IG0FT4) Annie Claus Is Coming To Town (Hallmark) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B07GN6FBM7) Captain America 3 Film Collection Captain America: The First Avenger/Captain America: The Winter Soldier/Captain America: Civil War Region free | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B0188OQI9Q) South of Hell | Suspense > Horror > Drama | Rating: 3.8
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B001NFNFIU) Craig Ferguson: A Wee Bit o' Revolution | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B085H9B58W) Aging Backwards 2 Connective Tissue Revealed DVD | Movies & TV > Movies | Rating: 4.3
(ID: 6304553013) Star Wrek Zone | Movies & TV > Movies | Rating: 4.6
(ID: B09949HLFB) [Item: B09949HLFB] | Unknown | Rating: 3.1
(ID: B00172X7JG) [Item: B00172X7JG] | Unknown | Rating: 4.3
(ID: B0764MS7GQ) [Item: B0764MS7GQ] | Unknown | Rating: 4.4
(ID: 6302891256) Lord of Flies | Movies & TV > Art House & International > By Country | Rating: 4.3
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00GRZPQ74) Android Cop | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B08T5ZQTRY) [Item: B08T5ZQTRY] | Unknown | Rating: 4.8
(ID: 0790772620) Gods and Generals | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: B00EC89QW4) [Item: B00EC89QW4] | Unknown | Rating: 4.4
(ID: B000ZJ2ZMW) Platinum Collection - 8 Movie Pack | Movies & TV > Boxed Sets > Drama | Rating: 2.9
(ID: B00BTYFWE0) Catch-22 (1970) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.4
(ID: 6301650654) Cradle Will Fall | Movies & TV > Movies | Rating: 5.0
(ID: B00E97PYZG) [Item: B00E97PYZG] | Unknown | Rating: 4.3
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B01N6LGBSA) [Item: B01N6LGBSA] | Unknown | Rating: 4.5
(ID: B01N9X8626) [Item: B01N9X8626] | Unknown | Rating: 4.2
(ID: B0018BA758) Nana 2 | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.9
(ID: B00ZZT6HBC) [Item: B00ZZT6HBC] | Unknown | Rating: 4.4
(ID: B086Y393BF) Ninja Scroll: The Series [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: B00FXCIVO2) Global Groove Workout - 2 for Set | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B000AOEMUU) P.D. JAMES: THE MURDER ROOM (FF)(DVD) | Movies & TV > BBC > All BBC Titles | Rating: 4.4
(ID: B001CU5NZ4) American Sign Language Everyday Words: Activities & Events | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.1
(ID: B085KS4TB2) [Item: B085KS4TB2] | Unknown | Rating: 4.4
(ID: B00FY2TQMW) Fast & Furious 6 | Suspense > Drama > Bold | Rating: 4.7
(ID: B015XMLIXM) [Item: B015XMLIXM] | Unknown | Rating: 4.7
(ID: B07G1XX2MT) Heroes Reborn: Event Series [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: B0002PUH4M) The Source Awards: From Behind | Movies & TV > Featured Categories > DVD | Rating: 2.6
(ID: B00EDS3X4A) Wrangler Cowboys | Movies & TV > Movies | Rating: 3.3
(ID: B000228T18) Panyo Panyo Di Gi Charat - Nyo (Vol. 1) | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 5.0
(ID: B07H5SFMMN) Preschool Songs for Kids 3 DVD Collection - Preschool Songs, Preschool Phonics and Fun Songs for Kids | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B0924G7SSF) [Item: B0924G7SSF] | Unknown | Rating: 2.1
(ID: B00NKPXDY2) [Item: B00NKPXDY2] | Unknown | Rating: 3.6
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B07KYYMP4K) The Closer Collection DVD Season 1-7 | Movies & TV > TV | Rating: 4.7
(ID: B007RV5S9I) [Item: B007RV5S9I] | Unknown | Rating: 4.5
(ID: B00BXQNVEC) [Item: B00BXQNVEC] | Unknown | Rating: 4.3
(ID: B01LYEWBZT) [Item: B01LYEWBZT] | Unknown | Rating: 3.6
]
## 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."
}
|
B0094M140A
|
[Item: B0094M140A]
| 2
|
AHP2ONSDKKOKFEOGQPJ72NYQ7UIQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Stranger Within | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Cinder | Books > Teen & Young Adult > Science Fiction & Fantasy | Rating: 4.0
- Making Cheese, Butter & Yogurt: Storey Country Wisdom Bulletin A-283 | Books > Cookbooks, Food & Wine > Cooking by Ingredient | Rating: 3.0
- Easy-to-Build Adirondack Furniture: Storey's Country Wisdom Bulletin A-216 (Storey Country Wisdom Bulletin) | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 3.0
- Mary Bell's Complete Dehydrator Cookbook | Books > Cookbooks, Food & Wine > Cooking Education & Reference | Rating: 4.0
### User's movies History:
- [Item: B014CRRNQ0] | Unknown | Rating: 5.0
- [Item: B00I3MQNWG] | Unknown | Rating: 5.0
- [Item: B00HD6SDQW] | Unknown | Rating: 5.0
- [Item: B001NER4FQ] | Unknown | Rating: 4.0
- [Item: B00KG2QO2K] | Unknown | Rating: 1.0
- Nick Jr Favorites: Happy Halloween | Movies & TV > Movies & TV Holiday Wishlist | Rating: 4.0
- [Item: B00N0RTCC2] | Unknown | Rating: 5.0
- [Item: B00Q4FMCDS] | Unknown | Rating: 3.0
- [Item: B00LPRKH5U] | Unknown | Rating: 5.0
- [Item: B0055D3EOG] | Unknown | Rating: 3.0
## List of Available Candidate Items:
[
(ID: 6303398499) Jay Jay The Jet Plane - Jay Jay's First Flight [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 2.7
(ID: B00ZEEFNEK) [Item: B00ZEEFNEK] | Unknown | Rating: 3.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B07VV6Z8NC) [Item: B07VV6Z8NC] | Unknown | Rating: 4.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00U1C635S) [Item: B00U1C635S] | Unknown | Rating: 3.3
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B07NHZW2ZJ) [Item: B07NHZW2ZJ] | Unknown | Rating: 3.1
(ID: B0001I55S8) Popular: Season 1 | Movies & TV > Boxed Sets > Comedy | Rating: 4.6
(ID: B07962SF3K) [Item: B07962SF3K] | Unknown | Rating: 4.7
(ID: B08DQ3VN7L) [Item: B08DQ3VN7L] | Unknown | Rating: 4.3
(ID: B01BFL5UZM) [Item: B01BFL5UZM] | Unknown | Rating: 4.4
(ID: B01D99UJ9K) INTRUDER | Drama | Rating: 3.5
(ID: B005CWGQW2) [Item: B005CWGQW2] | Unknown | Rating: 4.4
(ID: B09MD11YXQ) [Item: B09MD11YXQ] | Unknown | Rating: 4.9
(ID: B004FN26VO) When Crocs Ate Dinosaurs | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.8
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B084DH5NK3) Blumhouses Fantasy Island | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.0
(ID: B001LQZQO2) [Item: B001LQZQO2] | Unknown | Rating: 4.7
(ID: B08TQ4T45L) The Croods: A New Age [Blu-ray 3D + Blu-ray + Digital Combo Pack] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B07NMGRW88) [Item: B07NMGRW88] | Unknown | Rating: 3.9
(ID: B000I05D5O) One Step Beyond | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.5
(ID: B000JYW668) Ali Baba and the Forty Thieves | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00FZK20QM) [Item: B00FZK20QM] | Unknown | Rating: 4.4
(ID: B01M18O7TM) [Item: B01M18O7TM] | Unknown | Rating: 4.9
(ID: B00469RR16) Harry Loves Lisa | Unscripted | Rating: 3.5
(ID: B0B6JFMB7F) Nobody | Drama > Action > Suspense | Rating: 4.6
(ID: B072WD9CH8) [Item: B072WD9CH8] | Unknown | Rating: 3.5
(ID: B003T7ZAB0) Transformations II: The Glory Spreads | Documentary | Rating: 4.7
(ID: B0025MEREQ) Boston Legal - Season 1-5 [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B000JJ4WFG) Full Metal Panic!: The Second Raid - Tactical Ops 04 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B09256GKK6) [Item: B09256GKK6] | Unknown | Rating: 2.8
(ID: B07CH13G8D) Malgudi Days | Comedy > Drama | Rating: 4.4
(ID: B00LWY685Y) [Item: B00LWY685Y] | Unknown | Rating: 4.8
(ID: 6303985386) Brain That Wouldn't Die | Movies & TV > Cult Movies > Comedy | Rating: 4.5
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B0042FDCP4) My Little Assassin | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B00BN3DPSW) Stand Up Guys [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B002OXW3SI) K2 (K2: The Ultimate High) [IMPORTED, FOR ALL REGIONS, NTSC] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B000P0R4EU) Classic Haiti Film DVD: 1942 Haitian Culture, People, Art, Food, Clothing, Language & History Travelogue Pictures Film | Movies & TV > Featured Categories > DVD | Rating: 2.2
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00C52LIYI) [Item: B00C52LIYI] | Unknown | Rating: 4.5
(ID: B07K5ZY7WR) [Item: B07K5ZY7WR] | Unknown | Rating: 3.1
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00BZVUX7S) Legend of Kung Fu Rabbit | Movies & TV > Movies | Rating: 4.0
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0002EPSY2) The Lover / Lubovnik (2002) | Movies & TV > Movies | Rating: 1.0
(ID: B001U1L9NK) Puccini: La Rondine | Movies & TV > Musicals & Performing Arts > Classical | Rating: 3.7
(ID: B07RPPVX6P) [Item: B07RPPVX6P] | Unknown | Rating: 3.5
(ID: 6301581555) Bitter Harvest (1981 TV-movie) [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B0011BDPWW) [Item: B0011BDPWW] | Unknown | Rating: 4.8
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B01JHS2GUW) [Item: B01JHS2GUW] | Unknown | Rating: 2.9
(ID: B002MD2Z1K) India Song | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B00MHVIX5Y) Silver Hawk (SilverHawk) | Movies & TV > Movies | Rating: 3.9
(ID: B07LBX48NB) Into Thin Air | Suspense > Drama | Rating: 3.8
(ID: B000ARXF3C) Mussorgsky - Boris Godunov / Nesterenko, Piavko, Arkhipova, Yaroslavtsev, Kalinina, Sokolov, Eisen, Khaikin, Bolshoi Opera | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B002YTP74O) [Item: B002YTP74O] | Unknown | Rating: 3.7
(ID: B000QFAFQI) The Surfer King | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00008DDRO) Feasting with Panthers (Broadway Theatre Archive) | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: 1571323767) Sing and Dance with Barney [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B00012QM2C) ESSENTIAL MESSAGE - Enjoy Ultimate Relaxation & Serenity | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.3
(ID: B007R11U18) [Item: B007R11U18] | Unknown | Rating: 4.8
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B01AKR898C) [Item: B01AKR898C] | Unknown | Rating: 1.8
(ID: 0736915842) PraiseMoves: The Christian Alternative to Yoga | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B018SUHVBO) [Item: B018SUHVBO] | Unknown | Rating: 4.8
(ID: 6169272805) Secret Garden (English Subtitles, All Region by Ocean Rainbow Entertainment) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B079K4BTWT) [Item: B079K4BTWT] | Unknown | Rating: 2.9
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B01GWBXTPS) Angel Heart (Special Edition) by Mickey Rourke | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.3
(ID: B07MVTX4JR) [Item: B07MVTX4JR] | Unknown | Rating: 4.5
(ID: B003S6T68A) Pictures At An Exhibition (Special Edition) | Movies & TV > Music Artists > Emerson, Lake & Palmer | Rating: 4.3
(ID: B0B8TTVPG8) [Item: B0B8TTVPG8] | Unknown | Rating: 5.0
(ID: B08KJNFYJ7) [Item: B08KJNFYJ7] | Unknown | Rating: 3.8
(ID: B004D2K9B6) Richard III | Drama > Arts, Entertainment, and Culture | Rating: 4.6
(ID: B01BKXO6GO) [Item: B01BKXO6GO] | Unknown | Rating: 3.6
(ID: B0036BDQ7E) TCM Greatest Classic Film Collection: War (Battle of the Bulge / The Dawn Patrol / Gunga Din / Operation Pacific) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B003KV3E36) Rambo (Extended Cut) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: 7885880923) Away All Boats (1956) NTSC Imported for All Regions | Movies & TV > Movies | Rating: 4.6
(ID: B00008V5U5) Mary Lou's Flip Flop Shop - Our Special Friends & Shaping Our Self Confidence | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B0014FKQRC) - La Historia de Abraham [NTSC/Region 1 and 4 dvd. Import - Latin America] Richard Harris (Spanish audio) | Movies & TV > Genre for Featured Categories > Drama | Rating: 5.0
(ID: B002JCV5L0) [Item: B002JCV5L0] | Unknown | Rating: 4.1
(ID: B075KQPSP1) [Item: B075KQPSP1] | Unknown | Rating: 4.6
(ID: B0076I624W) Meet Joe Black [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B006RXPVHQ) [Item: B006RXPVHQ] | Unknown | Rating: 4.8
(ID: B000K7UBWU) Southern Banjo Styles #2-Early 2-and 3- Finger Picking | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.7
(ID: B0966Q9PBN) [Item: B0966Q9PBN] | Unknown | Rating: 4.3
(ID: B0006SSPG2) Love Chronicles | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.2
(ID: 0963993208) Yoga With Richard Freeman: Ashtanga Yoga: The Primary Series [VHS] | Movies & TV > Yoga > General | Rating: 3.4
(ID: B0013D8LQ8) Kujibiki Unbalance Vol. 1 with Premium Box | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B01IH6TYUA) [Item: B01IH6TYUA] | Unknown | Rating: 4.8
(ID: B005R7YZC0) [Item: B005R7YZC0] | Unknown | Rating: 3.7
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B0041G7S4K) Every Which Way But Loose | Comedy > Drama > Cheerful | Rating: 4.7
(ID: B00M7UQVZ4) [Item: B00M7UQVZ4] | Unknown | Rating: 4.4
(ID: B098CZFSK8) [Item: B098CZFSK8] | Unknown | 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."
}
|
B0041G7S4K
|
Every Which Way But Loose
| 5
|
AG6P34JA2ZUUL56GVBQHWIAU6W7A
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Outsider: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- First In: An Insider's Account of How the CIA Spearheaded the War on Terror in Afghanistan | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 4.0
- Following Atticus: Forty-eight High Peaks, One Little Dog, and an Extraordinary Friendship | Books > Travel > United States | Rating: 1.0
- The Forgotten Garden: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- The Index Card: Why Personal Finance Doesn't Have to Be Complicated | Books > Business & Money > Investing | Rating: 3.0
- Pocketful of Names: A Novel | Books > Literature & Fiction > Literary | Rating: 3.0
- Plainsong | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
### User's movies History:
- [Item: B07VXY2WT2] | Unknown | Rating: 5.0
- [Item: B07WRSTH4B] | Unknown | Rating: 1.0
- [Item: B07X13Z4RD] | Unknown | Rating: 5.0
- [Item: B014QZ9B3Q] | Unknown | Rating: 5.0
- [Item: B07SCHD83R] | Unknown | Rating: 5.0
- [Item: B07FDPTWMK] | Unknown | Rating: 2.0
- [Item: B07MGSGK67] | Unknown | Rating: 5.0
- [Item: B07QXMJKF8] | Unknown | Rating: 5.0
- [Item: B07MB6H97G] | Unknown | Rating: 1.0
- [Item: B07FNZ35DV] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: 097726484X) Patty Ruzzo Classics: Competition Basics, Fronts & Finishes, Variable & Unpredictable | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 2.9
(ID: B0007Z1R82) The Wonderful World of Disney: Music for Everybody & Fly with Von Drake | Movies & TV > Movies | Rating: 4.7
(ID: B0017LZ23G) Life in the Graveyards of The Pacific | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B000IJ79SY) The Big Picture | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.6
(ID: B00006AFEP) Project Greenlight, Season 1 (4 Disc) | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.2
(ID: B00UGP86MI) Fiddler on the Roof (Special Edition) by MGM (Video & DVD) | Movies & TV > Movies | Rating: 4.8
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: 7883704583) Finding Nemo (Mandarin Chinese Edition) [1 DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: 0780613252) In the Wild - Dolphins With Robin Williams VHS | Movies & TV > Movies | Rating: 4.5
(ID: B00004TBT0) The Commitments [Region 2] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0083HXKE0) CRISIS AT THE CASTLE | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B01BT5K7FM) 72 days in Iceland | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00007J88X) My Big Fat Greek Wedding [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B07H36KPQX) [Item: B07H36KPQX] | Unknown | Rating: 4.6
(ID: B003HIC3VG) [Item: B003HIC3VG] | Unknown | Rating: 4.6
(ID: B006QFCZ10) Felix Cane Pole Dance Mastery: Beginning Foundations | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.8
(ID: B07641H8MW) [Item: B07641H8MW] | Unknown | Rating: 4.5
(ID: B00I09AZ2G) Jazz Improvisation DVD Jerry Bergonzi Creating a Jazz Vocabulary Vol. 3 Melodic Rhythm A Rhythmic Approach to Creating Melodies | Movies & TV > Movies | Rating: 4.6
(ID: B00279BRHM) [Item: B00279BRHM] | Unknown | Rating: 4.8
(ID: 1627580778) Constitution Alive! Updated with David Barton / Workbook, 4 DVD, 1 MP3, CD & Bonus CD | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B01F9JNSCS) [Item: B01F9JNSCS] | Unknown | Rating: 3.4
(ID: B00T481MOM) Miasto 44 | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B0010DRYR8) Mrs. Miniver [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B01CXNQKP0) [Item: B01CXNQKP0] | Unknown | Rating: 4.8
(ID: B000AAUPOQ) Death Race 2000 / Night of the Living Dead (Double Feature) (Digitally Remastered) | Movies & TV > Cult Movies | Rating: 4.7
(ID: B0008191Y2) Samurai Champloo, Volume 4 (Episodes 13-16) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.0
(ID: B007LNBS2I) The Mel Brooks Collection | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B008GFYF1Q) The Point by Harry Nilsson and narrated by Alan Thicke | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00QPEM7BA) [Item: B00QPEM7BA] | Unknown | Rating: 3.9
(ID: B0002IQKV8) Moulin Rouge!/All That Jazz | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
(ID: 6305080062) Here Come the Teletubbies | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B000KWZ1XO) Noddy and the Rocketship v.2 [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.5
(ID: B00E6F159A) Live In Lyon | Movies & TV > Music Artists > Roxy Music | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00008HE46) Rabbit-Proof Fence | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B00M51NZM2) [Item: B00M51NZM2] | Unknown | Rating: 4.1
(ID: B008XEZXYI) Children Who Chase Lost Voices | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.7
(ID: B00ZL98LRY) [Item: B00ZL98LRY] | Unknown | Rating: 3.6
(ID: B003B1X85O) Starstruck (Extended Edition) | Movies & TV > Fully Loaded DVDs > Extended Editions | Rating: 4.7
(ID: B0000AZKJS) Video X: Evidence | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00OFQ9WSG) [Item: B00OFQ9WSG] | Unknown | Rating: 4.9
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B0026KX6TY) [Item: B0026KX6TY] | Unknown | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B000R7I3Y6) Ned's Declassified School Survival Guide (Special Field Trip Edition) | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 4.7
(ID: B09JK35F7Z) Frank Herbert's Dune Collection | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00U2YNNQM) The Lesser Evil | Movies & TV > Movies | Rating: 3.4
(ID: B084P854P8) Nights of Cabiria [DVD] [2020] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B08239SH8K) [Item: B08239SH8K] | Unknown | Rating: 4.4
(ID: B00VAORJEA) [Item: B00VAORJEA] | Unknown | Rating: 3.0
(ID: B00AUQ054A) [Item: B00AUQ054A] | Unknown | Rating: 4.5
(ID: B00004STVB) The Cinder Path [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B018RDS1YI) [Item: B018RDS1YI] | Unknown | Rating: 4.2
(ID: B002A6A8O0) The Tripods: Series 1 & 2 [Regions 2 & 4] | Movies & TV > BBC > All BBC Titles | Rating: 4.7
(ID: B0B6RMXJ6F) [Item: B0B6RMXJ6F] | Unknown | Rating: 3.4
(ID: B0001ZX042) Mind Your Manners | Movies & TV > Independently Distributed > Kids & Family | Rating: 4.6
(ID: B006O5YJ4S) [Item: B006O5YJ4S] | Unknown | Rating: 4.7
(ID: B00006JMRU) The Legend of the Candy Cane | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.3
(ID: B004ES6TBS) Coach: Season 4 | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.7
(ID: B00MYFAMIY) [Item: B00MYFAMIY] | Unknown | Rating: 4.3
(ID: B08BWGWHL6) For Richer or Poorer [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B007I1TFK0) Evita (15th Anniversary Edition) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00T7WVSOO) [Item: B00T7WVSOO] | Unknown | Rating: 4.2
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B01LGFBWCW) [Item: B01LGFBWCW] | Unknown | Rating: 4.7
(ID: B00AZ88D4W) In Her Footsteps:The Story of Saint Kateri Tekakwitha | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B0009PVZBO) GUMBALL RALLY (DVD) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.6
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B002RWX1EQ) Drop Dead Rock | Movies & TV > Independently Distributed > Comedy | Rating: 4.0
(ID: 6300182185) Smokey & The Bandit VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B00F4AST04) [Item: B00F4AST04] | Unknown | Rating: 4.7
(ID: B075P9256Q) Innsaei | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B00402FGGW) Walking Tall / Winners Take All / Boot Camp | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.6
(ID: B002NCTDFG) [Item: B002NCTDFG] | Unknown | Rating: 1.9
(ID: B00CVMH6VQ) [Item: B00CVMH6VQ] | Unknown | Rating: 4.7
(ID: B01JPN6MYU) Soundbreaking: Stories from the Cutting Edge of Recorded Music | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.8
(ID: B07BY752C9) Rowan Atkinson 4-Movie Collection (Bean the Movie / Mr. Bean's Holiday / Johnny English / Johnny English Reborn) | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B000EDWKVA) Gatchaman Collection 6 (Vols. 11 & 12) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.8
(ID: B088KRZNJG) Lucille Ball Small Screen DVD Collection - The Lucy Show: The Complete Series / The Best of I Love Lucy [Lucy Show: Seasons 1,2,3, 4, 5, & 6 TV Show] | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.9
(ID: B00CSUAAR8) [Item: B00CSUAAR8] | Unknown | Rating: 4.6
(ID: B00005RRJZ) Love Affair [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B07QK7TQ6D) Devil's Kiss [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.6
(ID: B000CEXG46) Sunday Morning Shootout: Best of Season One | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00L0Y55IC) [Item: B00L0Y55IC] | Unknown | Rating: 4.8
(ID: B09PR911YF) [Item: B09PR911YF] | Unknown | Rating: 3.8
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B005OK0YVQ) Odongo | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B00YSBFETE) Criminal Minds: Ten Season Pack | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.4
(ID: B00000GKO7) All in the Family - Those Were the Days VHS | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B07NXXJ823) [Item: B07NXXJ823] | Unknown | Rating: 3.2
(ID: B01AQPBQIS) [Item: B01AQPBQIS] | Unknown | Rating: 4.7
(ID: B00UGPWQS8) Cool Hand Luke [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | 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."
}
|
B00QPEM7BA
|
[Item: B00QPEM7BA]
| 1
|
AEOZKXW2S5KDTWQLXQNCAWSP4YQQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Science Is Beautiful: The Human Body Under the Microscope | Books > Science & Math > Biological Sciences | Rating: 5.0
- Alice's Adventures in Wonderland: A Pop-up Adaptation | Books > Children's Books > Activities, Crafts & Games | Rating: 4.0
- Steps in Time: An Autobiography | Books > Biographies & Memoirs > Arts & Literature | Rating: 5.0
- Alexander McQueen: Genius of a Generation | Books > Arts & Photography > Graphic Design | Rating: 1.0
- Amy Butler's Midwest Modern: A Fresh Design Spirit for the Modern Lifestyle | Books > Arts & Photography > Graphic Design | Rating: 5.0
- The French-Inspired Home, with French General | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 1.0
### User's movies History:
- [Item: B08SPSJJ5X] | Unknown | Rating: 5.0
- [Item: B07V3TNS85] | Unknown | Rating: 5.0
- [Item: B07L5N7P32] | Unknown | Rating: 3.0
- [Item: B073RPZK88] | Unknown | Rating: 5.0
- [Item: B01DJ3QRYM] | Unknown | Rating: 5.0
- [Item: B01MDTLXQN] | Unknown | Rating: 5.0
- [Item: B01G98ZPQU] | Unknown | Rating: 5.0
- [Item: B017314266] | Unknown | Rating: 5.0
- [Item: B01EN8FBG2] | Unknown | Rating: 5.0
- North and South (Dbl DVD) (BBC) | Movies & TV > Featured Categories > DVD | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B093HLZ4KF) [Item: B093HLZ4KF] | Unknown | Rating: 2.1
(ID: B01FGFJPHM) [Item: B01FGFJPHM] | Unknown | Rating: 4.1
(ID: B004O7UBMM) [Item: B004O7UBMM] | Unknown | Rating: 4.6
(ID: B00AR5J7RK) Anatomy Workshop: Volume Three - Skeletal Structure, Mechanics and Proportion | Movies & TV > Educational | Rating: 5.0
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: 1586550098) Legend of the Last Labyrinth [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.3
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B07LFC1H4F) [Item: B07LFC1H4F] | Unknown | Rating: 3.6
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B000AOEMU0) The Huckleberry Hound Show - Vol. 1 | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.6
(ID: B00J5TF4OO) [Item: B00J5TF4OO] | Unknown | Rating: 4.8
(ID: B000IZ8SB0) [Item: B000IZ8SB0] | Unknown | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B01KZTJO98) [Item: B01KZTJO98] | Unknown | Rating: 3.3
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00YUCMW9G) [Item: B00YUCMW9G] | Unknown | Rating: 3.9
(ID: B0013EF3WM) THE MAN IN THE IRON MASK (1977) Richard Chamberlain (NTSC) IMPORTED FOR ALL REGIONS | Movies & TV > Movies | Rating: 4.1
(ID: B08WLYYD8M) [Item: B08WLYYD8M] | Unknown | Rating: 4.5
(ID: B000SVZIDA) [Item: B000SVZIDA] | Unknown | Rating: 4.7
(ID: B0000E2VZH) Looking for Miracles | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00DMF8PCK) Honey, I Shrunk The Kids | Science Fiction > Comedy > Heartwarming | Rating: 4.7
(ID: B07VVSHSLZ) [Item: B07VVSHSLZ] | Unknown | Rating: 4.1
(ID: B007P6J1U2) [Item: B007P6J1U2] | Unknown | Rating: 4.8
(ID: 6300216187) On a Clear Day You Can See Forever | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B07XGPH1FC) [Item: B07XGPH1FC] | Unknown | Rating: 4.8
(ID: B001IQDANE) Biography: Buster Keaton | Movies & TV > A&E Home Video > Biography | Rating: 4.3
(ID: B00559SGDO) Trail Of The Panda | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B09R6QT69Z) A Star is Born (blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00RR12NFK) [Item: B00RR12NFK] | Unknown | Rating: 4.1
(ID: B001EM1E94) Terry Pratchett's The Colour of Magic: A Spellbinding Adventure | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B003TLMQJK) The Punany Poets' The Second Sin | Movies & TV > Genre for Featured Categories > Comedy | Rating: 2.8
(ID: B00ARPS5KU) Buddy Hackett 2 Live and Uncensored At Caesar's, Atlantic City DVD (2012) | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00S4YGWRO) What the Peeper Saw | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.3
(ID: B07TKF7582) [Item: B07TKF7582] | Unknown | Rating: 4.1
(ID: B000RTQQ1Q) [Item: B000RTQQ1Q] | Unknown | Rating: 3.3
(ID: B01FQC4CDM) [Item: B01FQC4CDM] | Unknown | Rating: 3.9
(ID: B01EW2VMF8) [Item: B01EW2VMF8] | Unknown | Rating: 3.9
(ID: B00OJCO1LO) [Item: B00OJCO1LO] | Unknown | Rating: 4.0
(ID: B017QHEOJW) [Item: B017QHEOJW] | Unknown | Rating: 3.9
(ID: B074TRVJCC) [Item: B074TRVJCC] | Unknown | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B005D63I78) [Item: B005D63I78] | Unknown | Rating: 4.6
(ID: B00BC0WQWM) Barrymore [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B01D67XQEU) The Adventures of Priscilla Queen of the Desert [DVD] [Pal / Non USA Format] | Movies & TV > Movies | Rating: 3.2
(ID: B0045O2PHS) To Die For | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B00A8ICDEU) The Orphan Killer | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B008Y1YK7G) Rec 3 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B007N5YJPC) The Gold Rush (The Criterion Collection) [DVD] | Movies & TV > Classics > Silent Films | Rating: 4.7
(ID: B07NHNP338) Dark Side Of The Moon, The | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.4
(ID: B01MSDSQKI) [Item: B01MSDSQKI] | Unknown | Rating: 4.7
(ID: B0079K4Y1U) Cinnamon | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B0002KJJI2) Tai-chi for Seniors | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.0
(ID: B003WGGJFO) Dogville | Drama > International > Dark | Rating: 4.1
(ID: B01MYPQ063) The Coffin Joe Trilogy Collection | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B000621P6K) Wall | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B0001GH7XQ) Blue Gate Crossing | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B000I0F84A) [Item: B000I0F84A] | Unknown | Rating: 4.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B011E55VQ2) [Item: B011E55VQ2] | Unknown | Rating: 4.2
(ID: B003TTZTF0) Bernadette Giorgi: Attitude Ballet Pilates Fusion | Movies & TV > Musicals & Performing Arts > Ballet & Dance | Rating: 3.9
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B01I075OO6) Jane Eyre [DVD] [1970] by George C. Scott | Movies & TV > Movies | Rating: 4.2
(ID: B076MKJ71C) Dark Waters | Suspense > Drama | Rating: 4.0
(ID: B073PPGBFV) [Item: B073PPGBFV] | Unknown | Rating: 3.9
(ID: B003QSMDWQ) [Item: B003QSMDWQ] | Unknown | Rating: 4.7
(ID: B001MVWMIO) The Hills: Season 4 | Movies & TV > MTV > Reality TV | Rating: 4.7
(ID: B0B5KWGZHN) [Item: B0B5KWGZHN] | Unknown | Rating: 2.4
(ID: B000W795IO) Crunch: CardioSalsa | Special Interest | Rating: 2.5
(ID: B0716RKPVN) [Item: B0716RKPVN] | Unknown | Rating: 4.4
(ID: B002KISB56) Emma | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B001JYT2Z0) Creative Breakout, The Art of Freedom | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.1
(ID: B013QMCSPI) [Item: B013QMCSPI] | Unknown | Rating: 4.3
(ID: B006T6ZZGS) [Item: B006T6ZZGS] | Unknown | Rating: 4.8
(ID: B071FRWCKL) [Item: B071FRWCKL] | Unknown | Rating: 4.8
(ID: B01AKULNDC) [Item: B01AKULNDC] | Unknown | Rating: 4.7
(ID: B072C75H1N) Black Lake series 1 (Svartsjon) [UK import, region 2 PAL Format] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B01L85RMU6) Live From Lincoln Center Presents Ne W York Rhapsody | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B077KC2J2H) [Item: B077KC2J2H] | Unknown | Rating: 4.0
(ID: B00BC75HTE) Upstream Color | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.5
(ID: B011MF80XK) [Item: B011MF80XK] | Unknown | Rating: 3.4
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B01EGQCWJU) Pretty Peaches 2 / Pretty Peaches 3 by Siobhan Hunter | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00154970Y) [Item: B00154970Y] | Unknown | Rating: 4.4
(ID: B07JMVDDKN) [Item: B07JMVDDKN] | Unknown | Rating: 4.0
(ID: B003DQ523S) Horatio Hornblower: Complete Series : Horatio Hornblower 8 Disc Complete Uncut Mini Series - The Duel , The Fire Ships , The Duchess And The Devil , The Wrong War , The Mutiny , Retribution , Loyalty , Duty | Movies & TV > Miniseries | Rating: 4.8
(ID: B001NZF1OQ) Safety Smart Science with Bill Nye the Science Guy: Electricity (Classroom Edition) | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.6
(ID: B000093FHX) 3-2-1 Penguins - Moon Menace on Planet Tell-A-Lie/The Doom Funnel Rescue | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B07HGBVTHJ) Juliet, Naked | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B07DDLMSYR) [Item: B07DDLMSYR] | Unknown | Rating: 4.8
(ID: B00CYQXH4O) Vegas: The DVD Edition | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.7
(ID: B00I3MPZUW) [Item: B00I3MPZUW] | Unknown | Rating: 4.3
(ID: B0B8N2R58B) [Item: B0B8N2R58B] | Unknown | Rating: 4.8
(ID: B00439FUYA) [Item: B00439FUYA] | Unknown | Rating: 4.8
(ID: B07B5HKZC7) [Item: B07B5HKZC7] | Unknown | Rating: 4.2
(ID: B07HG8JYC5) The Story of Us [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | 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."
}
|
B0B8N2R58B
|
[Item: B0B8N2R58B]
| 5
|
AGFNSQPNWEHGJWIMGMW4HAAB7AQQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- A Book A Week: How I Outline and Draft a Full Novel in Just A Week (Self-Publishing Success 1) | Books > Reference > Writing, Research & Publishing Guides | Rating: 3.0
- Save the Cat! Writes a Novel: The Last Book On Novel Writing You'll Ever Need | Books > Reference > Writing, Research & Publishing Guides | Rating: 5.0
- Nevermoor: The Trials of Morrigan Crow (Nevermoor, 1) | Books > Boxed Sets > Children's Books | Rating: 5.0
- The Crown (The Selection, 5) | Books > Teen & Young Adult > Science Fiction & Fantasy | Rating: 2.0
- The Casual Vacancy | Books > Humor & Entertainment > Humor | Rating: 1.0
- The Cuckoo's Calling | Books > Mystery, Thriller & Suspense > Mystery | Rating: 4.0
### User's movies History:
- [Item: B00B6MAE4I] | Unknown | Rating: 5.0
- [Item: B00ZP9Q7MG] | Unknown | Rating: 4.0
- [Item: B006RXPR5M] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B01M7SPYZZ) Breakfast at Tiffany's | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0000YEERQ) Yuri Nosenko: Double Agent [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.4
(ID: B003THSXJG) The Evil / Twice Dead (Roger Corman's Cult Classics) | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.7
(ID: B0788XRYR2) 49 Pulses | Movies & TV > Independently Distributed > Documentary | Rating: 3.9
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00775YJK8) [Item: B00775YJK8] | Unknown | Rating: 4.6
(ID: B004GIR0OG) [Item: B004GIR0OG] | Unknown | Rating: 4.4
(ID: B001FVB8D6) [Item: B001FVB8D6] | Unknown | Rating: 4.0
(ID: B00008XRVA) Kim Possible - The Secret Files | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
(ID: B01IO2FAFK) [Item: B01IO2FAFK] | Unknown | Rating: 3.6
(ID: B00A3CTF5Q) [Item: B00A3CTF5Q] | Unknown | Rating: 3.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00COH0W00) [Item: B00COH0W00] | Unknown | Rating: 4.8
(ID: B001ATUWTO) Animal Planet Presents A Dog's Day Dog Sitter DVD | Movies & TV > Movies | Rating: 2.8
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B07HHV64Q2) [Item: B07HHV64Q2] | Unknown | Rating: 4.7
(ID: B0083HXKNG) THE SINKING OF THE LACONIA | Movies & TV > BBC > All BBC Titles | Rating: 4.3
(ID: B01D7RJDPA) Big Fat Liar | Comedy > Adventure > Intense | Rating: 4.7
(ID: B000RY596E) Guardians of the Night | Special Interest > Documentary | Rating: 3.9
(ID: B007VGQGAY) Il Volo: Takes Flight - Live From Detroit Ope | Movies & TV > Movies | Rating: 4.8
(ID: B091JDTD99) [Item: B091JDTD99] | Unknown | Rating: 3.2
(ID: B0074FUSLA) Like Mike / Like Mike 2 / Rebound | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B009AHST9I) Tree with Deep Roots | Movies & TV > Boxed Sets > Drama | Rating: 4.3
(ID: B000WPJT3W) Racket Squad: Volumes 1-3 | Movies & TV > Boxed Sets > Action & Adventure | Rating: 4.4
(ID: B006V7XTZY) The Teahouse (Chinese with English and Simplified Chinese subtitles) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B07Q65J61F) [Item: B07Q65J61F] | Unknown | Rating: 4.8
(ID: B006ZYCHDS) Sharon Twombly: Zero To Sixty Low Impact With Weights | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.8
(ID: B09P5R5Q7K) [Item: B09P5R5Q7K] | Unknown | Rating: 4.0
(ID: B08GG9RGZ5) [Item: B08GG9RGZ5] | Unknown | Rating: 5.0
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B07HM9CDJG) [Item: B07HM9CDJG] | Unknown | Rating: 4.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00HMK2DE2) [Item: B00HMK2DE2] | Unknown | Rating: 4.4
(ID: 6301930657) Red King White Knight [VHS] | Movies & TV > Art House & International > By Genre | Rating: 4.4
(ID: B0083YDWD2) [Item: B0083YDWD2] | Unknown | Rating: 4.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B004W7D1Y4) Quick Licks- Nuno Bettencourt Funk Rock Key:Em DVD | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.5
(ID: B00019G8B0) Rossini - La Cenerentola / Renzetti, Kuhlmann, Taddei, Zannini, Dale, Rinaldi, Glyndebourne | Movies & TV > Musicals & Performing Arts > Classical | Rating: 3.8
(ID: B006PPW98U) [Item: B006PPW98U] | Unknown | Rating: 4.5
(ID: B07VS4GF4W) Rick & Morty Complete Seasons 1-3 (DVD,2019) | Movies & TV > TV | Rating: 4.8
(ID: B0009E27I0) Mississippi Masala | Movies & TV > Movies | Rating: 4.6
(ID: B07Z16F1WQ) [Item: B07Z16F1WQ] | Unknown | Rating: 4.5
(ID: 6301394070) Assault on Precinct 13 | Movies & TV > Movies | Rating: 4.6
(ID: B00IK67OQO) [Item: B00IK67OQO] | Unknown | Rating: 4.4
(ID: B000SL3VM0) champion. | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B002A5FIAU) [Item: B002A5FIAU] | Unknown | Rating: 4.6
(ID: B0BPYSSK2R) Leda (3D/2D Combo) | Movies & TV > Featured Categories > Blu-ray | Rating: 3.9
(ID: B08GWQDTJP) Spies in Disguise | Science Fiction > Suspense > Fantastic | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: 6304221088) Ruling Class | Movies & TV > Art House & International > By Country | Rating: 4.4
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B01M0TSPQM) [Item: B01M0TSPQM] | Unknown | Rating: 4.7
(ID: B016LM8QYW) [Item: B016LM8QYW] | Unknown | Rating: 3.1
(ID: B009JETVH6) The Strongest K-POP Survival Korean drama DVD with Good English Subtitle | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B004D1FTTO) [Item: B004D1FTTO] | Unknown | Rating: 4.4
(ID: B082L2FYRF) [Item: B082L2FYRF] | Unknown | Rating: 3.3
(ID: B00FMXMSA0) Donkey Kong Country - Kong Fu | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B00005JN2B) Two Brothers (Widescreen Edition) | Movies & TV > Movies & TV Holiday Wishlist | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B009177K2O) [Item: B009177K2O] | Unknown | Rating: 4.7
(ID: 6302559308) Blizzard of Aahhhs VHS | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.2
(ID: B0B6G941H7) [Item: B0B6G941H7] | Unknown | Rating: 4.7
(ID: B004KPPQFK) Dhobi Ghat (Mumbai Diaries) (Aamir Khan Productions - New Hindi Film / Bollywood Movie / Indian Cinema DVD) | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.1
(ID: B073V86TLY) [Item: B073V86TLY] | Unknown | Rating: 4.3
(ID: B07B69QDLF) [Item: B07B69QDLF] | Unknown | Rating: 3.7
(ID: 0780619463) WCW Slamboree VHS | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.4
(ID: B0009NTUY0) AJ Bonar: The Truth About Golf Package Set by AJ Bonar | Movies & TV > Featured Categories | Rating: 5.0
(ID: B012UYAC7O) The Last of Mrs. Cheyney (1937) | Comedy > Drama > Romance | Rating: 4.5
(ID: B001MYM718) Bring It Home Beauty Hair Edition Volume 1 | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: 6305751706) Gothic | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.2
(ID: B001QKS09G) [Item: B001QKS09G] | Unknown | Rating: 4.8
(ID: B07BKQB14D) Fruity Samurai | Animation > Anime > Action | Rating: 5.0
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B000GRUQZG) Disorder | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.1
(ID: B07RFBJ625) [Item: B07RFBJ625] | Unknown | Rating: 4.8
(ID: B001IKQ5N2) Superhero Movie (Extended Edition) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B00CW8CJHK) Alaska The Last Frontier | Unscripted | Rating: 4.7
(ID: B0001HAINQ) A Night at the Opera | Movies & TV > Today's Deals > Spotlight Deals | Rating: 4.8
(ID: B009B1EPQ4) Portrait Of A Lady (Special Edition) | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B001GOEYAG) Douglas Fairbanks - A Modern Musketeer: (His Picture in the Papers / The Mystery of the Leaping Fish / Flirting With Fate / The Matrimaniac / Wild and Woolly /and more) | Movies & TV > Classics > Silent Films | Rating: 5.0
(ID: 0767800745) A Friend of the Deceased [VHS] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B003UIXT48) [Item: B003UIXT48] | Unknown | Rating: 4.1
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0046BI81W) Death Race 2 | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.5
(ID: B019PDDNBA) [Item: B019PDDNBA] | Unknown | Rating: 4.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B000UOQ8SE) Dr. Chen's Tai Chi GongFa 002 on Chair (Tai Chi Qigong Workout for Wheelchair People Level 2) | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.5
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B075TFXKF2) [Item: B075TFXKF2] | Unknown | Rating: 5.0
(ID: B07K5ZS1WZ) [Item: B07K5ZS1WZ] | Unknown | Rating: 4.2
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B01AGR6RTE) Dillinger (2-Disc Special Edition) [Blu-ray + DVD] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B08PHS3DPZ) [Item: B08PHS3DPZ] | Unknown | Rating: 4.6
(ID: B000DZC1NG) Our Folks | Movies & TV > Genre for Featured Categories > Comedy | Rating: 5.0
(ID: B074WTZC5C) Best of Agatha Christie, The: Volume 2 | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.7
(ID: B0B6KFYTLP) [Item: B0B6KFYTLP] | Unknown | Rating: 4.1
(ID: B013C6OW1Q) The Gift | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B088K32BRB) [Item: B088K32BRB] | Unknown | Rating: 4.6
(ID: B0045QWXJ6) The Monte Cristo Chronicles (Return Of Monte Cristo / Son Of Monte Cristo) | Movies & TV > Genre for Featured Categories > Action & Adventure | 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."
}
|
B0B6G941H7
|
[Item: B0B6G941H7]
| 5
|
AFJTCP63HS23RIGASV2BJMXYH5SA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Unknown | | Rating: 2.0
- Start with Why: How Great Leaders Inspire Everyone to Take Action | Books > Business & Money > Industries | Rating: 3.0
- Organizational Behavior | Books > Business & Money > Human Resources | Rating: 2.0
- Birds of Utah Field Guide | Books > Travel > Specialty Travel | Rating: 5.0
- Excellence in Business Communication | Books > Business & Money > Skills | Rating: 1.0
- The Lost Symbol (Robert Langdon) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
### User's movies History:
- [Item: B0049J3QF4] | Unknown | Rating: 4.0
- The Prize - An Epic Quest for Oil; Money & Power | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
- [Item: B008GXD1FO] | Unknown | Rating: 5.0
- Casino Royale (Two-Disc Widescreen Edition) [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
- [Item: B00BQRJ8I6] | Unknown | Rating: 3.0
- [Item: B00BP4XHZU] | Unknown | Rating: 2.0
- One Voice: On the Road With the Mormon Tabernacle Choir | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.0
- [Item: B00F3KLCRW] | Unknown | Rating: 3.0
- [Item: B00F0XPZJI] | Unknown | Rating: 3.0
- The Unit: The Complete Series | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0024FAR5C) The Simpsons: Season 12 (Limited Edition "Comic Book Guy" Head Packaging) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B0001MIQGC) Night Crossing | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B001130MFS) Black Belt Jones | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B01MQNHCZC) Mobile Suit Gundam F91 Collection | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B001KQ4KYU) [Item: B001KQ4KYU] | Unknown | Rating: 4.3
(ID: B07W6CF41G) DC 7 Film Collection [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B079PGX6SR) Celtic Pride (Special Edition) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B004AUP3DA) The Devil's Mistress | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B0000APVIY) Witch Hunter Robin - Arrival (Vol. 1) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00MQDH2DM) [Item: B00MQDH2DM] | Unknown | Rating: 4.8
(ID: B0000A2ZNK) Bang, Bang You're Dead | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: 1936906341) Audacity | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.7
(ID: B01GRGM7NI) [Item: B01GRGM7NI] | Unknown | Rating: 3.5
(ID: B019Z7TNUQ) [Item: B019Z7TNUQ] | Unknown | Rating: 2.5
(ID: B07CKL5W65) Time Team HD | Suspense > Historical > Documentary | Rating: 3.5
(ID: B07GVSYXHB) [Item: B07GVSYXHB] | Unknown | Rating: 4.1
(ID: B07JKDK2B5) [Item: B07JKDK2B5] | Unknown | Rating: 4.6
(ID: 6305523010) Caligula II: Messalina, Messalina VHS | Movies & TV > Art House & International | Rating: 3.2
(ID: B07L5T9N5T) [Item: B07L5T9N5T] | Unknown | Rating: 4.2
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00005R5GC) Carrington [DVD] | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.2
(ID: B01LTHXVK8) The Wizard Of Oz | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00007GZY5) COCHRANE, TOM & RED RYDER - TRAPEZE: THE COLLECTION | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B078J1TLBX) Teen Titans: The Complete First Season [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B06X9CYRV4) [Item: B06X9CYRV4] | Unknown | Rating: 4.1
(ID: B004SBMQ8Q) [Item: B004SBMQ8Q] | Unknown | Rating: 2.5
(ID: B003HKN566) Tom & Jerry Tales V1-V3 (GFT/DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B084STQZ2N) Loving You (25th Anniversary Edition) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00370ORH2) The Italian Straw Hat (Un chapeau de paille d'Italie) | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: 6301357639) Volunteers [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B07VW9T51P) [Item: B07VW9T51P] | Unknown | Rating: 3.5
(ID: B00C0OZWE8) [Item: B00C0OZWE8] | Unknown | Rating: 3.9
(ID: B001707FCI) [Item: B001707FCI] | Unknown | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B08B6B1WS4) [Item: B08B6B1WS4] | Unknown | Rating: 4.3
(ID: B08D6L1CFJ) [Item: B08D6L1CFJ] | Unknown | Rating: 3.1
(ID: B09VBYK5TL) [Item: B09VBYK5TL] | Unknown | Rating: 3.3
(ID: B000PSSL3K) Young Winston [ NON-USA FORMAT, PAL, Reg.2 Import - Germany ] | Movies & TV > Movies | Rating: 4.5
(ID: B07CN7WKXF) [Item: B07CN7WKXF] | Unknown | Rating: 2.6
(ID: B000BZIT6G) Ancient Greece - Traditions of Greek Culture | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0172OIL3E) [Item: B0172OIL3E] | Unknown | Rating: 4.8
(ID: B0009834EC) Gaia Selene - Saving the Earth by Colonizing the Moon | Movies & TV > Independently Distributed > Documentary | Rating: 3.4
(ID: B00HEEAMJO) Harry and the Hendersons | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B005HWAOIE) Nihombie!: The Complete Japanese Trilogy (Zombie Self-Defense Force / Attack Girls' Swimteam vs. the Undead / Zombie Hunter Rika) | Movies & TV > Boxed Sets > Art House & International | Rating: 4.4
(ID: B007IFQNDI) [Item: B007IFQNDI] | Unknown | Rating: 4.6
(ID: B016885EXA) [Item: B016885EXA] | Unknown | Rating: 4.6
(ID: B003JDQJM8) Mother | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B01N6YD753) [Item: B01N6YD753] | Unknown | Rating: 4.7
(ID: B07QF1BCJJ) [Item: B07QF1BCJJ] | Unknown | Rating: 4.7
(ID: B004N6WXD4) Young Bruce Lee [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00TIUCBCI) Survival Tips with Manny Edwards: Season 1 (Movie) | Movies & TV > TV | Rating: 5.0
(ID: B00PC1T6MU) [Item: B00PC1T6MU] | Unknown | Rating: 4.0
(ID: B071JH38J5) Grateful Dead: The Closing Of Winterland | Music Videos and Concerts > Documentary | Rating: 4.8
(ID: B01MED24WE) [Item: B01MED24WE] | Unknown | Rating: 3.8
(ID: B079Q78T6W) [Item: B079Q78T6W] | Unknown | Rating: 4.5
(ID: B000CDUHC6) Esteban's Instructional Method For the Guitar, Vol. 1 | Movies & TV > Movies | Rating: 5.0
(ID: B07L453DB4) Bigger | Sports > Drama > Compelling | Rating: 4.5
(ID: B00ABOLNVK) [Item: B00ABOLNVK] | Unknown | Rating: 4.7
(ID: B008L0YN4U) On Duty Firefighters - The Complete Series | Movies & TV > Boxed Sets > Documentary | Rating: 4.3
(ID: B002TUU4DW) Angels & Demons Giftset with Bookends [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B0017VG61I) Wet Gold | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.8
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B007G6CPEA) More American Graffiti [Blu-ray] [Region Free] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B007UXST62) [Item: B007UXST62] | Unknown | Rating: 4.9
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B01LXE4UW4) [Item: B01LXE4UW4] | Unknown | Rating: 3.0
(ID: B01317ZRP6) [Item: B01317ZRP6] | Unknown | Rating: 3.7
(ID: B00B71ZJDY) [Item: B00B71ZJDY] | Unknown | Rating: 4.0
(ID: B000HWXTXQ) The Fast And The Furious: Tokyo Drift (1 Disc) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0038RSIZQ) Beyond Sherwood Forest [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.8
(ID: B07GGMC5BL) Trilogy of Terror [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: 0803624034) Skills Videos to Accompany Wilkinson and Treas Fundamentals of Nursing, 2nd Edition | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B000MM1F28) Philadelphia Mob | Movies & TV > Featured Categories > DVD | Rating: 3.1
(ID: B09JQLDRWB) Cry Macho/The Mule (2 Film Bundle/DVD) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B07BLNRG3W) [Item: B07BLNRG3W] | Unknown | Rating: 4.7
(ID: B071HG59CK) NOVA: Poisioned Water | Movies & TV > Independently Distributed > Documentary | Rating: 4.3
(ID: B017JEBJFY) [Item: B017JEBJFY] | Unknown | Rating: 4.3
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00T9H5K6O) [Item: B00T9H5K6O] | Unknown | Rating: 4.6
(ID: B08WP27FG8) The Outpost Director's Cut 4K | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00GMV8ENQ) Ice Soldiers | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.4
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B01HNYL5GS) The Samurai Trilogy (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B086ZM95DN) Love and Mercy: Faustina | Drama > Documentary > Compelling | Rating: 4.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B015IVK1BS) [Item: B015IVK1BS] | Unknown | Rating: 4.5
(ID: B00BCB1JJW) National Lampoon's Vacation: 30th Anniversary (BD) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B006A26VQE) Alleged | Drama > Historical > Romance | Rating: 4.1
(ID: B00BP4VWL6) [Item: B00BP4VWL6] | Unknown | Rating: 4.8
(ID: B01M0E0E4K) [Item: B01M0E0E4K] | Unknown | Rating: 4.1
(ID: B0000EMY99) Karen Voight - YogaSculpt [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.4
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B000IMVE1E) Gonin: Volume 1 & 2 | Movies & TV > Featured Categories > DVD | 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."
}
|
B01N6YD753
|
[Item: B01N6YD753]
| 3
|
AFWSLHOAFHGBDKHBU3375K2ITVMQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Master Butchers Singing Club: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Harry's Trees: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Sam Houston | Books > History > Americas | Rating: 3.0
- Gabriel: A Poem | Books > Literature & Fiction > Poetry | Rating: 3.0
- But He Was Good to His Mother: The Lives and Crimes of Jewish Gangsters | Books > New, Used & Rental Textbooks > Humanities | Rating: 3.0
- Wrapped in the Flag: What I Learned Growing Up in America's Radical Right, How I Escaped, and Why My Story Matters Today | Books > Biographies & Memoirs > Historical | Rating: 4.0
### User's movies History:
- The Captive | Suspense > Drama > Bleak | Rating: 1.0
- [Item: B01347V50Y] | Unknown | Rating: 3.0
- [Item: B00I3MQNWG] | Unknown | Rating: 4.0
- BYE, BYE Braverman | Movies & TV > Studio Specials > Warner Home Video | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B01LTHKOCQ) The Young Lawyers - The DVD Edition (6 Discs) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B01N6INPQS) [Item: B01N6INPQS] | Unknown | Rating: 4.6
(ID: B016COIV6M) Tenspeed and Brown Shoe | Movies & TV > Disc on Demand | Rating: 3.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B0B6748X32) [Item: B0B6748X32] | Unknown | Rating: 3.0
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B0001IXT2M) A Little Snow Fairy Sugar - Special [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.0
(ID: B099X9TJHD) [Item: B099X9TJHD] | Unknown | Rating: 2.7
(ID: B0095R5RYI) [Item: B0095R5RYI] | Unknown | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B09GW4BTG7) [Item: B09GW4BTG7] | Unknown | Rating: 3.8
(ID: B001NVIZ9I) [Item: B001NVIZ9I] | Unknown | Rating: 4.8
(ID: B0094M4N9E) [Item: B0094M4N9E] | Unknown | Rating: 4.6
(ID: B0091J4G8S) [Item: B0091J4G8S] | Unknown | Rating: 4.7
(ID: B00DNLZQQQ) Thomas Kinkade Presents Holiday Collection (Christmas Lodge / Christmas Miracle) | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.7
(ID: B006MJZRCE) FOYLE'S WAR, SET 1 | Movies & TV > Movies | Rating: 4.6
(ID: B01DL3R73K) Beautiful Swimmers Revisited | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00IXYMDUU) THE SAINT FILMS COLLECTION - 4 DVD-R - 9 MOVIES | Movies & TV > Movies | Rating: 4.4
(ID: B00CTJK230) [Item: B00CTJK230] | Unknown | Rating: 3.1
(ID: B000GRUMRS) Deadfall | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B00AC66YIE) [Item: B00AC66YIE] | Unknown | Rating: 4.6
(ID: B000U76KKM) [Item: B000U76KKM] | Unknown | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B003Y5H53S) Rango | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B0001NBMDU) Raiders of the Sacred Stone | Movies & TV > Featured Categories > DVD | Rating: 2.7
(ID: B00XDBZW3S) Still Life | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.0
(ID: B0182ZZC98) [Item: B0182ZZC98] | Unknown | Rating: 3.9
(ID: B01IEN6RSI) Spider-Man::Five-Movie Collection [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B0050PZ5UA) The Flight of the Grey Wolf (The Wonderful World of Disney) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.7
(ID: B01HP5IFTA) Teen Mom 2, Season 6 | Movies & TV > Disc on Demand | Rating: 3.6
(ID: B00LCAP0AC) [Item: B00LCAP0AC] | Unknown | Rating: 4.2
(ID: B01K7IUDK6) Night of the Grizzly (Olive Signature) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B01LTI0EQQ) The Bells of St. Mary's | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B07VFVTNWF) [Item: B07VFVTNWF] | Unknown | Rating: 4.6
(ID: B004FM2EPS) American Experience: The Great Famine | Movies & TV > Independently Distributed > Documentary | Rating: 4.3
(ID: B001WAKPBG) New In Town (Widescreen Edition) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B005026PFM) [Item: B005026PFM] | Unknown | Rating: 2.7
(ID: B013XAAVBQ) [Item: B013XAAVBQ] | Unknown | Rating: 4.6
(ID: B000LOGY0K) Sassy Girl Chun-Hyang Korean Drama | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B001GMH8VA) National Lampoon's Stoned Age | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 4.2
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B014Y1MF12) [Item: B014Y1MF12] | Unknown | Rating: 3.1
(ID: B06XW46R4L) [Item: B06XW46R4L] | Unknown | Rating: 3.7
(ID: B005COLESQ) Lost Boys Collection (3FE) | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00000G3CK) Pi - Faith in Chaos | Movies & TV > Studio Specials > Lions Gate Home Entertainment | Rating: 4.4
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00AWE4DNE) Purge | Movies & TV > Featured Categories > DVD | Rating: 2.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B009JZTWPQ) [Item: B009JZTWPQ] | Unknown | Rating: 4.3
(ID: B008RKL1P8) [Item: B008RKL1P8] | Unknown | Rating: 4.8
(ID: B003AZDURC) Goal 3 - Taking On The World [DVD] [2009] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.7
(ID: B00018WMSE) Steam Trains [DVD] | Movies & TV > Boxed Sets > Documentary | Rating: 4.6
(ID: B07666645M) [Item: B07666645M] | Unknown | Rating: 1.9
(ID: B0002S65LI) Farscape - Season 1, Collection 1 (Starburst Edition) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B003H23KSM) Invisible Empire: A New World Order Defined | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B00004WGSB) The Awful Truth - The Complete First Season | Movies & TV > Docurama > Politics | Rating: 4.0
(ID: B00005Y706) Dark Obsession | Movies & TV > Genre for Featured Categories > Drama | Rating: 2.0
(ID: B072MJ57NS) Sullivan Entertainment Anne of Green Gables Blu-ray Set | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00F0DKHJQ) [Item: B00F0DKHJQ] | Unknown | Rating: 4.1
(ID: B0007YJGPY) Maximum Stretching Martial Arts-D | Movies & TV > Featured Categories > DVD | Rating: 2.6
(ID: 6300208591) La Dolce Vita [VHS] | Movies & TV > Art House & International > By Country | Rating: 4.6
(ID: B00BVMXBDO) Orphan Black: Season 1 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B000YBLHGQ) Adam Kadmon: The Guitar Grimoire - Chords and Voicings | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: 0679887660) Dr. Seuss - Green Eggs and Ham [VHS] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.3
(ID: B000B910KO) Martial Arts "Super Kicks for Fitness and Self-Defense" | Movies & TV > Independently Distributed > Sports | Rating: 4.4
(ID: B00K7N2T1S) The Booth at the End | Drama | Rating: 4.2
(ID: B004MNOH3C) Making a Painting Work: Figurescape in Oil with Ned Mueller | Movies & TV > Movies | Rating: 4.7
(ID: B00B47M96Q) [Item: B00B47M96Q] | Unknown | Rating: 4.5
(ID: B005F9QIIE) Uncle Nino - Family Friendly Version | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0001Y4JO8) Edith Piaf - A Passionate Life [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B001HUWQJK) Mystic Pizza / Say Anything (Double Feature) | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.9
(ID: B07KLCRTZV) Nothing is Truer Than Truth [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B001FXG1VI) China's First Emperor | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B092V95DHB) [Item: B092V95DHB] | Unknown | Rating: 3.8
(ID: B009RI1AL4) [Item: B009RI1AL4] | Unknown | Rating: 4.3
(ID: B0000A02VQ) Hard Bounty | Movies & TV > Genre for Featured Categories > Westerns | Rating: 3.5
(ID: B00XVRPVIA) Dig: Season 1 | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00I3MPZUW) [Item: B00I3MPZUW] | Unknown | Rating: 4.3
(ID: B07C6KBNC5) The Figurine | Suspense > Horror > Drama | Rating: 3.4
(ID: B000M9A1CG) Core Secrets' Upper Body Challenge | Movies & TV > Movies | Rating: 4.0
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B003D8T534) Choo Choo Trains...Close Up and Very Personal (No Dialog) | Special Interest | Rating: 4.6
(ID: B003U9UXPA) Wild Target [DVD] | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.4
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B0006IUE4S) The Prize Fighter | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B0083IJKUW) [Item: B0083IJKUW] | Unknown | Rating: 4.9
(ID: B08FBHZCJ8) [Item: B08FBHZCJ8] | Unknown | Rating: 4.6
(ID: 6305701245) The Saphead | Movies & TV > Classics > Silent Films | Rating: 4.1
(ID: B004XT840M) Green Card Tour: Live From the O2 Arena | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B0002Z3OQU) Battling for Baby (Feature Films for Famiies Version) [VHS] | Movies & TV > Featured Categories | Rating: 4.6
(ID: B003ULSS96) [Item: B003ULSS96] | Unknown | Rating: 4.4
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B09JSVJC51) [Item: B09JSVJC51] | Unknown | Rating: 4.5
(ID: B00JEEZSF0) Leave the World Behind | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00023B1LM) The Bourne Identity | Movies & TV > Studio Specials > Universal Studios Home Entertainment | 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."
}
|
B01J4SRJFW
|
[Item: B01J4SRJFW]
| 5
|
AG7P24QLMVZBV3WD22JANHMA4XQA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- An Absolutely Remarkable Thing: A Novel | Audible Books & Originals > Science Fiction & Fantasy > Fantasy | Rating: 1.0
- The Priory of the Orange Tree (The Roots of Chaos) | Books > LGBTQ+ Books > Literature & Fiction | Rating: 2.0
- The Third Hotel: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Morning Star (Red Rising Series) | Books > Literature & Fiction > Action & Adventure | Rating: 3.0
- Elantris | Books > Science Fiction & Fantasy > Fantasy | Rating: 3.0
- The Girl in the Spider's Web: A Lisbeth Salander novel, continuing Stieg Larsson's Millennium Series | Books > Mystery, Thriller & Suspense > Mystery | Rating: 1.0
- The Name of the Wind | Books > Science Fiction & Fantasy > Fantasy | Rating: 3.0
- Divergent (Divergent Series, 1) | Books > Teen & Young Adult > Literature & Fiction | Rating: 2.0
- A Dance with Dragons (A Song of Ice and Fire) | Books > Literature & Fiction > Action & Adventure | Rating: 2.0
### User's movies History:
- [Item: B07DFCM2W8] | Unknown | Rating: 2.0
- The Hobbit: An Unexpected Journey | Drama > Action > Ambitious | Rating: 2.0
- [Item: B00I2X7X7K] | Unknown | Rating: 2.0
- [Item: B00LPRKH5U] | Unknown | Rating: 1.0
- The Increasingly Poor Decisions of Todd Margaret: Season 1 | Movies & TV > Featured Categories > DVD | Rating: 1.0
- [Item: B00L86ZKAK] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B09KDJYXPH) [Item: B09KDJYXPH] | Unknown | Rating: 4.2
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B01D8EKGYO) [Item: B01D8EKGYO] | Unknown | Rating: 4.3
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: 6304718659) Televoid | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.9
(ID: B006P4GSLK) Counting Backwards | Comedy > Romance | Rating: 3.3
(ID: B00006AUHK) Casper and Wendy's Ghostly Adventures | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.0
(ID: B08Q8DZ3P8) [Item: B08Q8DZ3P8] | Unknown | Rating: 3.6
(ID: B09Q61GL9W) [Item: B09Q61GL9W] | Unknown | Rating: 3.3
(ID: B00EBH1548) [Item: B00EBH1548] | Unknown | Rating: 3.8
(ID: B003ZK1736) The War of the Worlds: A Historical Perspective of the H.G. Wells Classic Book | Movies & TV > Featured Categories > DVD | Rating: 2.8
(ID: B08GLP1PDT) Yellowstone: The First Three Seasons Limited Edition Gift Set | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B000E3725Y) HAWAII'S LOST RICHES | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.6
(ID: B007QIDF4C) [Item: B007QIDF4C] | Unknown | Rating: 3.6
(ID: B004P3ENNS) Tennessee's Partner Widescreen Edition | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.4
(ID: B000MRNWL0) Charge of the Model T's [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.8
(ID: B08BSX2ZZ8) [Item: B08BSX2ZZ8] | Unknown | Rating: 4.5
(ID: B075FP4ZWY) [Item: B075FP4ZWY] | Unknown | Rating: 3.3
(ID: B0007MANZI) Texas | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.2
(ID: B001QIRSFK) One Garden, Two Looks: Season 1 | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.4
(ID: B0013NAOZO) Studio: Hip Hop Task Force, Vol. II | Movies & TV > Independently Distributed > Drama | Rating: 3.8
(ID: B071FQB63G) DCU: Batman and Harley Quinn (4K UHD/BD) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B001KP2Y5S) Lucky Star, Vol. 5 Limited Edition | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.9
(ID: B002KQD66C) Assassination of a High School President | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.1
(ID: B00ETB0CZY) [Item: B00ETB0CZY] | Unknown | Rating: 4.1
(ID: B006WS8QPU) His Majesty O'Keefe | Adventure > Action | Rating: 4.2
(ID: B00HUZ8ZM8) The Art and Philosophy of Producing Quality Pork Products | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.7
(ID: B001L2DTQI) [Item: B001L2DTQI] | Unknown | Rating: 4.3
(ID: B0006Q93EW) The Inspector Alleyn Mysteries, Set 1 | Movies & TV > BBC > All BBC Titles | Rating: 4.5
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B006VY8D1C) Cowboys & Indians | Movies & TV > Genre for Featured Categories > Westerns | Rating: 3.2
(ID: B06XHBQGGW) [Item: B06XHBQGGW] | Unknown | Rating: 4.5
(ID: B003I7EYFY) [Item: B003I7EYFY] | Unknown | Rating: 4.8
(ID: B07WGW4ZKN) [Item: B07WGW4ZKN] | Unknown | Rating: 4.8
(ID: B0009OUBAQ) A Touch of Frost: Seasons 7 & 8 | Movies & TV > Boxed Sets > Mystery & Suspense | Rating: 4.7
(ID: B00RYZFMWU) How to Beat the High Cost of Living | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B000OBYLVO) [Item: B000OBYLVO] | Unknown | Rating: 4.8
(ID: B00HD6VDHI) Line of Duty | Suspense > Action > Exciting | Rating: 3.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B089LJK24W) [Item: B089LJK24W] | Unknown | Rating: 4.5
(ID: B086QCP92P) [Item: B086QCP92P] | Unknown | Rating: 4.1
(ID: B09KHGJDYW) [Item: B09KHGJDYW] | Unknown | Rating: 4.7
(ID: B01AUM7QP4) [Item: B01AUM7QP4] | Unknown | Rating: 4.6
(ID: B017JCPPQK) [Item: B017JCPPQK] | Unknown | Rating: 3.0
(ID: B0000B3FDE) Teenage Mutant Ninja Turtles - The Way of Invisibility (Volume 3) [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B01J28CPD0) Charlie Brown's All-Stars 50th Anniversary Deluxe Edition | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: 6303203345) Running Man [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B07XW5WSL1) Farscape - Full Series (1-4) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B01LTHNNGK) Strictly Business | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B00FM4S7KO) MKNIGHTS: WOLVERINE VS SABRETOOTH | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B004CSKD12) Budrus | Movies & TV > Movies | Rating: 4.7
(ID: B07DVZS1XG) Deconstructing The Beatles' Sgt. Pepper | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B00KQFPG0I) Kevin Hart - Seriously Funny | Comedy > Coarse | Rating: 4.7
(ID: B007WGDC7I) Eastbound & Down: Season 3 | Movies & TV > HBO > All HBO Titles | Rating: 4.7
(ID: B00284BV5Y) Dr. Bronner's Magic Soapbox | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B005R9U7R0) [Item: B005R9U7R0] | Unknown | Rating: 4.4
(ID: B0065TAHA8) Slave Hunter (Chuno) - Korean Drama (6 DVD) All Region with English Subtitles | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B08R94DKKR) RuPaul's Drag Race | Unscripted | Rating: 4.8
(ID: B000P2XNDO) Maui Pilates: Abs Made Easy | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.4
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0007KIFM8) Go! Exercise With the Teletubbies [DVD] | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.4
(ID: B00083FZFY) Major Dundee (The Extended Version) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B00MQ2X7UU) One Piece Collection: Box One - Episodes 1-103 (Amazon Exclusive) | Movies & TV > Movies | Rating: 4.4
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00CQTGSY0) Friends: The Complete Series | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B009L4DSVY) Mother Is A Freshman | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B082JP6V6G) The Hunt for Red October Collector's Edition Steelbook [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: 6301628497) The Twilight Zone: Steel/ Game of Pool VHS | Movies & TV > Genre for Featured Categories > Horror | Rating: 5.0
(ID: B00503BPF6) [Item: B00503BPF6] | Unknown | Rating: 4.1
(ID: B00J9W4AWE) Sam & Cat | Movies & TV > Paramount Home Entertainment | Rating: 4.7
(ID: 0767812395) Full of Life | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B010X3MV78) [Item: B010X3MV78] | Unknown | Rating: 4.8
(ID: 0780622650) Lost in Space | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.5
(ID: B003EAGL5Q) [Item: B003EAGL5Q] | Unknown | Rating: 4.5
(ID: B07239GRJ1) [Item: B07239GRJ1] | Unknown | Rating: 3.5
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: 630192827X) Pelle the Conqueror [VHS] | Movies & TV > Art House & International > By Country | Rating: 4.6
(ID: B0085EBKRU) Heart of a Dragon | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B00SX74RHO) [Item: B00SX74RHO] | Unknown | Rating: 4.8
(ID: B00A4WBB4S) Powder River Rustlers | Drama > Western > Action | Rating: 4.1
(ID: B00004XPQM) Final Destination [VHS] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.6
(ID: B01BKYXVO6) [Item: B01BKYXVO6] | Unknown | Rating: 4.8
(ID: B00004STJD) The Dinner Game VHS | Movies & TV > Art House & International > By Country | Rating: 4.7
(ID: B002XAHUBW) Spinning - 4 DVD Set: Spin & Slim Express, Spin & Burn, Spin & Sculpt, Cardio Spin | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.2
(ID: B01JNJK44K) [Item: B01JNJK44K] | Unknown | Rating: 4.5
(ID: B08274C6MZ) [Item: B08274C6MZ] | Unknown | Rating: 4.7
(ID: B00G05AFTK) [Item: B00G05AFTK] | Unknown | Rating: 4.3
(ID: B006TJQSCK) Ukulele: A Beginning Method by Daniel Ho | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B007202W1G) [Item: B007202W1G] | Unknown | Rating: 4.1
(ID: B07G8QFJ2T) [Item: B07G8QFJ2T] | Unknown | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B07MC19L22) [Item: B07MC19L22] | Unknown | Rating: 4.2
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00FGAPX74) [Item: B00FGAPX74] | Unknown | 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."
}
|
B086QCP92P
|
[Item: B086QCP92P]
| 2
|
AFMD3SK6UPKI3XXNU3UCHCWWFIGA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The GayBCs | Books > Children's Books > Growing Up & Facts of Life | Rating: 1.0
- Building a Bridge to the 18th Century: How the Past Can Improve Our Future | Books > History > World | Rating: 5.0
- Star Wars: Dark Disciple | Books > Literature & Fiction > Action & Adventure | Rating: 1.0
- Star Wars: Darth Maul: Son of Dathomir | Books > Comics & Graphic Novels > Graphic Novels | Rating: 1.0
- Turmoil in the Toybox | Unknown | Rating: 5.0
- Star Wars: Darth Maul, Shadow Hunter (Star Wars - Legends) | Books > Literature & Fiction > Action & Adventure | Rating: 5.0
- Star Wars: The Wrath of Darth Maul | Books > Children's Books | Rating: 2.0
- The Clone Wars (Star Wars) | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Star Wars: An Imperial Commando Novel, 501st (Star Wars: Imperial Commando - Legends) | Books > Science Fiction & Fantasy > Science Fiction | Rating: 4.0
### User's movies History:
- [Item: B01M06C7CJ] | Unknown | Rating: 1.0
- [Item: B00KG2TWM4] | Unknown | Rating: 1.0
- [Item: B006RXQA5I] | Unknown | Rating: 1.0
- Xtro [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 5.0
- Titan A.E. (Special Edition) [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.0
- Coraline | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 5.0
- Grave Encounters 2 | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.0
- Grave Encounters | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 2.0
- Dark Night of the Scarecrow | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 5.0
- Lady Snowblood (Collector's Boxed Set) [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000KE44J4) Dallas | Movies & TV > Movies | Rating: 4.5
(ID: B00004W45H) Wirey Spindell [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B005KGPBM6) [Item: B005KGPBM6] | Unknown | Rating: 4.4
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B001CU7KUA) History -- Ship Ablaze: The General Slocum | Movies & TV > Educational | Rating: 5.0
(ID: B075RK5TPW) [Item: B075RK5TPW] | Unknown | Rating: 4.6
(ID: B00004Y7FB) Full Tilt Boogie VHS | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.1
(ID: B071SGYD2N) [Item: B071SGYD2N] | Unknown | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B001QA49X2) Generation RX | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.9
(ID: B001M5U7ZU) Futurama Movies Collection | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B000WTVZ3U) The Real Dirt on Farmer John | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.2
(ID: B00004WI5P) On the Beach [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B087SFLJ7D) Band of Brothers + The Pacific (BD) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.9
(ID: B0855R5QL9) [Item: B0855R5QL9] | Unknown | Rating: 4.5
(ID: B001QXWFMQ) Eye of the Phoenix - Secrets of the Dollar Bill | Movies & TV > Independently Distributed > Documentary | Rating: 4.5
(ID: B01H3KUHNY) HEE HAW SALUTE | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B006LG7EMY) [Item: B006LG7EMY] | Unknown | Rating: 4.7
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B086DBVSD2) [Item: B086DBVSD2] | Unknown | Rating: 4.2
(ID: B07FKCFZLL) [Item: B07FKCFZLL] | Unknown | Rating: 4.6
(ID: B007X1K478) The Jungle Bunch: The Movie [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B0002V7U0U) Leap Frog - Talking Words Factory 2 - Code Word Caper | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B00DOWMF68) [Item: B00DOWMF68] | Unknown | Rating: 4.5
(ID: B00KPP6R9S) 24: Live Another Day | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B01F08XCIS) Hello, My Name Is Doris | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.3
(ID: B018IDVB5S) 13 Hours: The Secret Soldiers of Benghazi | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.8
(ID: B00936A1ZG) Promise (1986) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B0BW3418DF) Scream 6 Steelbook | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B01MSDH3BL) Clip: Cut the Rope - Om Nom Stories | Comedy > Animation > Adventure | Rating: 3.9
(ID: B000V6LT6W) The Revenge Of The Teenage Vixens From Outer Space [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.7
(ID: B00WGHOM6I) Scooby-Doo! & KISS: Rock & Roll Mystery (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B017SWK02A) The Affair: Season 2 | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.6
(ID: B07XZ92BV1) [Item: B07XZ92BV1] | Unknown | Rating: 4.1
(ID: B002QXT7XK) Stargate Universe | Science Fiction > Drama > Adventure | Rating: 4.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: 630124494X) Inside Moves [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B00JXD1HWA) [Item: B00JXD1HWA] | Unknown | Rating: 3.9
(ID: B00UESRYS4) [Item: B00UESRYS4] | Unknown | Rating: 4.3
(ID: B000GG4XR4) Chopper Madness // Bikers USA | Movies & TV > Boxed Sets > Documentary | Rating: 3.3
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00KG41GO4) [Item: B00KG41GO4] | Unknown | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B001LF369U) Learning Biblical Hebrew | Movies & TV > Disc on Demand | Rating: 2.5
(ID: B000MQEK94) Invasion [DVD] Luke Perry, Kim Cattrall, Rebecca Gayheart | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.2
(ID: B0006HBJI4) Amazing Children [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 5.0
(ID: B006A9XTT4) Mandrill [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B00Q89MLHW) Watchers of the Sky | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B004CZZZGS) The Long Haul | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B001037UZ4) Alien vs. Predator: The Ultimate Showdown DVD Collector's Set (15 discs including 2-Disc sets of Alien, Aliens, Aliens 3, Alien: Resurrection, Predator, Predator 2 and Alien vs. Predator + Bonus Disc, Comic Book, 2 Movie Tickets to Alien vs. Predator 2 + Lighted Figures) | Movies & TV > Movies | Rating: 4.1
(ID: B00ILAWK4K) The Jeffersons: Season 2 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B009MTUBHW) Godzilla Against Mechagodzilla | Science Fiction > Ambitious > Futuristic | Rating: 4.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B0B8RP4J3C) [Item: B0B8RP4J3C] | Unknown | Rating: 3.9
(ID: B08282DG9C) [Item: B08282DG9C] | Unknown | Rating: 4.2
(ID: B0014C0BMU) [Item: B0014C0BMU] | Unknown | Rating: 4.7
(ID: B07VXY2WT2) [Item: B07VXY2WT2] | Unknown | Rating: 3.6
(ID: B071P5JKNR) [Item: B071P5JKNR] | Unknown | Rating: 2.9
(ID: B06ZXXGTSS) The Sense of an Ending [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B008YUHQ3M) Harry Potter & The Deathly Hallows: Part 2 (Blu-ray 3D) [3D Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.9
(ID: B001F7Q4KW) Magic Cellar vol. 1 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B00NF8EPLY) Donnie Yen 3 Movie Collection - Special ID / Legend of the Fist / Flash Point | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.5
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B002Y272QW) Trial Skills Live - Mock Trial Video Series | Movies & TV > Disc on Demand | Rating: 2.7
(ID: B0090XPGUM) Myrna Loy & William Powell Collection | Movies & TV > Boxed Sets > Comedy | Rating: 4.5
(ID: B01KPKR3NQ) [Item: B01KPKR3NQ] | Unknown | Rating: 4.8
(ID: B005GO3U2K) [Item: B005GO3U2K] | Unknown | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B07W94KRXX) Defiance (The Complete Seasons 1-3) (Blu-ray) | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: B013BB3T02) Dark Clouds Over Elberton: The True Story of the Georgia Guidestones | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.2
(ID: B071G9G1LR) [Item: B071G9G1LR] | Unknown | Rating: 4.3
(ID: B01K5HWFNM) Sherlock: Season Four [DVD] | Movies & TV > BBC > All BBC Titles | Rating: 4.8
(ID: B004K67USK) [Item: B004K67USK] | Unknown | Rating: 4.5
(ID: B0071EKJWM) The Flying Serpent | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00ERQAU3K) [Item: B00ERQAU3K] | Unknown | Rating: 4.2
(ID: B07NCLNYXQ) Ride with Norman Reedus | Unknown | Rating: 4.8
(ID: B00HXM8W3K) Sweetwater (blu ray + dvd) | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B000JLSLZG) Excalibur | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.7
(ID: B07BQLK1WW) The China Hustle | Documentary > Cerebral > Compelling | Rating: 4.3
(ID: B00005IAQK) The Eighth Happiness | Movies & TV > Genre for Featured Categories > Comedy | Rating: 5.0
(ID: B00000K0DP) Carnal Knowledge | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B006OV5D56) [Item: B006OV5D56] | Unknown | Rating: 4.4
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B07HQZMZT2) [Item: B07HQZMZT2] | Unknown | Rating: 3.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00000ICHI) The Brave Little Toaster To the Rescue VHS | Movies & TV > Disney Home Video > By Age | Rating: 4.7
(ID: B000FT1HYE) Divining the Human: The Cathedral Tapestries of John Nava | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.0
(ID: B07958V872) [Item: B07958V872] | Unknown | Rating: 3.6
(ID: 6300213161) Star Trek - The Original Series, Episode 12: Miri VHS | Movies & TV > Science Fiction & Fantasy | Rating: 3.7
(ID: B00DBTFD0O) [Item: B00DBTFD0O] | Unknown | Rating: 4.7
(ID: B009MP1HTM) The Avengers [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: 1932529128) Accepting The Challenge: Providing The Best Care For People With Dementia | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.2
(ID: B01I2BGZ4I) [Item: B01I2BGZ4I] | Unknown | Rating: 4.1
(ID: B00ZY0ZLFK) [Item: B00ZY0ZLFK] | Unknown | Rating: 2.3
(ID: B01DFODO3C) [Item: B01DFODO3C] | Unknown | Rating: 2.3
(ID: B088N8HNQ8) [Item: B088N8HNQ8] | Unknown | Rating: 3.5
]
## 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."
}
|
B0BW3418DF
|
Scream 6 Steelbook
| 1
|
AGAX5LLAB4C35EEMCYKTRXTORTPQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Earth (Second Edition) | Books > Science & Math > Earth Sciences | Rating: 5.0
- Better Homes and Gardens You Can Can: A Guide to Canning, Preserving, and Pickling (Better Homes and Gardens Crafts) | Books > Cookbooks, Food & Wine > Kitchen Appliances | Rating: 3.0
- Carving Grand Canyon: Evidence, Theories, and Mystery | Books > Science & Math > Earth Sciences | Rating: 5.0
- The Road to Ruin: The Global Elites' Secret Plan for the Next Financial Crisis | Books > Politics & Social Sciences > Politics & Government | Rating: 4.0
- Lonely Planet Grand Canyon National Park (National Parks) | Books > Sports & Outdoors > Winter Sports | Rating: 3.0
- The Food Lab: Better Home Cooking Through Science | Books > Best Books of 2015 > Editors' Holiday Gift Picks | Rating: 5.0
- The Neglected Sun: How the Sun Precludes Climate Catastrophe (Independent Minds) | Books > Science & Math > Earth Sciences | Rating: 2.0
- Cold Sun | Books > Science & Math | Rating: 1.0
### User's movies History:
- [Item: B07SGG438F] | Unknown | Rating: 5.0
- Understanding Investments | Special Interest | Rating: 1.0
- Snoop Sisters Complete Series | Movies & TV > Featured Categories > DVD | Rating: 5.0
- [Item: B00BXKHFCM] | Unknown | Rating: 5.0
- Weekend at Bernie's | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 5.0
- Weekend at Bernie's II | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 2.0
- Agatha Christie's Poirot: Complete Cases Collection | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 5.0
- Mama's Family: The Complete Collection | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Inside Planet Earth | Movies & TV > Featured Categories > DVD | Rating: 2.0
- Cosmos: A Spacetime Odyssey | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B085HYQRFJ) [Item: B085HYQRFJ] | Unknown | Rating: 3.9
(ID: B00FC3HA12) Gran Hotel - Complete Series | Movies & TV > TV | Rating: 4.2
(ID: B01BEI3T1S) [Item: B01BEI3T1S] | Unknown | Rating: 4.4
(ID: B01M03B6MJ) [Item: B01M03B6MJ] | Unknown | Rating: 3.3
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B09F8Y7PQW) Raging Fire | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B07662DBVZ) The Monkeys Paw | Suspense > Horror > Bleak | Rating: 3.8
(ID: B0742NR3CT) [Item: B0742NR3CT] | Unknown | Rating: 4.3
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B0B8K22ZBJ) Dio: Dreamers Never Die | Documentary > Music Videos and Concerts | Rating: 4.9
(ID: B0050QNO7K) The Haunted | Movies & TV > TV | Rating: 4.7
(ID: B00IAKM14U) [Item: B00IAKM14U] | Unknown | Rating: 4.0
(ID: B00CXL8LKA) [Item: B00CXL8LKA] | Unknown | Rating: 3.7
(ID: B074WGS35F) [Item: B074WGS35F] | Unknown | Rating: 3.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B009XEO758) The Complete Space:1999 Megaset: 30th Anniversary Edition | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B01MRWTTOJ) [Item: B01MRWTTOJ] | Unknown | Rating: 4.0
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B001KYZINO) [Item: B001KYZINO] | Unknown | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: 1531709478) Finding Your Roots, Season 5 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00004W22B) East-West VHS | Movies & TV > Art House & International > By Country | Rating: 4.4
(ID: B07P83YW8H) [Item: B07P83YW8H] | Unknown | Rating: 4.7
(ID: B07HLHT7D3) [Item: B07HLHT7D3] | Unknown | Rating: 3.1
(ID: B000Y4CHOY) [Item: B000Y4CHOY] | Unknown | Rating: 4.0
(ID: B00M115BDM) Real World: Explosion | Movies & TV > MTV > Reality TV | Rating: 4.0
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0015RRNEI) National Archives WWII: In Color | Movies & TV > Independently Distributed > Documentary | Rating: 3.4
(ID: B002RPR6NU) [Item: B002RPR6NU] | Unknown | Rating: 4.6
(ID: B002HGVU8G) [Item: B002HGVU8G] | Unknown | Rating: 4.6
(ID: B00SOFF2NS) [Item: B00SOFF2NS] | Unknown | Rating: 4.2
(ID: B009HND5D0) [Item: B009HND5D0] | Unknown | Rating: 4.8
(ID: B016ABHP6Y) A Touch of Larceny [ NON-USA FORMAT, PAL, Reg.0 Import - Italy ] | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B01G9LRE34) [Item: B01G9LRE34] | Unknown | Rating: 4.3
(ID: B0002KQNL8) Return of the Living Dead 2 (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B009ENID1W) [Item: B009ENID1W] | Unknown | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B07DS8M656) Feel Good Fusion with Jessica Smith: Barefoot Cardio, Strength, Pilates, Barre and Yoga Mix DVD, Fat Burning, Sculpting, Toning Low Impact Exercise (No Floor Work) | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.6
(ID: B08DSX4W87) [Item: B08DSX4W87] | Unknown | Rating: 4.7
(ID: B07KLQRNB8) The Land Before Time [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00T1ZKSRU) Alfred Hitchcock: Master of Suspense | Documentary > Special Interest > Compelling | Rating: 3.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00CFNXTGC) Timmy Time | Comedy > Animation > Kids | Rating: 4.6
(ID: B07P7WLZTM) JOHN POTOTSCHNIK: PAINT UNLIMITED COLOR WITH A LIMITED PALETTE - BOOK/DVD COMBO | Movies & TV > Movies | Rating: 3.2
(ID: 6300268047) Executive Action | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.6
(ID: B00061UHX8) Faerie Tale Theatre - Hansel and Gretel [DVD] | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.6
(ID: B008KJZJT0) The Nutcracker [Blu-ray] / American Ballet Theatre, Baryshnikov | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00BTYPKKG) [Item: B00BTYPKKG] | Unknown | Rating: 4.2
(ID: B086PK8ZL4) [Item: B086PK8ZL4] | Unknown | Rating: 4.1
(ID: B00P89B2EQ) Hercules | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B00XPRI28W) [Item: B00XPRI28W] | Unknown | Rating: 3.7
(ID: 1929082568) The Final Voyage of the Ticonderoga | Movies & TV > Movies | Rating: 4.5
(ID: B078HT8NHB) [Item: B078HT8NHB] | Unknown | Rating: 3.2
(ID: B08LZT44DR) [Item: B08LZT44DR] | Unknown | Rating: 4.8
(ID: B08KGVCQQS) [Item: B08KGVCQQS] | Unknown | Rating: 4.8
(ID: B078H36G9T) [Item: B078H36G9T] | Unknown | Rating: 4.3
(ID: B002VECMBI) Up in the Air [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B017V6UH2G) [Item: B017V6UH2G] | Unknown | Rating: 4.5
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00OXMXSUK) Silent Witness | Suspense > Drama | Rating: 4.4
(ID: B00AAKKQQ8) [Item: B00AAKKQQ8] | Unknown | Rating: 4.6
(ID: B004LX0LF6) Let There Be Light (1946) | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.1
(ID: B07J65XYFH) [Item: B07J65XYFH] | Unknown | Rating: 3.2
(ID: B00YJFYYXG) [Item: B00YJFYYXG] | Unknown | Rating: 2.9
(ID: B0021QKQF0) [Item: B0021QKQF0] | Unknown | Rating: 4.6
(ID: B0084SDXYU) [Item: B0084SDXYU] | Unknown | Rating: 4.7
(ID: B0007TKP0Y) Starcom : The Search For Aliens 3 Episodes | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B084DH5NK3) Blumhouses Fantasy Island | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.0
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B01JHDOH72) [Item: B01JHDOH72] | Unknown | Rating: 4.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B000HZGOC6) [Item: B000HZGOC6] | Unknown | Rating: 4.8
(ID: B00DC5JZTW) Death in Paradise: Season 2 | Movies & TV > BBC > All BBC Titles | Rating: 4.9
(ID: B0875Y5DDX) [Item: B0875Y5DDX] | Unknown | Rating: 4.3
(ID: B0000633QV) Hard Lessons [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.3
(ID: B08H8SXFWH) [Item: B08H8SXFWH] | Unknown | Rating: 3.3
(ID: B00009B8FW) Strangers With Candy - Season One | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B001NOQ8GM) Keli Roberts: 30 Minutes To Fit-Flexibility For The Inflexable [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.2
(ID: B079TS7794) Miss Saigon.: 25 Anniversary Performance in London [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B07ZLQ7RCB) [Item: B07ZLQ7RCB] | Unknown | Rating: 1.0
(ID: B00FE5N09Y) How I Met Your Mother: The Complete Series | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B004QF722O) Yellowstone | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: 6303106773) Convicts VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.8
(ID: B004R10N6O) [Item: B004R10N6O] | Unknown | Rating: 4.5
(ID: B00359CJBQ) [Item: B00359CJBQ] | Unknown | Rating: 4.3
(ID: B004R0MF3Y) Apt Pupil | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: 6302713145) Stacy Cleans Up Shining Time Station Volume 1 VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B000M2E32C) The George Eliot Collection (Middlemarch / Daniel Deronda / Silas Marner / Adam Bede / The Mill on the Floss) | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00JMF4SCA) La Wally | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.0
(ID: B006MIY0R8) Midsomer Murders Club Set 7 | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.1
(ID: B006I07F36) [Item: B006I07F36] | Unknown | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B0B6V5JFYY) [Item: B0B6V5JFYY] | Unknown | Rating: 4.6
(ID: B00979KQ4U) Capote [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B002WNU0QM) The Prince & Me: The Elephant Adventure | Movies & TV > Independently Distributed > Drama | Rating: 4.1
(ID: B01CHBT0AA) [Item: B01CHBT0AA] | Unknown | Rating: 4.5
(ID: B002MGK1CC) [Item: B002MGK1CC] | Unknown | 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."
}
|
B00DC5JZTW
|
Death in Paradise: Season 2
| 2
|
AFR7IBORLV2CCEKEXV2TH6NJ6H6A
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Rick Steves Snapshot Madrid & Toledo | Books > Travel > Europe | Rating: 5.0
- The Naval Institute Guide to Combat Fleets of the World, 16th Edition: Their Ships, Aircraft, and Systems | Books > History > Military | Rating: 4.0
- Japanese Battleships, 1897–1945: A Photographic Archive | Books > History > Asia | Rating: 3.0
- Aircraft of World War I 1914-1918 (Essential Identification Guide) | Books > History > Military | Rating: 4.0
- Armored Attack 1944: U. S. Army Tank Combat in the European Theater from D-Day to the Battle of Bulge | Books > History > Military | Rating: 2.0
- American Raiders: The Race to Capture the Luftwaffe s Secrets | Books > History > Military | Rating: 3.0
### User's movies History:
- Lucy [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 2.0
- Zero Dark Thirty (Blu-ray/DVD Combo) | Movies & TV > Blu-ray > Movies | Rating: 5.0
- The Bourne Legacy [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.0
- Outland | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.0
- Hanna [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.0
- Harry Potter: Complete 8-Film Collection | Movies & TV > Blu-ray > Movies | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B008CJAXRG) UCHU SENKAN YAMATO 2199 3(BLU-RAY+BOOKLET) | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B0002JP4FA) Blue's Clues - Bluestock [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B01LTHYDZK) Almost Christmas [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B0135ZPOF2) Lady Peacock | Comedy > LGBTQ > Romance | Rating: 3.4
(ID: B00P2988SU) [Item: B00P2988SU] | Unknown | Rating: 3.3
(ID: 630273486X) Star Trek: The Movie Collection (6pc) | Movies & TV > Boxed Sets > Sci-Fi & Fantasy | Rating: 4.6
(ID: B08NSTBD1Q) [Item: B08NSTBD1Q] | Unknown | Rating: 4.5
(ID: B09P4DKC52) [Item: B09P4DKC52] | Unknown | Rating: 3.4
(ID: B01F7OY1Q2) [Item: B01F7OY1Q2] | Unknown | Rating: 4.4
(ID: 630522577X) My Fair Lady | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B08K3PLFVL) [Item: B08K3PLFVL] | Unknown | Rating: 5.0
(ID: B06XNXPDTJ) Bitcoin Rebellion - the Beginning | Special Interest | Rating: 3.6
(ID: B00080ZG1A) The Aviator (2-Disc Full Screen Edition) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B01KPF0LDK) Z Nation | Science Fiction > Comedy > Drama | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B008OIUCNA) [Item: B008OIUCNA] | Unknown | Rating: 3.0
(ID: B005SEKTGS) [Item: B005SEKTGS] | Unknown | Rating: 4.7
(ID: B09B68R291) [Item: B09B68R291] | Unknown | Rating: 4.7
(ID: B00P84S7MG) [Item: B00P84S7MG] | Unknown | Rating: 4.5
(ID: B0012GVMIK) Midnight (Universal Cinema Classics) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B0000AR8NW) The Essence of Flycasting II and The Essence of Spey Casting | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B01LC0MR98) [Item: B01LC0MR98] | Unknown | Rating: 3.9
(ID: B00P0DMYWY) Winter in the Blood | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B00O9K6ESE) Lust for Life (BD) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B007QJ84QU) The Duchess of Duke Street | Drama | Rating: 4.3
(ID: B013C6ORWA) Killer Workout | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B09RQY4687) [Item: B09RQY4687] | Unknown | Rating: 5.0
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00F2CYVG0) [Item: B00F2CYVG0] | Unknown | Rating: 4.9
(ID: B000BJS4L2) Viva La Bam: Complete Seasons 4 & 5 Uncensored | Movies & TV > MTV > Reality TV | Rating: 4.8
(ID: B007VQGZOQ) [Item: B007VQGZOQ] | Unknown | Rating: 4.1
(ID: B076GRCX9K) Hoopla Halloween - Halloween Songs for Kids | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B000TDZQCK) [Item: B000TDZQCK] | Unknown | Rating: 4.4
(ID: B018J17PM2) [Item: B018J17PM2] | Unknown | Rating: 4.1
(ID: B002NWRS80) [Item: B002NWRS80] | Unknown | Rating: 4.2
(ID: B001LGFFJ8) Oedipus | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B07NJ1Q4B7) [Item: B07NJ1Q4B7] | Unknown | Rating: 4.2
(ID: B004COXZQQ) [Item: B004COXZQQ] | Unknown | Rating: 4.6
(ID: B006MNH0DO) [Item: B006MNH0DO] | Unknown | Rating: 4.7
(ID: B076CPZ2TH) [Item: B076CPZ2TH] | Unknown | Rating: 5.0
(ID: B005QRONEQ) Day of Wrath | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B011Q8F1Q2) Batman: Season 3 | Movies & TV > Boxed Sets > Action & Adventure | Rating: 4.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B083N7DDBR) [Item: B083N7DDBR] | Unknown | Rating: 4.2
(ID: B07982VYTN) [Item: B07982VYTN] | Unknown | Rating: 4.9
(ID: B003MRNLPY) Bomber | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.3
(ID: B0037YGW58) [Item: B0037YGW58] | Unknown | Rating: 1.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00317KV08) ALL IN - KOREAN DRAMA 8 DVDs. All Region w/ENGLISH SUBTITLES | Movies & TV > Movies | Rating: 4.5
(ID: B086QL4HRN) [Item: B086QL4HRN] | Unknown | Rating: 4.1
(ID: B00OSQ6HAE) [Item: B00OSQ6HAE] | Unknown | Rating: 3.8
(ID: 1629971693) The Everyday Gourmet: Rediscovering the Lost Art of Cooking | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.5
(ID: B006WH4CEA) [Item: B006WH4CEA] | Unknown | Rating: 4.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00HTJ6OW8) [Item: B00HTJ6OW8] | Unknown | Rating: 4.6
(ID: B001UV4XUG) (500) Days of Summer | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B000065K8D) Thomas and the Magic Railroad | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B01BYXQHNK) [Item: B01BYXQHNK] | Unknown | Rating: 3.4
(ID: B01I2A76Z6) [Item: B01I2A76Z6] | Unknown | Rating: 4.1
(ID: B00678244E) Boondock Saints & Boondock Saints 2 (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B07GN4QG3S) [Item: B07GN4QG3S] | Unknown | Rating: 4.7
(ID: B07PWJTSCX) [Item: B07PWJTSCX] | Unknown | Rating: 4.8
(ID: B00004W220) Screw Loose | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.3
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B01LBIRG2Y) Battle of the Sexes (1960) | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B004H83INW) Friday 1-3 Collection | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B0000E6XDT) National Geographic: Inside Special Forces | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B00HI9QGGS) Home | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.1
(ID: B00LYY3DFU) Sideways | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B000J10F7I) Initial D: First Stage: Season 1 [DVD] | Movies & TV > Boxed Sets > Action & Adventure | Rating: 4.7
(ID: B00005JKTE) Charlotte Gray [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0001IM9AK) Big Red [Region 2] | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B003F674A0) Hal Sparks: Charmageddon | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.1
(ID: B0B223P298) [Item: B0B223P298] | Unknown | Rating: 3.8
(ID: B01B28WAW4) [Item: B01B28WAW4] | Unknown | Rating: 4.6
(ID: B08XH2JL54) Over The Edge [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B000Y5CHIE) The Last of the Mohicans: Director’s Definitive Cut [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B08K96VTXF) [Item: B08K96VTXF] | Unknown | Rating: 2.1
(ID: B0786SZCG8) Ukrainian Sheriffs | Arthouse > Documentary | Rating: 4.1
(ID: B004HHX9JQ) Bill Cosby Show - The Best of Season 1 | Movies & TV > Movies & TV Holiday Wishlist | Rating: 4.4
(ID: B00D3FSRFO) [Item: B00D3FSRFO] | Unknown | Rating: 4.7
(ID: B07JLQGRC5) [Item: B07JLQGRC5] | Unknown | Rating: 5.0
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B07TM34CZD) [Item: B07TM34CZD] | Unknown | Rating: 3.8
(ID: B07GNZLW5P) [Item: B07GNZLW5P] | Unknown | Rating: 3.2
(ID: B00XFBFODY) [Item: B00XFBFODY] | Unknown | Rating: 2.5
(ID: B07CDVZ8PD) Megamind [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B008JAGTNK) [Item: B008JAGTNK] | Unknown | Rating: 3.9
(ID: 6303915655) The Amazing Panda Adventure VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B000VAS1FK) North and South Book 2 | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B002RXLNQ8) [Item: B002RXLNQ8] | Unknown | Rating: 4.6
(ID: B00X5G00SS) I Am Big Bird: The Caroll Spinney Story | Drama > Documentary > Optimistic | 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."
}
|
B000Y5CHIE
|
The Last of the Mohicans: Director’s Definitive Cut [Blu-ray]
| 4
|
AGJTR5A6UFVWQKUM7NBQRKAY6XVA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Hike | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Give Up the Ghost (Southern Ghost Hunter Mysteries Book 11) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- THE VOICE OF THE NIGHT WITH SHORT STORY "SILENCE" | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- The Haunting of Rachel Harroway Collection: A Gripping Paranormal Mystery | Books > Literature & Fiction > Action & Adventure | Rating: 1.0
- The Woodcarver's Secret: Complement to the bestselling Samantha Sweet mystery series (Samantha Sweet Magical Cozy Mysteries) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 1.0
- Tips for Living | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Ghost Gifts (A Ghost Gifts Novel Book 1) | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
### User's movies History:
- First Cow | Drama > Western > Mysterious | Rating: 1.0
- St. Vincent (Blu-ray + Digital HD) | Movies & TV > Award Winners in Movies & TV > Golden Globe Central | Rating: 5.0
- The Upside [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 5.0
- [Item: B07MCW4WSG] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B0091JJ1QU) Stricken | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 3.5
(ID: B000067IW0) Cabinet of Dr. Caligari (Silent) | Movies & TV > Classics > Silent Films | Rating: 4.6
(ID: B00190N4FI) [Item: B00190N4FI] | Unknown | Rating: 4.4
(ID: B09DRP216Z) [Item: B09DRP216Z] | Unknown | Rating: 4.4
(ID: B08QKN5PJ1) [Item: B08QKN5PJ1] | Unknown | Rating: 4.6
(ID: B002SB8LCI) 60 Minutes: A Blow to the Brain | Movies & TV > CBS News Network > 60 Minutes Store | Rating: 3.0
(ID: B004N7APWE) [Item: B004N7APWE] | Unknown | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0080LMIQU) [Item: B0080LMIQU] | Unknown | Rating: 4.8
(ID: B00005MEPN) Lewis & Clark - The Journey of the Corps of Discovery | Movies & TV > PBS > All | Rating: 4.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B09BP4XX3P) John and the Hole | Horror > Drama > Cerebral | Rating: 3.5
(ID: B00OPX57O2) [Item: B00OPX57O2] | Unknown | Rating: 4.7
(ID: B00B7G0FCY) [Item: B00B7G0FCY] | Unknown | Rating: 4.4
(ID: B00OLF810G) [Item: B00OLF810G] | Unknown | Rating: 4.6
(ID: B013DS9BJQ) [Item: B013DS9BJQ] | Unknown | Rating: 4.7
(ID: B000WTDGD2) [Item: B000WTDGD2] | Unknown | Rating: 4.9
(ID: B07NPKVLT6) [Item: B07NPKVLT6] | Unknown | Rating: 4.0
(ID: B08GRH4QGR) United States of Tara S1-3 | Movies & TV > Paramount Home Entertainment | Rating: 4.7
(ID: B01MG8GFW4) [Item: B01MG8GFW4] | Unknown | Rating: 4.4
(ID: B07CMTJFJC) [Item: B07CMTJFJC] | Unknown | Rating: 3.8
(ID: B002PNJA1U) [Item: B002PNJA1U] | Unknown | Rating: 4.6
(ID: B018300INM) [Item: B018300INM] | Unknown | Rating: 3.0
(ID: B0042KABXA) [Item: B0042KABXA] | Unknown | Rating: 4.9
(ID: B00P7RWOF0) Dragonheart 3: The Sorcerer's Curse | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B000TR6I8C) Eklavya - The Royal Guard | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B002TZVDSC) [Item: B002TZVDSC] | Unknown | Rating: 4.1
(ID: B00005JPQE) License to Wed | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B00EE25ELA) Yeh Jawaani Hai Deewani - Blu Ray (Hindi Movie / Bollywood Film / Indian Cinema) | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00KLRD5KO) [Item: B00KLRD5KO] | Unknown | Rating: 4.8
(ID: B01GWC2GZQ) Boys Of Fall by Kenny Chesney | Movies & TV > Movies | Rating: 4.9
(ID: B003Q6D246) [Rec] 2 | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.1
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B08DG5Q43P) [Item: B08DG5Q43P] | Unknown | Rating: 4.8
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B0172Q4LSQ) [Item: B0172Q4LSQ] | Unknown | Rating: 4.6
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B0009X7BH8) Kissed | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00L3ZB3ZW) High School Confidential! | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00IPAORL0) The Max Linder Collections | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B003ZHY1V4) [Item: B003ZHY1V4] | Unknown | Rating: 4.3
(ID: B000GH0FES) The Story Keepers; Roar in the Night | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B089CV4Y7K) A Different Story [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B000BY9VLO) Penguins Under Siege [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00CLO3MD0) Dark Planet | Science Fiction | Rating: 2.5
(ID: B015WFKAKW) [Item: B015WFKAKW] | Unknown | Rating: 4.2
(ID: B002QUJ38W) [Item: B002QUJ38W] | Unknown | Rating: 3.3
(ID: B002X4OQQU) An Introduction to Beekeeping, Ed Weiss | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B000CCD03A) Nick Cannon Presents Wild 'N Out - Season One | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.2
(ID: B07CQD2NWT) [Item: B07CQD2NWT] | Unknown | Rating: 4.6
(ID: 6303005233) There Goes a Fire Truck [VHS] | Movies & TV > Studio Specials > Warner Home Video | Rating: 3.6
(ID: B0036WSW8G) Nanny McPhee & the Big Bang [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B000EQ46WS) Hansel & Gretel | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.0
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B001PWY4NG) JCVD | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B000003K95) Star Trek - Deep Space Nine, Episode 115: A Simple Investigation VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.0
(ID: B001MLDDGY) Joey | Comedy > Adventure > Gentle | Rating: 4.2
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00EOMJA3I) The Best of Dance Moms: The Championship Dances [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.4
(ID: B001QEIHPO) It's Hip Hop Baby!: All Your Child's Favorites | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B00ZJ988WO) Jurassic Park Collection: Jurassic Park / The Lost World - Jurassic Park / Jurassic Park 3 / Jurassic World | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B074WGS35F) [Item: B074WGS35F] | Unknown | Rating: 3.6
(ID: B07FK62QYZ) Unforgotten The Complete Series 1-3 [UK import, region 2 PAL format] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B000C8STMG) The Power Within | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B07DNK5735) [Item: B07DNK5735] | Unknown | Rating: 4.6
(ID: B0B6PNYRZC) [Item: B0B6PNYRZC] | Unknown | Rating: 4.3
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: 0780622278) Tall in the Saddle | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.7
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B003JYMF8Y) [Item: B003JYMF8Y] | Unknown | Rating: 4.0
(ID: B07QVB594K) [Item: B07QVB594K] | Unknown | Rating: 4.3
(ID: B00ST1FL06) [Item: B00ST1FL06] | Unknown | Rating: 4.0
(ID: B0000DJYPN) March of the Wooden Soldiers | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.8
(ID: 6301591577) A Dangerous Life [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.7
(ID: B005ZLB0SU) History of Oklahoma Football, Part 2 | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.5
(ID: B004EV8LKW) Polymer Clay Basics | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 5.0
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: 6302968232) My Man Godfrey [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B001EBV0OE) [Item: B001EBV0OE] | Unknown | Rating: 4.8
(ID: B000K2UIYQ) The Story of Christmas | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.2
(ID: B00C6F619Q) Arlington Road | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0765BJKW8) [Item: B0765BJKW8] | Unknown | Rating: 3.0
(ID: B00YH4XMDW) Dear Brigitte | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B001V80OP6) [Item: B001V80OP6] | Unknown | Rating: 4.5
(ID: B0002HBTHY) The Scarlet Flower / Alenki Tsvetochek (1977) | Movies & TV > Movies | Rating: 4.0
(ID: B00VUIPH9U) Sheeran, Ed - The Story, His Life, the Hits: Documentary | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.2
(ID: B001EYK15A) [Item: B001EYK15A] | Unknown | Rating: 4.3
(ID: B01J4HRI1S) [Item: B01J4HRI1S] | Unknown | Rating: 4.6
(ID: B000CQQIYO) Empires in the Americas: A Journey Back in Time (Lost Treasures of the Ancient World) | Movies & TV > Independently Distributed > Documentary | Rating: 4.2
(ID: B000NNUWZ2) Kashimashi Girl Meets Girl, Vol. 1: Role Reversal | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.2
(ID: B000B8QF0U) BBC Shakespeare Tragedies II DVD Giftbox | Movies & TV > Shakespeare on DVD Store > The Works | Rating: 4.6
(ID: B00COUH8LS) West Coast Swing vol 1 - Learn the Basics & More (Swing Dance Lessons DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0055CP9E0) Remembering 9/11: 10 Year Commemorative Collection | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.7
(ID: B078SPHPGC) [Item: B078SPHPGC] | Unknown | Rating: 4.4
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: 1565859731) High School Level-Early American History: Native Americans through the Forty-Niners | Movies & TV > Genre for Featured Categories > Military & War | Rating: 3.8
]
## 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."
}
|
B09DRP216Z
|
[Item: B09DRP216Z]
| 1
|
AFDPC6T2YWWIPZSQ6RMZG2ADTWZQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Creed's Honor (The Creed Cowboys, 2) | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Merry Christmas, Cowboy (The Bennetts) | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Big Sky Mountain (Parable, Montana) | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Fast Track | Books > Literature & Fiction > Women's Fiction | Rating: 5.0
- Bombshell (An FBI Thriller) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Low Pressure | Books > Literature & Fiction > Women's Fiction | Rating: 4.0
### User's movies History:
- Gilad's Abs Workout | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 5.0
- Charlotte's Web | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.0
- Gilad: The 60 & 30 Minute Low Impact Workouts | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Beginners Weight Loss and Toning Program | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00A5IYG5C) [Item: B00A5IYG5C] | Unknown | Rating: 4.6
(ID: B07G24KSBQ) The Thing (Limited Edition Steelbook) | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00FFVA7A2) [Item: B00FFVA7A2] | Unknown | Rating: 4.8
(ID: B0093SOU8S) [Item: B0093SOU8S] | Unknown | Rating: 4.1
(ID: B06XGG697H) Murder on the Orient Express | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00ABNFPT2) [Item: B00ABNFPT2] | Unknown | Rating: 4.8
(ID: B000MX7V4I) The World's Fastest Indian | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: 6304887434) Furniture to Go: Restoration 1 [VHS] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.1
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B004K4FUKW) Dinosaur Collection | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B086ZD7687) [Item: B086ZD7687] | Unknown | Rating: 4.4
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B000BK53MY) Rossini - Moise et Pharaon / Frittoli, Ganassi, Abdrazakov, Schrott, Filianoti, Muzek, Giuseppini, Ceron, Surguladze, Muraro, Muti, La Scala Opera [DVD] | Movies & TV > Musicals & Performing Arts > Ballet & Dance | Rating: 4.5
(ID: B09FFD5R2G) [Item: B09FFD5R2G] | Unknown | Rating: 5.0
(ID: B0B668VLDL) [Item: B0B668VLDL] | Unknown | Rating: 4.8
(ID: B01M6BFK9Q) Blood In, Blood Out | Movies & TV > Movies | Rating: 4.8
(ID: B009WHDBB2) Chuggington: Safari Adventures | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: 6317653291) Second Act | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B0161J0KKS) [Item: B0161J0KKS] | Unknown | Rating: 3.0
(ID: 1931966125) The Cross - Jesus in China [English] | Movies & TV > Genre for Featured Categories > Faith & Spirituality | Rating: 4.2
(ID: B000BY9VRI) Cardio Burn for Weight Loss | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.0
(ID: B0042QES9M) Ancient Greek Civilization Lecture 3 of 10 The Trojan War | Documentary > Special Interest | Rating: 4.2
(ID: B00113ALLI) Curious George Rides a Bike... and a Lot More Monkeying Around (Scholastic Storybook Treasures) | Movies & TV > 3-6 Years | Rating: 3.6
(ID: B07PXD7RXR) Hellboy | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B00BEIYMAG) The Conjuring (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000VWYNLO) Braincandy: Touch My World [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B014CRR1ZI) [Item: B014CRR1ZI] | Unknown | Rating: 4.3
(ID: B07NBHG27L) [Item: B07NBHG27L] | Unknown | Rating: 4.3
(ID: B00BL0WKQK) Mystery Science Theater 3000: Volume XIX | Movies & TV > Boxed Sets > Comedy | Rating: 4.7
(ID: B000BPZ81A) The Wicked Witch Project: Special Edition DVD | Movies & TV > Featured Categories > DVD | Rating: 1.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B000W4KMH0) [Item: B000W4KMH0] | Unknown | Rating: 3.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B093B54CL5) [Item: B093B54CL5] | Unknown | Rating: 2.4
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B08GKXFBV6) [Item: B08GKXFBV6] | Unknown | Rating: 5.0
(ID: B00CTESIAO) [Item: B00CTESIAO] | Unknown | Rating: 4.5
(ID: B0168TQHXA) [Item: B0168TQHXA] | Unknown | Rating: 4.4
(ID: B004H0M2XC) Consinsual | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B00005AAB9) The Legend of Bagger Vance VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B001Q7O5DE) Boogeyman 3 | Suspense > Horror > Nail-Biting | Rating: 4.3
(ID: B083L55199) [Item: B083L55199] | Unknown | Rating: 4.2
(ID: B009O2CXAU) [Item: B009O2CXAU] | Unknown | Rating: 3.4
(ID: B008FWHUQM) [Item: B008FWHUQM] | Unknown | Rating: 3.7
(ID: B08TQ7QW31) [Item: B08TQ7QW31] | Unknown | Rating: 4.8
(ID: B004YMATCY) Secrets | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B0B75J9B1M) [Item: B0B75J9B1M] | Unknown | Rating: 4.8
(ID: B07WPXBVTJ) [Item: B07WPXBVTJ] | Unknown | Rating: 4.6
(ID: B0001GNJOC) Mad Love | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B00BG4R8SG) Hello Dolly! | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: 0792838467) War Games | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B081M6XWVS) [Item: B081M6XWVS] | Unknown | Rating: 4.2
(ID: B00CE0ZY46) [Item: B00CE0ZY46] | Unknown | Rating: 4.8
(ID: B0000C2IQD) Chitty Chitty Bang Bang (Special Edition) [DVD] | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.8
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B0799LV3VW) [Item: B0799LV3VW] | Unknown | Rating: 2.7
(ID: 6304926413) Firestorm | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B008ROETXU) [Item: B008ROETXU] | Unknown | Rating: 4.7
(ID: B07MBD8WWR) A Chance In The World | Drama | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B08KXWS65Q) [Item: B08KXWS65Q] | Unknown | Rating: 4.6
(ID: B00B9AN4F8) [Item: B00B9AN4F8] | Unknown | Rating: 4.4
(ID: B071JHZCTJ) [Item: B071JHZCTJ] | Unknown | Rating: 4.5
(ID: B0955M17SL) After Life (The Criterion Collection) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B0027DQH7S) Wagner: Die Walkure (St. Clair Ring Cycle Part 2) [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 3.2
(ID: B00DOB3MN4) Letter to Three Wives: 65th Anniversary [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B08P3T7591) [Item: B08P3T7591] | Unknown | Rating: 3.2
(ID: B00NP6HVEY) [Item: B00NP6HVEY] | Unknown | Rating: 4.1
(ID: B07BZM2HW5) [Item: B07BZM2HW5] | Unknown | Rating: 4.3
(ID: B01MYY8OBH) [Item: B01MYY8OBH] | Unknown | Rating: 3.0
(ID: B00280WC24) If You Are the One | Movies & TV > Blu-ray > Movies | Rating: 3.9
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B01FRFVSL2) [Item: B01FRFVSL2] | Unknown | Rating: 4.7
(ID: B003M8NG58) VeggieTales: Sweetpea Beauty | Movies & TV > 3-6 Years | Rating: 4.6
(ID: B000I0RNS4) Theatres Des Vampires, The Addiction Tour 2006 | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B008G59HSM) Godforsaken | Movies & TV > Featured Categories > DVD | Rating: 2.9
(ID: B074N9GSVQ) [Item: B074N9GSVQ] | Unknown | Rating: 3.9
(ID: B07XC3L6NT) [Item: B07XC3L6NT] | Unknown | Rating: 3.3
(ID: B00HHFWKXG) George Winston: Seasons in Concert | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.8
(ID: B001B8MUE4) [Item: B001B8MUE4] | Unknown | Rating: 4.6
(ID: B09QGNCYDK) Black History, Black Freedom, and Black Love | Unknown | Rating: 5.0
(ID: B01MZ87DBM) [Item: B01MZ87DBM] | Unknown | Rating: 3.9
(ID: B005CXOG6O) 2011 World Series Champions: St. Louis Cardinals [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B008P95NJ6) [Item: B008P95NJ6] | Unknown | Rating: 3.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B08CJ9T3DV) SLEEPING BEAUTY/MALEFICENT 2-MOVIE COLLECTION | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B01B556LXI) Meet Me In Las Vegas | Comedy > Romance > Cheerful | Rating: 4.6
(ID: B00LZZPR34) [Item: B00LZZPR34] | Unknown | Rating: 4.6
(ID: B000V72AZU) Visual Bible: Matthew & Acts | Movies & TV > Boxed Sets > Religion & Spirituality | Rating: 4.6
(ID: B01N6J0B1E) [Item: B01N6J0B1E] | Unknown | Rating: 4.1
(ID: B0039ZF8PA) Living Landscapes: Earthscapes - Four Seasons [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 3.7
(ID: B002JAPXQA) [Item: B002JAPXQA] | Unknown | Rating: 4.5
(ID: B0030ZOYPY) Darker Than Black: The Complete Series | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B09DF84S99) [Item: B09DF84S99] | Unknown | Rating: 3.0
]
## 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."
}
|
B008G59HSM
|
Godforsaken
| 1
|
AEBXSTC4SQ3WHBQSBR6BBDBHSSZQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Cuckoo's Calling (Cormoran Strike Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Dark Places: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Girl on the Train: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Forgers: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Mr. Mercedes: A Novel (The Bill Hodges Trilogy Book 1) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 3.0
- Aromas of Aleppo: The Legendary Cuisine of Syrian Jews | Books > Cookbooks, Food & Wine > Cooking Education & Reference | Rating: 5.0
### User's movies History:
- Broadway Danny Rose [DVD] | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Blue Jasmine | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
- [Item: B01J4SS7NA] | Unknown | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B01ICW49XG) [Item: B01ICW49XG] | Unknown | Rating: 3.9
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B08NVFCY4K) SEAL Team | Drama > Action > Military and War | Rating: 4.8
(ID: B008C8AF0M) Mystery Science Theater 3000: Incredibly Strange Creatures | Comedy | Rating: 4.4
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B016PIL504) [Item: B016PIL504] | Unknown | Rating: 4.0
(ID: B00UO4Q2LI) Giant Claws (aka Island Claws) | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B002OKIPW4) [Item: B002OKIPW4] | Unknown | Rating: 2.8
(ID: B098L1DKG1) [Item: B098L1DKG1] | Unknown | Rating: 4.8
(ID: B01F7PKSF4) Tab Hunter Confidential | Documentary > Compelling > Inspiring | Rating: 4.6
(ID: B06VV31CKS) Huber, David Miles - Gamma | Movies & TV > Blu-ray > TV | Rating: 4.3
(ID: 097047640X) THROUGH MY SIGHTS: A Gunner's View of WWII [VHS] | Movies & TV > Independently Distributed > Documentary | Rating: 4.2
(ID: B00008G6AZ) Airborne | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.8
(ID: B01JMEB9YU) [Item: B01JMEB9YU] | Unknown | Rating: 4.0
(ID: B009P8CJXE) [Item: B009P8CJXE] | Unknown | Rating: 4.0
(ID: B0001DCYM8) Broken Vessels [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B084SWQ3NJ) The Shrimp On The Barbie | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B099MZ169F) The Furnace [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.9
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B004HKC9Y4) Three Days in the Woods | Horror > Young Adult Audience | Rating: 3.2
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0C2LK9KXH) CHAIR YOGA FOR SENIORS DVD + Poster + Bonus Yoga DVD. Strength- Energize- Healing- Relieve Stress. Chair yoga DVD for beginners. Yoga chair exercises for seniors DVD. Yoga videos for beginners DVD. | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B014NSVKJY) The Young and Prodigious T.S. Spivet | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B082FQ3CNV) [Item: B082FQ3CNV] | Unknown | Rating: 5.0
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B0010790ZS) [Item: B0010790ZS] | Unknown | Rating: 4.5
(ID: B000A6T1UE) Subzero | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.8
(ID: B00I3HFB24) Steve Austin 4-Pack | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0188OQ35A) [Item: B0188OQ35A] | Unknown | Rating: 3.8
(ID: B0007GBBVY) Advanced Funk Studies/Contemporary Drumset Techniques - DVD | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B074N981FT) [Item: B074N981FT] | Unknown | Rating: 4.6
(ID: B012ZHMMDI) [Item: B012ZHMMDI] | Unknown | Rating: 4.8
(ID: B08CD96ZSW) [Item: B08CD96ZSW] | Unknown | Rating: 3.8
(ID: B086M57T3V) [Item: B086M57T3V] | Unknown | Rating: 4.5
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B07JZJFHWX) [Item: B07JZJFHWX] | Unknown | Rating: 4.7
(ID: B00GXGLQOO) Commitment | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B01A9RC4RK) [Item: B01A9RC4RK] | Unknown | Rating: 4.6
(ID: B00M31VE9A) Jackass: The Classic TV Collection | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00RHXAFO4) [Item: B00RHXAFO4] | Unknown | Rating: 3.7
(ID: B06XX859QQ) [Item: B06XX859QQ] | Unknown | Rating: 4.7
(ID: B07P18D9VV) [Item: B07P18D9VV] | Unknown | Rating: 4.3
(ID: B00AGX0O98) [Item: B00AGX0O98] | Unknown | Rating: 3.8
(ID: B08Y3T964B) Sleeping With The Enemy | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00HBJPU26) [Item: B00HBJPU26] | Unknown | Rating: 3.7
(ID: B07B62TYBQ) The Strangers: Prey at Night [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B000A0LAJ0) Sensual Couples Massage: Pleasure Your Woman v2.0 | Movies & TV > Featured Categories > DVD | Rating: 2.7
(ID: B07GJDPL8P) No Offence: Series 1,2 & 3 Boxset [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B008NNY8QI) UFC 148: Silva vs. Sonnen II | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.3
(ID: B001715KJW) [Item: B001715KJW] | Unknown | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00IORPR90) Curse of the Dragon Slayer | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B000C22MXE) WWF: Taking It 2 Xtremes [VHS] | Movies & TV > Featured Categories | Rating: 2.9
(ID: B07775NCG5) [Item: B07775NCG5] | Unknown | Rating: 4.3
(ID: B006SVDNA4) [Item: B006SVDNA4] | Unknown | Rating: 2.4
(ID: B08X7CLYVM) [Item: B08X7CLYVM] | Unknown | Rating: 3.1
(ID: B00Q1EBZTY) [Item: B00Q1EBZTY] | Unknown | Rating: 3.8
(ID: B0068KTJ5S) Sheffey | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.8
(ID: B004USQZ9S) Bayou Fitness DVD (Featuring The Barry Method) | Movies & TV > TV | Rating: 3.2
(ID: B06XB452H9) We are not alone - Message from Trappist-1 Star | Special Interest | Rating: 3.0
(ID: B005R0EFAO) Arena [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B09KX5RJB5) The James Bond Collection (24 Film Box Set) | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B07FK92NS1) Good Witch: Season 4 | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B08L3ZH129) [Item: B08L3ZH129] | Unknown | Rating: 2.0
(ID: B0765TWNST) Barlates Body Blitz Fit in 5 Band Series 4 Workout DVD | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.1
(ID: B001H506YW) The Man Between [Reg.2] | Movies & TV > Movies | Rating: 4.3
(ID: B0001IXTGI) Lust For Freedom | Movies & TV > Cult Movies > Prison | Rating: 2.5
(ID: B005DC8R6Y) Frank Sinatra In Japan: Live At The Budokan Hall, Tokyo | Music Videos and Concerts | Rating: 4.2
(ID: B00A7WCVYO) [Item: B00A7WCVYO] | Unknown | Rating: 3.9
(ID: B07H5S18Y8) Inherited Marriage | Unknown | Rating: 3.2
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00H1B0UG0) Barre3 Ballet Fit with Candace Ofcacek | Movies & TV > Musicals & Performing Arts > Ballet & Dance | Rating: 4.0
(ID: 6303202055) Yojimbo VHS | Movies & TV > Art House & International > By Country | Rating: 4.8
(ID: B08THT79PX) [Item: B08THT79PX] | Unknown | Rating: 4.2
(ID: B07NJ288Q1) Chippendales: Off the Cuff | Documentary | Rating: 3.3
(ID: B07ZDLDJWS) [Item: B07ZDLDJWS] | Unknown | Rating: 3.8
(ID: B07W8DN819) [Item: B07W8DN819] | Unknown | Rating: 4.8
(ID: B003498SDA) Collateral [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B074DRMXZ5) [Item: B074DRMXZ5] | Unknown | Rating: 4.5
(ID: B01JCV7CEY) I Love Lucy: Superstar Special #1 | Movies & TV > Featured Categories > Prime Video | Rating: 4.7
(ID: B00005JNGO) Jim Thorpe: All American (DVD) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.6
(ID: B0009OQB0U) Billy's BootCamp Lower Body BootCamp! Billy Blanks, Tae Bo | Movies & TV > Movies | Rating: 4.2
(ID: B07RX2CB4F) Homeless Chronicles | Documentary > Special Interest | Rating: 4.8
(ID: B0001VSCYO) Mark of the Hawk | Movies & TV > Independently Distributed > Drama | Rating: 4.1
(ID: B01AVB1I5S) [Item: B01AVB1I5S] | Unknown | Rating: 2.6
(ID: B001MFNB58) Still Waiting...(Widescreen Unrated) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B07NRF46RW) [Item: B07NRF46RW] | Unknown | Rating: 4.3
(ID: B00BB1VJ1Q) The Playroom | Drama > Alienated > Anxious | Rating: 3.1
(ID: 6301801660) Sky Pirates | Movies & TV > Featured Categories | Rating: 3.6
(ID: B00C4RY6N4) [Item: B00C4RY6N4] | Unknown | Rating: 2.7
(ID: B00FGI50I8) [Item: B00FGI50I8] | Unknown | Rating: 4.6
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B0BT8HJFWR) Maybe I Do | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B07SQTM8FB) Loud Krazy Love | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | 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."
}
|
B01A9RC4RK
|
[Item: B01A9RC4RK]
| 4
|
AH52QTY7AXGE7ML7LO7HEWDLXLZQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Invaders Classic 2: The Complete Collection | Books > Comics & Graphic Novels > Graphic Novels | Rating: 4.0
### User's movies History:
- [Item: B073HNNWXW] | Unknown | Rating: 1.0
- [Item: B002SKQMZC] | Unknown | Rating: 4.0
- [Item: B0029AAXAG] | Unknown | Rating: 4.0
- Art 21: Art in the Twenty-First Century - Season 8 | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
- [Item: B01CIV3YBA] | Unknown | Rating: 3.0
- [Item: B009511OYG] | Unknown | Rating: 4.0
- [Item: B004GV0GQC] | Unknown | Rating: 4.0
- [Item: B00942Y3K8] | Unknown | Rating: 2.0
- [Item: B001TD1QDM] | Unknown | Rating: 5.0
- The Strange Love of Martha Ivers | Drama > Romance > Bleak | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B09J8MS55C) [Item: B09J8MS55C] | Unknown | Rating: 5.0
(ID: B071KXDKS1) Clint Eastwood 40 Film Collection [DVD] [2017] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B011I2L6U6) The X-Files | Science Fiction > Suspense > Drama | Rating: 4.9
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B0059B05DW) Lt. Dan Band: For The Common Good | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: 6305052093) Made for Each Other | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B0824KVNYS) [Item: B0824KVNYS] | Unknown | Rating: 4.8
(ID: B00H8V1CHY) [Item: B00H8V1CHY] | Unknown | Rating: 3.9
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B004LKAQH2) [Item: B004LKAQH2] | Unknown | Rating: 4.7
(ID: B01NAVJBEE) [Item: B01NAVJBEE] | Unknown | Rating: 4.0
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B002L5NYNC) An Evening with John Barrowman | Movies & TV > BBC > All BBC Titles | Rating: 4.2
(ID: B08J2366V4) The Hand That Feeds The Dead [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B09SPC8SJP) [Item: B09SPC8SJP] | Unknown | Rating: 4.1
(ID: B0858B4T6M) [Item: B0858B4T6M] | Unknown | Rating: 4.1
(ID: B00061V15G) Love Streams | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 5.0
(ID: B00IJM8TBS) [Item: B00IJM8TBS] | Unknown | Rating: 3.1
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B07Q6HT389) [Item: B07Q6HT389] | Unknown | Rating: 4.4
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B09B1CRZVP) [Item: B09B1CRZVP] | Unknown | Rating: 5.0
(ID: B07X6434QB) Wild Kratts Ultimate Collection | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.7
(ID: B000EOIYNW) Greg Garrison Presents The Dean Martin Celebrity Roasts: Men of the Hour: Jackie Gleason and Sammy Davis, Jr. | Movies & TV > Movies | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00V5JEJ1Q) The Larry Sanders Show - The Complete Series | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B001T7BFC0) Spinning Mad Dogg Athletics Pedal Power DVD | Movies & TV > Movies | Rating: 4.0
(ID: B0007X1NW4) The Dean Martin & Jerry Lewis Collection: Still Laughing [DVD] | Movies & TV > Boxed Sets > Comedy | Rating: 4.2
(ID: B07D4ZSQMJ) Frame Arms Girl | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B0002C4IQI) Pokemon Advanced, Vol. 3 - A Bite to Remember [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.8
(ID: B001N2WIWC) Princess Stories | Movies & TV > Movies | Rating: 4.1
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00NTT3286) Nature Collection | Documentary | Rating: 4.4
(ID: B00HLD78Y0) [Item: B00HLD78Y0] | Unknown | Rating: 3.2
(ID: B074PKLGFM) A Very Sordid Wedding | Comedy > Drama > Coarse | Rating: 4.6
(ID: B000A0D1JM) Brainy Baby Jingle Bells Celebrating The Magic of Christmas | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B008SAPCDO) One Foot in Hell | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.2
(ID: B01MS72N1H) [Item: B01MS72N1H] | Unknown | Rating: 1.6
(ID: B07BBCSJB7) [Item: B07BBCSJB7] | Unknown | Rating: 2.7
(ID: B09KHJKXM1) [Item: B09KHJKXM1] | Unknown | Rating: 3.9
(ID: B07C42J5ZH) [Item: B07C42J5ZH] | Unknown | Rating: 3.6
(ID: 6302175003) Carriers - The History Of The American Flat-Top: The Langley / The New Weapon [VHS] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.2
(ID: B00KHWJCR8) [Item: B00KHWJCR8] | Unknown | Rating: 4.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: 6305408998) The '60s | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.5
(ID: B008N5UX5Q) Peter Gabriel: So Classic Album | Movies & TV > Blu-ray > TV | Rating: 4.5
(ID: B000NQ28OC) The Color of Love | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.7
(ID: B00407PNYW) Dog Day Afternoon (DVD) (Rpkg) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B003CSV7TK) [Item: B003CSV7TK] | Unknown | Rating: 4.8
(ID: B004HKIVCS) Charles Beaumont: The Short Life of Twilight Zone's Magic Man | Movies & TV > The Twilight Zone > Twilight Zone DVDs | Rating: 4.3
(ID: 6305808155) Ilsa - The Wicked Warden [DVD] | Movies & TV > Cult Movies > Prison | Rating: 3.9
(ID: B07P9SB3PM) [Item: B07P9SB3PM] | Unknown | Rating: 3.7
(ID: B01LA0P13O) [Item: B01LA0P13O] | Unknown | Rating: 3.2
(ID: B00R9HWYLU) Wild Orchid | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B074VCTJD3) The Luck of the Irish | Comedy > Dreamlike > Quirky | Rating: 4.7
(ID: B00ESLM1UE) [Item: B00ESLM1UE] | Unknown | Rating: 4.7
(ID: B000H8RZQC) Understanding Bi-Polar Disorder (Home Use) | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B001CWLFJU) Ultimate Force - Complete Series - 8-DVD Box Set [ NON-USA FORMAT, PAL, Reg.2 Import - United Kingdom ] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B000H1RFTG) The Movie Hero | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.2
(ID: B000BWCR6M) Gay By Dawn Special Edition | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B01MTJT31S) [Item: B01MTJT31S] | Unknown | Rating: 4.6
(ID: B07Y2BHVHD) A Family at War | Historical > Drama > Military and War | Rating: 3.2
(ID: B00IYTT4SS) Submarine X-1 | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B000N2HDEG) WWE: Cyber Sunday 2007 | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.5
(ID: B0007IO7F4) Womens Prison Massacre | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B06XGTLJWB) Fighter (2011), The | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B001M2604U) The French Connection (Five Star Collection 2-Discs) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B0B6SQVBH7) [Item: B0B6SQVBH7] | Unknown | Rating: 5.0
(ID: B000VIPXIK) Federal Men - Volumes 1-4 (4-DVD) | Movies & TV > Featured Categories > DVD | Rating: 2.3
(ID: B000O3C524) WOW Gospel #1s | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00NQGOJJS) [Item: B00NQGOJJS] | Unknown | Rating: 4.8
(ID: B00ZRB9ZJY) History of the TT 1907-2015 | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B0072GPPNC) War Horse (Two-Disc Blu-ray/DVD Combo in DVD Packaging) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: 6305943729) Tomb of Torture | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.1
(ID: B077697MTB) Supernatural: The Complete Thirteenth Season (Blu-ray) | Movies & TV > Blu-ray > TV | Rating: 4.9
(ID: B000Y01XIO) Beginning Mandolin | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.9
(ID: B00LYHXF8W) Guilty of Romance | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B082FJZT4L) [Item: B082FJZT4L] | Unknown | Rating: 4.2
(ID: B06Y3C6XT5) Fast And Furious 8 [Import italien] | Movies & TV > Movies | Rating: 4.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B0184S6SQE) [Item: B0184S6SQE] | Unknown | Rating: 4.8
(ID: B00HME4TXG) Carrie (2013) | Suspense > Young Adult Audience > Bleak | Rating: 4.4
(ID: B005X5XIBA) George Gently: Series 1 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.5
(ID: B01D7V7VWI) Million Dollar Arm (Plus Bonus Features) | Drama > Sports > Cheerful | Rating: 4.6
(ID: B00KMJBDKA) Stalin / Assassination Tango (Robert Duvall) - Digitally Remastered | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B0190U1G1W) The Best of Mister Rogers' Neighborhood | Fantasy > Kids > Music Videos and Concerts | Rating: 4.8
(ID: B08Q4HKNJY) [Item: B08Q4HKNJY] | Unknown | Rating: 4.9
(ID: B01EUBF5WW) Alice Through the Looking Glass | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.7
(ID: B076VQPGBR) What A Wonderful World - Music For A Better World -The Magic of Maastricht [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0094MFITS) [Item: B0094MFITS] | Unknown | Rating: 4.8
(ID: B007BFOTWW) Don Bosco: The True Story of the Apostle of Youth | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B00EL6NWQI) Tour De Force: Live In London - Royal Albert Hall | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.6
(ID: B0070RZSAS) [Item: B0070RZSAS] | Unknown | Rating: 4.0
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B084RG9T94) [Item: B084RG9T94] | Unknown | Rating: 3.9
]
## 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."
}
|
B07Y2BHVHD
|
A Family at War
| 5
|
AE6LNNEMEQWLJ33LARCCB3OPJTGQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Rand McNally Folded Map: Detroit and Southeastern Michigan Regional Map | Books > Travel > United States | Rating: 4.0
- A Knife Edge (Vin Cooper Book 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Hercule Poirot's Christmas: A Hercule Poirot Mystery (Hercule Poirot series Book 20) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Get Back Jack: Hunting Lee Child's Jack Reacher (The Hunt for Jack Reacher Series Book 4) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- The Best Cowboy Stories Ever Told (Best Stories Ever Told) | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Saving Grace (A Katie Connell Caribbean Mystery): A What Doesn't Kill You Mystery | Books > Mystery, Thriller & Suspense > Mystery | Rating: 4.0
- XO: A Kathryn Dance Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- The Run (Will Lee Novels Book 5) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Bad Intentions (Inspector Sejer Mysteries Book 9) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- The Lion (A John Corey Novel, 5) | Books > Literature & Fiction > Action & Adventure | Rating: 5.0
### User's movies History:
- [Item: B00688628M] | Unknown | Rating: 5.0
- [Item: B012VPDCUQ] | Unknown | Rating: 2.0
- [Item: B00J5SV4QC] | Unknown | Rating: 4.0
- [Item: B00P3QT7KU] | Unknown | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B00DYGUL24) [Item: B00DYGUL24] | Unknown | Rating: 4.7
(ID: B000QUU7LG) The Simpsons: Season 10 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B00AWDXB6A) The Lord of the Rings: The Two Towers (Extended Edition 2-Disc Set) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.9
(ID: B07B2M4Z26) Kingsman 2-Movie Collection (Kingsman: The Secret Service / Kingsman: The Golden Circle) | Movies & TV > Movies | Rating: 4.7
(ID: B0057RCFQS) Jurassic Park Ultimate Trilogy | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B001L4L8T6) The Surfer's Journal - Fifty Years of Surfing on Film Vol 2 | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.8
(ID: B000FDE5TY) Fear Factor: Season 1 [DVD] | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.3
(ID: B008CGNPHE) Funk Fusion Blues Guitar Play-Along DVD Oz Noy Play-Along Workout Method Jazz Lesson Volume How to Play Jazz Guitar | Movies & TV > Movies | Rating: 5.0
(ID: B000ZE081W) The Wizard Of Oz And Friends Vol. 1 [Slim Case] | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: 1573628549) Mutiny | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.9
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B0007LBM40) Plain Truth | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B000I0RVEU) Mr Ya Miss | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B001G5IK3C) The Complete Master Works 2 | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00UGQCU2E) The Greatest Story Ever Told by 20th Century Fox | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00HLCPOJ2) [Item: B00HLCPOJ2] | Unknown | Rating: 4.4
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B06W587V3Z) [Item: B06W587V3Z] | Unknown | Rating: 5.0
(ID: B000USLSMG) [Item: B000USLSMG] | Unknown | Rating: 4.7
(ID: B000LB67KU) [Item: B000LB67KU] | Unknown | Rating: 4.7
(ID: B07SFWYS4G) Silent Fall | Suspense > Drama > Cerebral | Rating: 4.0
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B007BQAU1U) [Item: B007BQAU1U] | Unknown | Rating: 4.8
(ID: B00B99Q2XA) [Item: B00B99Q2XA] | Unknown | Rating: 3.4
(ID: B005152C8C) Cul-de-sac (The Criterion Collection) [DVD] | Movies & TV > Criterion Collection > All | Rating: 4.1
(ID: B00U7ELAVW) [Item: B00U7ELAVW] | Unknown | Rating: 4.3
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B0015XL7SK) Alice Neel Documentary [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B004VW4V80) Courage | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00110MSG2) [Item: B00110MSG2] | Unknown | Rating: 3.1
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: 630261077X) Hell's Angels VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B013CU4DIO) [Item: B013CU4DIO] | Unknown | Rating: 3.3
(ID: B00005YUT0) Zoids - The Battle Begins (Vol. 1) [VHS] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.5
(ID: B0007ZAED6) Bottleneck Blues and Beyond | Movies & TV > Musicals & Performing Arts > Independently Distributed | Rating: 4.3
(ID: B071HP1X22) [Item: B071HP1X22] | Unknown | Rating: 5.0
(ID: B0009RQSAU) R.O.D -The TV- Box Set (Limited Edition) [DVD] | Movies & TV > Boxed Sets > Anime | Rating: 4.6
(ID: B01N9I1J91) [Item: B01N9I1J91] | Unknown | Rating: 4.8
(ID: B08D11LCX1) [Item: B08D11LCX1] | Unknown | Rating: 4.1
(ID: B0030MAGZO) [Item: B0030MAGZO] | Unknown | Rating: 4.7
(ID: 6305069735) The Sci-Fi Files [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B01AP0ASCO) A Whit Stillman Trilogy: Metropolitan, Barcelona, The Last Days of Disco (The Criterion Collection) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B06XYP8WZT) Aquarius: Season 2 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B07QLYXC5F) Cartoon Network: Foster's Home for Imaginary Friends: The Complete Season 1 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B087P3PFY9) [Item: B087P3PFY9] | Unknown | Rating: 3.8
(ID: B00006L93Y) Freddie King - Dallas, Texas - January 20th, 1973 | Movies & TV > Genre for Featured Categories > Musicals | Rating: 3.9
(ID: B005WQ3F2C) [Item: B005WQ3F2C] | Unknown | Rating: 4.6
(ID: B017OAUCPQ) [Item: B017OAUCPQ] | Unknown | Rating: 4.3
(ID: B002TOL8RY) The Godfather (Coppola Restoration) [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: B0B8KVBLL8) [Item: B0B8KVBLL8] | Unknown | Rating: 2.6
(ID: B00QSV4OBG) big hero 6 dvd Italian Import | Movies & TV > Movies | Rating: 4.8
(ID: B000HEWH14) NOVA - The Stars: Supernovas, The Big Bang and More | Movies & TV > Boxed Sets > Documentary | Rating: 4.5
(ID: B008KE1UXY) I See The Crowd Roar -- The Story of William "Dummy" Hoy | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.7
(ID: B0040I0M56) The Longest Day | Drama > Historical > Ambitious | Rating: 4.7
(ID: B07MXN23JM) [Item: B07MXN23JM] | Unknown | Rating: 4.7
(ID: B07G4S78T3) [Item: B07G4S78T3] | Unknown | Rating: 3.9
(ID: B003ASLJQI) Million Dollar Baby (DVD) | Movies & TV > Today's Deals > Spotlight Deals | Rating: 4.7
(ID: B000PC1N4A) Wagner: Parsifal | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.1
(ID: B000KX0IT0) The Tailor of Panama [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.9
(ID: 0792842111) The Silence of the Lambs VHS | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.8
(ID: B0741MS64P) [Item: B0741MS64P] | Unknown | Rating: 3.9
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00DPSMG9C) [Item: B00DPSMG9C] | Unknown | Rating: 3.6
(ID: B018UUXJ5E) [Item: B018UUXJ5E] | Unknown | Rating: 4.3
(ID: B01LWBFXBC) [Item: B01LWBFXBC] | Unknown | Rating: 4.1
(ID: B001GCENZO) Faith of Our Fathers | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.7
(ID: B00V9VWLLK) [Item: B00V9VWLLK] | Unknown | Rating: 4.9
(ID: B00RNV42X0) [Item: B00RNV42X0] | Unknown | Rating: 4.7
(ID: B00006J6XI) The Best of Baretta | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: 6305858357) Burn Up W | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.5
(ID: B09719XYJM) [Item: B09719XYJM] | Unknown | Rating: 4.5
(ID: B0001XAOWA) El Gavilan Pollero | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B01D0PIJH2) [Item: B01D0PIJH2] | Unknown | Rating: 4.5
(ID: B001AQR3NK) Wildfire - Season 4 | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.7
(ID: B08HR3GNGW) [Item: B08HR3GNGW] | Unknown | Rating: 4.8
(ID: B002C6A6F4) Hannah Montana: The Movie (Two-Disc Edition + Digital Copy) | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.6
(ID: B00Y1PXGM4) [Item: B00Y1PXGM4] | Unknown | Rating: 2.1
(ID: B000E370U6) Bloodlines - The Dracula Family Tree | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B0B753M3Z5) [Item: B0B753M3Z5] | Unknown | Rating: 4.4
(ID: B01HITMJSQ) [Item: B01HITMJSQ] | Unknown | Rating: 4.0
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00077284C) Civilisation : Complete BBC Series | Movies & TV > BBC > All BBC Titles | Rating: 4.0
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B0015KLHIS) [Item: B0015KLHIS] | Unknown | Rating: 4.8
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B078YFVCG4) [Item: B078YFVCG4] | Unknown | Rating: 2.2
(ID: B06ZY7PB9T) [Item: B06ZY7PB9T] | Unknown | Rating: 2.2
(ID: B078YFK2G3) [Item: B078YFK2G3] | Unknown | Rating: 4.8
(ID: B002880OE4) [Item: B002880OE4] | Unknown | Rating: 4.3
(ID: 630165191X) Trick Or Treat [VHS] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.7
(ID: B005XI8IPI) [Item: B005XI8IPI] | Unknown | Rating: 4.8
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B0040Y5K2U) JFK: Reckless Youth / Jackie, Ethel & Joan: The Women of Camelot | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B00006JMQN) The Typists (Broadway Theatre Archive) | Movies & TV > Broadway > Broadway Theatre Archive | Rating: 4.8
(ID: B00O4UWDQG) [Item: B00O4UWDQG] | Unknown | 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."
}
|
B01N9I1J91
|
[Item: B01N9I1J91]
| 5
|
AGMGM5REKR5NCNL43746UAZIFZVQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Fallen Star | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- The Family Upstairs: The #1 bestseller. ‘I read it all in one sitting’ – Colleen Hoover | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- The Swans of Fifth Avenue: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Woman in the Window: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Kill Me Again: The gripping psychological thriller with a shocking twist | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Backstage Pass to Broadway: True Tales from a Theatre Press Agent | Books > Arts & Photography > Performing Arts | Rating: 1.0
- The Man Who Seduced Hollywood: The Life and Loves of Greg Bautzer, Tinseltown's Most Powerful Lawyer | Books > Biographies & Memoirs > Arts & Literature | Rating: 3.0
- Rita Moreno: A Memoir | Books > Biographies & Memoirs > Arts & Literature | Rating: 3.0
- Hugh Martin: The Boy Next Door | Books > Biographies & Memoirs > Arts & Literature | Rating: 1.0
- Vera-Ellen: The Magic and the Mystery | Books > Biographies & Memoirs > Arts & Literature | Rating: 3.0
### User's movies History:
- Top of the Lake (DVD) | Movies & TV > Award Winners in Movies & TV > Golden Globe Central | Rating: 1.0
- Elaine Stritch at Liberty | Movies & TV > Genre for Featured Categories > Comedy | Rating: 5.0
- Skirts Ahoy! | Movies & TV > Studio Specials > Warner Home Video | Rating: 5.0
- Bette Midler: The Showgirl Must Go On | Movies & TV > Featured Categories > DVD | Rating: 4.0
- Week-End in Havana | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 3.0
- The Fuller Brush Girl | Movies & TV > Genre for Featured Categories > Comedy | Rating: 5.0
- Classic Musicals from the Dream Factory, Volume 3 (Hit the Deck/Deep in My Heart/Kismet/Nancy Goes to Rio/Two Weeks with Love/Broadway Melody of 1936/Broadway Melody of 1938/Born to Dance/Lady Be Good) | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 5.0
- TCM Spotlight: Esther Williams, Vol. 2 (Thrill of a Romance / Fiesta / This Time for Keeps / Pagan Love Song / Million Dollar Mermaid / Easy to Love) [DVD] | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 5.0
- Hidden Hollywood - Treasures from the 20th Century Fox Vaults [DVD] | Movies & TV > Music Artists > Collins, Phil | Rating: 3.0
- The Bette Davis Collection (The Star / Mr. Skeffington / Dark Victory / Now, Voyager / The Letter) [DVD] | Movies & TV > Boxed Sets > Classics | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B004LPLDWO) [Item: B004LPLDWO] | Unknown | Rating: 4.8
(ID: B0089AD8HA) Batman Super Villains: Catwoman | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B077GHBN11) [Item: B077GHBN11] | Unknown | Rating: 3.1
(ID: B001R4GDRC) Flesh and Fury [Region 2] | Movies & TV > Genre for Featured Categories > Performing Arts | Rating: 4.8
(ID: B00MB1KP8I) The Court-Martial Of George Armstrong Custer DVD Brian Keith | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: 6303046940) Edward Abbey: A Voice in the Wilderness [VHS] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.1
(ID: B005I0DUMC) Cop Land: Collector's Series [Blu-ray + Digital HD] | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: B00KJJZJTE) Timerider ( 1982 ) ( Timerider: The Adventure of Lyle Swann ) ( Time rider ) [ Blu-Ray, Reg.A/B/C Import - Spain ] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.8
(ID: 6304059639) Gunsmoke: The Last Apache VHS | Movies & TV > TV | Rating: 4.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00006FD9L) Rodan [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
(ID: B00HN5FQ7M) [Item: B00HN5FQ7M] | Unknown | Rating: 4.4
(ID: B07DL34R1K) The Invisible Man: Complete Legacy Collection [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00008DDFT) X: Four - Volume 4 | Movies & TV > Featured Categories > DVD | Rating: 3.2
(ID: B003FPBZ88) [Item: B003FPBZ88] | Unknown | Rating: 4.6
(ID: B07JMFBLVT) [Item: B07JMFBLVT] | Unknown | Rating: 4.5
(ID: B00F91FA8C) [Item: B00F91FA8C] | Unknown | Rating: 4.7
(ID: 6302946549) Stolen Hours | Movies & TV > Art House & International > By Country | Rating: 4.5
(ID: B08L57K39L) [Item: B08L57K39L] | Unknown | Rating: 3.7
(ID: B00ID4IWZU) [Item: B00ID4IWZU] | Unknown | Rating: 4.4
(ID: B000B5XPAQ) Ultimate Poker: Mastering Bluffs and Tells in Poker | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.0
(ID: B00ECW9XEG) On a Clear Day You Can See Forever | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 4.6
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00005Q57J) The Field | Movies & TV > Movies | Rating: 4.3
(ID: B00ESJLVR0) Fill The Void | Drama > Romance > Downbeat | Rating: 4.4
(ID: B00N9RUHLS) [Item: B00N9RUHLS] | Unknown | Rating: 4.6
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B01C7V0A9K) The 'Burbs | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B077KRQQRZ) [Item: B077KRQQRZ] | Unknown | Rating: 4.4
(ID: B004GP8QZQ) Anne on Focus VII & VIII - The Mist of Mercy / The Majesty of His Mercy | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B008ARQ6FS) We Walk The Line: A Celebration of the Music of Johnny Cash | Movies & TV > Blu-ray > TV | Rating: 4.1
(ID: B003LPR4ZK) [Item: B003LPR4ZK] | Unknown | Rating: 4.7
(ID: B000I0EJAE) House of Cards | International > Drama | Rating: 4.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B001CCIS5O) The Godfather Collection [DVD] (2008) Al Pacino; Marlon Brando; Robert De Niro | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B091S2B8KB) [Item: B091S2B8KB] | Unknown | Rating: 4.3
(ID: 6300208397) Good Sam | Movies & TV > Movies | Rating: 4.4
(ID: B017J4IF2Y) [Item: B017J4IF2Y] | Unknown | Rating: 4.1
(ID: B00006IUKH) The Eighteen Jade Arhats [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.0
(ID: B07CJYW1Q1) All of Me | Comedy > Fantasy > Romance | Rating: 4.6
(ID: B000EMSOIY) Holmes on Homes: The Complete Third & Fourth Seasons | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B071KTZRYB) Saban's Power Rangers 4K Ultra HD 4K UHD | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00517G4S4) [Item: B00517G4S4] | Unknown | Rating: 4.0
(ID: 0966958403) Haunted Lighthouses [VHS] | Movies & TV > Independently Distributed > Documentary | Rating: 4.5
(ID: B0019RRZWE) [Item: B0019RRZWE] | Unknown | Rating: 3.0
(ID: 6301798287) Charlie Chan: Murder Over New York [VHS] | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.5
(ID: B00JEGX04O) Sean Saves the World: Season One | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.2
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00B99RI9C) Mommas Man | Comedy > Drama | Rating: 3.0
(ID: B01KKIVW6W) [Item: B01KKIVW6W] | Unknown | Rating: 3.9
(ID: B010HIGZW6) Kurt Cobain - Triumvirate - (DELUXE 3 X DISC SET) | Movies & TV > Independently Distributed > Documentary | Rating: 3.5
(ID: B01BE8P5B0) [Item: B01BE8P5B0] | Unknown | Rating: 4.0
(ID: B075H1W3V2) [Item: B075H1W3V2] | Unknown | Rating: 4.7
(ID: B005OT7YX8) The Giant Behemoth | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B00V4JHL3A) [Item: B00V4JHL3A] | Unknown | Rating: 4.3
(ID: B00877IZ4Q) [Item: B00877IZ4Q] | Unknown | Rating: 4.7
(ID: B01MSW0HIY) [Item: B01MSW0HIY] | Unknown | Rating: 3.5
(ID: B006OT0UVU) Season In Hell: Evil Farmhouse Torture | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B0112HPTBE) The Human Centipede: The Complete Sequence [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B01HSAIP6A) Knight Rider - The Complete Series | Movies & TV > TV | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B007K7ICK6) Panama Hattie | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B074QW6G76) [Item: B074QW6G76] | Unknown | Rating: 3.7
(ID: B07629B39Q) [Item: B07629B39Q] | Unknown | Rating: 4.1
(ID: B00003Q432) An Affair to Remember | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B0037TPGG4) The White Stripes: Under Great White Northern Lights (Super Jewel Case packaging) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B075LSKLT8) [Item: B075LSKLT8] | Unknown | Rating: 4.9
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B001HT04BS) [Item: B001HT04BS] | Unknown | Rating: 4.1
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00EAI8J5G) [Item: B00EAI8J5G] | Unknown | Rating: 4.1
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B001UGCYRA) [Item: B001UGCYRA] | Unknown | Rating: 4.0
(ID: B0000694YJ) Reel Values TV Classics - Volume 7: (The Burns & Allen Show / Blondie) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 2.4
(ID: B08MXB6J3R) [Item: B08MXB6J3R] | Unknown | Rating: 4.1
(ID: B07TJKCCTT) Cyrano von Bergerac - Classic Selection [Blu-ray] [1990] [Region A & B & C] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00QJCG8AO) [Item: B00QJCG8AO] | Unknown | Rating: 4.7
(ID: B00AF7OS4M) [Item: B00AF7OS4M] | Unknown | Rating: 3.7
(ID: B01N0OJSB6) [Item: B01N0OJSB6] | Unknown | Rating: 4.7
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B0041NZNF4) Amor, Dolor Y Viceversa [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B0001ZX0ME) Shaolin Iron Fist Collection - Secret of the Shaolin Poles [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B001F91AO0) [Item: B001F91AO0] | Unknown | Rating: 3.1
(ID: B01KBRIP80) [Item: B01KBRIP80] | Unknown | Rating: 3.8
(ID: B086V96VVQ) [Item: B086V96VVQ] | Unknown | Rating: 4.3
(ID: B000WTZ6M6) Kurt Cobain - About a Son | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.6
(ID: B0B6MCR1Y7) [Item: B0B6MCR1Y7] | Unknown | Rating: 4.8
(ID: B0030MV76G) [Item: B0030MV76G] | Unknown | Rating: 4.8
(ID: B07VMHMBFV) [Item: B07VMHMBFV] | Unknown | Rating: 3.9
(ID: B0799YT3LW) Trichster | Drama > Documentary | Rating: 3.8
(ID: B006C46QDS) The Hollywood Trainer - Sexy Abs with Kelly Rowland | Movies & TV > Movies | Rating: 4.3
(ID: B00H3L3TOS) 20 Feet from Stardom | Historical > Documentary > Inspiring | Rating: 4.7
(ID: B00004CYR8) Private Benjamin | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0030DINQW) [Item: B0030DINQW] | Unknown | Rating: 3.0
(ID: B014XL4DJ0) [Item: B014XL4DJ0] | Unknown | 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."
}
|
B00ECW9XEG
|
On a Clear Day You Can See Forever
| 4
|
AHXBQP5GPNPELCAQJ35S7HIFOQ3A
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Remorseless: A British Crime Thriller (Doc Powers & D.I. Carver Investigate Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- A Young Lawyer's Story (Thaddeus Murfee Thrillers) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Blood Defense (Samantha Brinkman Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- A Cooper and Fry Mystery Collection #1: Black Dog, Dancing with the Virgins and Blood on the Tongue (Cooper & Fry Mysteries) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Japantown: A Thriller (A Jim Brodie Thriller Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Concrete Evidence (Evidence Series Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Executive Privilege (Dana Cutler Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
### User's movies History:
- [Item: B00KPZIEFS] | Unknown | Rating: 5.0
- American Gothic | Suspense > Drama | Rating: 4.0
- [Item: B0038FLCWO] | Unknown | Rating: 5.0
- [Item: B00794ML3Y] | Unknown | Rating: 2.0
- [Item: B00MR9UY8A] | Unknown | Rating: 5.0
- [Item: B00KYZMTM8] | Unknown | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B00AEG061S) The Alamo: Thirteen Days To Glory / One Man's Hero - 2 DVD Set (Amazon.com Exclusive) | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.1
(ID: B000WEVGHA) The Biggest Loser Workout: Cardio Max | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.5
(ID: B0083ZLU94) [Item: B0083ZLU94] | Unknown | Rating: 4.8
(ID: B00LDLSHTG) [Item: B00LDLSHTG] | Unknown | Rating: 3.5
(ID: B000BKVL84) Empires of Industry - War Planes of World War II (History Channel) | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.7
(ID: B00GCBBNES) Pinky and the Brain | Science Fiction > Comedy > Animation | Rating: 4.8
(ID: B000053GTB) MVP - Most Valuable Primate [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00FC3HA12) Gran Hotel - Complete Series | Movies & TV > TV | Rating: 4.2
(ID: B005DL6PDC) The Captain Hates The Sea | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B00RC3VEF8) [Item: B00RC3VEF8] | Unknown | Rating: 4.6
(ID: B00005B1WG) Crocodile Hunter's Croc Files (Volume 1) | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.8
(ID: B00G0FV34G) [Item: B00G0FV34G] | Unknown | Rating: 4.7
(ID: 0000143588) Barefoot Contessa (with Ina Garten), Entertaining With Ina Vol. 2 (3 Pack): Brunch 'n' Lunch, Picnic Parties, Summer Entertaining | Movies & TV > Movies | Rating: 4.8
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B07MF9JW9B) [Item: B07MF9JW9B] | Unknown | Rating: 4.5
(ID: 630026629X) Stagecoach | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B0009S4IF6) The Hidden/The Hidden 2 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B07N1W1B2N) [Item: B07N1W1B2N] | Unknown | Rating: 3.0
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B01MSEIAXZ) [Item: B01MSEIAXZ] | Unknown | Rating: 2.4
(ID: B001HN69AE) Dragonball: Evolution [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.8
(ID: B00WSNHAY6) The Blacklist - Season 1-2 [Blu-ray] [Region Free] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B06WGSK6FM) [Item: B06WGSK6FM] | Unknown | Rating: 3.7
(ID: B00190OHD6) [Item: B00190OHD6] | Unknown | Rating: 4.8
(ID: B00BG4RFTI) That Thing You Do! | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00GJVUTIW) It's Not Me, I Swear! | Movies & TV > Independently Distributed > Documentary | Rating: 4.1
(ID: B003WEYKR0) [Item: B003WEYKR0] | Unknown | Rating: 4.5
(ID: B00ED2SZLC) American Guerrilla in the Philippines | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.2
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: 1565853172) The Iliad of Homer | Prime Video > Prime Video > TV | Rating: 4.9
(ID: B00BB8ST44) [Item: B00BB8ST44] | Unknown | Rating: 4.0
(ID: B002LDAKCW) [Item: B002LDAKCW] | Unknown | Rating: 3.5
(ID: B0009VI4VC) Geri Yoga With Katy Appleton [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 2.9
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B002V9JEBY) Four Shaolin Challengers | Action | Rating: 3.0
(ID: B005ZMUZDU) [Item: B005ZMUZDU] | Unknown | Rating: 4.7
(ID: B07CJQ7CCN) [Item: B07CJQ7CCN] | Unknown | Rating: 2.6
(ID: B07Z74G6XB) The 100: The Complete Sixth Season | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B000MQ57NC) Live In Sydney 2008 | Movies & TV > Genre for Featured Categories > Performing Arts | Rating: 3.9
(ID: B0B693RJHX) [Item: B0B693RJHX] | Unknown | Rating: 4.4
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B081TF41D8) [Item: B081TF41D8] | Unknown | Rating: 4.7
(ID: B00BRA5LHE) [Item: B00BRA5LHE] | Unknown | Rating: 3.0
(ID: B00NM6WM28) [Item: B00NM6WM28] | Unknown | Rating: 4.4
(ID: B00CQRN3QI) Peter Pan [Diamond Edition] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B002JIIG0C) [Item: B002JIIG0C] | Unknown | Rating: 4.3
(ID: B07TK2YLJ6) [Item: B07TK2YLJ6] | Unknown | Rating: 4.4
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B002QRF6Y0) Modern Times Wonders - Burj Al Arab | Special Interest > Documentary | Rating: 2.4
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00PWY0UYK) Le Pont du Nord | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B0001GNB7M) 3PW: Broadcast From Hell | Movies & TV > Independently Distributed > Special Interests | Rating: 4.5
(ID: B00030GPWE) Bob & Carol & Ted & Alice | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.1
(ID: B08J7M1P78) [Item: B08J7M1P78] | Unknown | Rating: 3.9
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: 0767018710) Avengers '66: Vol. 4 [DVD] | Movies & TV > A&E Home Video > All A&E Titles | Rating: 3.5
(ID: B08FBM1W38) [Item: B08FBM1W38] | Unknown | Rating: 5.0
(ID: B09JCNRTN5) Hallmark 2-Movie Collection: Two for the Win & A Winter Getaway | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B0000UJLXM) The Fairly Odd Parents - Superhero Spectacle [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00WIOIMHY) [Item: B00WIOIMHY] | Unknown | Rating: 4.7
(ID: B00AQV7VK0) Snowman/The Snowman & The Snowdog | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B01M72RQEN) The Orphan Killer (Blu-ray/DVD Combo) | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B07GT9HGSW) [Item: B07GT9HGSW] | Unknown | Rating: 5.0
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B07MHKMRPY) [Item: B07MHKMRPY] | Unknown | Rating: 3.5
(ID: B000TQLIOC) A Room With A View (Special Edition) [Region 2] [UK Import] | Movies & TV > BBC > All BBC Titles | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00AYDC5HY) [Item: B00AYDC5HY] | Unknown | Rating: 4.7
(ID: B000QCU9J4) Trinity Is Still My Name | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B007961XU4) The Yellow Sea | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.3
(ID: B005DJRIXU) [Item: B005DJRIXU] | Unknown | Rating: 4.5
(ID: B00FQVT27U) Great Gain | Comedy > Drama > Anxious | Rating: 3.3
(ID: B01INNMZIU) Catatonia | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.7
(ID: B001IOQW68) Attack Girls' Swim Team vs. the Undead [DVD] | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 3.3
(ID: B01M6ZV1EZ) The Warriors | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00004W5XZ) Normandy:Great Crusade VHS | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: B00R041DB4) WWJD: The Journey Continues | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0124VQBJQ) [Item: B0124VQBJQ] | Unknown | Rating: 3.8
(ID: B00009IAZ5) Wu Tang Clan [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.7
(ID: B0013BK168) HeavyWeight Yoga: Yoga for the Body You Have Today | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.2
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B08JM8QTWC) [Item: B08JM8QTWC] | Unknown | Rating: 5.0
(ID: B013497N1C) [Item: B013497N1C] | Unknown | Rating: 4.6
(ID: B002N393PA) Food Network Takeout Collection DVD - Good Eats With Alton Brown - Super Sweets 3 - Includes BONUS FOOTAGE Plus: Crust Never Sleeps / A Cake On Every Plate / The Icing Man Cometh | Movies & TV > Movies | Rating: 4.7
(ID: B00K31RBRG) Mad About You: Season 2 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B000LV6O12) Full House: Season 6 | Movies & TV > Boxed Sets > Comedy | Rating: 4.8
(ID: B000MTFFNG) The Kovak Box | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00LYA2M8I) 6 Movies of Excellence Featuring Morgan Freeman in Resting Place; Honey Dripper; Race To Freedom, Underground Railroad; Sophie & the Moonhanger; Gathering of Old Men; Nightjohn | Movies & TV > Movies | Rating: 3.4
(ID: B00MFDLPFE) The Saint | Drama | Rating: 4.2
(ID: B01AYLHSR2) Thomas Stevens On Musicianship: Vacchiano's Rules And Beyond | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B0045HCIZO) The Great Ziegfeld | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B07CPF533B) I Am Elizabeth Smart | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0007N2IGE) The Ultimate New York Body Plan | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.8
(ID: B00KW269JC) [Item: B00KW269JC] | Unknown | Rating: 3.6
(ID: B00003CWS2) Jakob the Liar | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B00079TD6Q) Mailer Cushion Kraft 10.5x15in | Movies & TV > Featured Categories | Rating: 2.7
]
## 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."
}
|
B013497N1C
|
[Item: B013497N1C]
| 5
|
AESKVJOBFTXUTIWQD523CQKWV2GQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The Hearts of Horses | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Traitor's Story | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Six Degrees: Our Future on a Hotter Planet | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
- The Atlantis Gene: A Thriller (The Origin Mystery, Book 1) | Books > Literature & Fiction > Action & Adventure | Rating: 1.0
- Milling: A Complete Course (Workshop Practice) | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 1.0
- Tool & Cutter Sharpening (Workshop Practice) | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 4.0
- Model Engineers' Workshop Projects (Workshop Practice) | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 2.0
- Armageddon: A Novel of Berlin | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Metalworker's Workshop for Home Machinists (Fox Chapel Publishing) Beginner-Friendly Guide to Building or Converting Your Space to a Fully Equipped Shop; Over 200 Illustrations and Diagrams | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 4.0
- Audel Machine Shop Basics | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 3.0
### User's movies History:
- The Good Wife | Drama | Rating: 4.0
- [Item: B003MU6BF8] | Unknown | Rating: 2.0
- [Item: B00DFW0SV6] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B0861K8GDN) [Item: B0861K8GDN] | Unknown | Rating: 4.0
(ID: B001E91LXQ) [Item: B001E91LXQ] | Unknown | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B073G155ZW) [Item: B073G155ZW] | Unknown | Rating: 4.5
(ID: B000J2C6VU) [Item: B000J2C6VU] | Unknown | Rating: 4.6
(ID: B083GZDRDQ) Saigon (1947) | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B000LJ78WI) Animals are Beautiful People | Documentary > Special Interest > Cerebral | Rating: 4.7
(ID: B01MRDIADI) [Item: B01MRDIADI] | Unknown | Rating: 4.8
(ID: B00DU6ORW8) Top Gear (UK) | Comedy > Talk Show and Variety > Sports | Rating: 4.9
(ID: B007VD1XU0) JCVD Bloodsport (Blu-ray 3D + Blu-ray) [Region Free] [3D Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 2.8
(ID: B00062J01W) DISCOVERY OF NOAH'S ARK - THE BEST EVIDENCE | Movies & TV > Music Artists > Genesis | Rating: 4.2
(ID: B00UGQEQWG) The Book Thief | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B014GCSYBY) Anais Nin Observed | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B005EW4ZNC) [Item: B005EW4ZNC] | Unknown | Rating: 4.7
(ID: B00LI1DYRG) Extant | Science Fiction > Suspense > Drama | Rating: 4.3
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B0053O8A5U) Glee: Season 3 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B00AEUQPQO) [Item: B00AEUQPQO] | Unknown | Rating: 4.8
(ID: B000HX5W9E) [Item: B000HX5W9E] | Unknown | Rating: 3.0
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B09LSPP8J9) [Item: B09LSPP8J9] | Unknown | Rating: 4.0
(ID: B08DWS1FV2) [Item: B08DWS1FV2] | Unknown | Rating: 3.8
(ID: B07CYJ1P52) [Item: B07CYJ1P52] | Unknown | Rating: 3.8
(ID: B09XWSJSX7) [Item: B09XWSJSX7] | Unknown | Rating: 4.1
(ID: B001UV1FVG) [Item: B001UV1FVG] | Unknown | Rating: 4.6
(ID: B07L35V3VQ) [Item: B07L35V3VQ] | Unknown | Rating: 3.8
(ID: 1598035533) Mathematics, Philosophy, and the "Real World" | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B000053UWQ) Godzilla 2000 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B01FH566UU) [Item: B01FH566UU] | Unknown | Rating: 3.5
(ID: B0091X0UDE) [Item: B0091X0UDE] | Unknown | Rating: 4.5
(ID: B0BXTCFPBG) [Item: B0BXTCFPBG] | Unknown | Rating: 4.9
(ID: B000062XEX) The Devil's Brigade | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.6
(ID: B0026P61FU) Sin: The Movie | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.0
(ID: B00005ALOD) The Ghost [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.5
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B003SI63IY) [Item: B003SI63IY] | Unknown | Rating: 4.7
(ID: B000EHSVB4) Big Valley - Season 1 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B0010KG2LK) The Mayor of Casterbridge [2003] [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00NTSRTCW) Planet of the Apes - Primal Collection | Movies & TV > Sci-Fi Series & Sequels > Planet of the Apes | Rating: 4.4
(ID: B00FYJ6N4O) Life of Pi / Beasts of the Sounthern Wild | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B004YIZGXA) [Item: B004YIZGXA] | Unknown | Rating: 4.0
(ID: B01596D8UI) [Item: B01596D8UI] | Unknown | Rating: 4.4
(ID: B094LJ4L2J) Escape From Area 51 DVD and BONUS CD Soundtrack | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 3.7
(ID: B0B8TFK952) Renegades | Suspense > Military and War > Action | Rating: 3.5
(ID: B000GW8TDW) The Victorian Garden Series | Movies & TV > TV | Rating: 4.6
(ID: B006P2TA44) Andromeda Complete Series 1-5 | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.7
(ID: B0009WIDWG) The Heritage Theatre - The Mysteries | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B07TSWSWM1) [Item: B07TSWSWM1] | Unknown | Rating: 4.2
(ID: B017JRKXDK) [Item: B017JRKXDK] | Unknown | Rating: 3.9
(ID: B08MBWKLLR) [Item: B08MBWKLLR] | Unknown | Rating: 4.0
(ID: B00JVAER18) Pop / The Priest WORLD WAR II Russian Movie NTSC English Subtitles | Movies & TV > Genre for Featured Categories > Military & War | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B000IBUOX4) [Item: B000IBUOX4] | Unknown | Rating: 4.9
(ID: B0002TVX0A) Circle of Iron | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.6
(ID: B00DX88HME) Other People's Money | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B06XRKKYRD) [Item: B06XRKKYRD] | Unknown | Rating: 3.4
(ID: B00RD9DOFE) [Item: B00RD9DOFE] | Unknown | Rating: 4.8
(ID: B01DMZX04W) [Item: B01DMZX04W] | Unknown | Rating: 4.6
(ID: B0028DNRES) [Item: B0028DNRES] | Unknown | Rating: 4.7
(ID: B005DWAH62) [Item: B005DWAH62] | Unknown | Rating: 3.9
(ID: B01MUALRMN) [Item: B01MUALRMN] | Unknown | Rating: 4.5
(ID: B001CU7W4E) History - Suicide Missions : Merrill's Marauders | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.8
(ID: B07FV8W93V) [Item: B07FV8W93V] | Unknown | Rating: 3.9
(ID: B07HG8JYBH) Scorpion: The Complete Series | Movies & TV > Paramount Home Entertainment | Rating: 4.7
(ID: B00IYIL0CM) Ghost World (Import-Germany, Region Free Blu-ray) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B0795Z4GM3) [Item: B0795Z4GM3] | Unknown | Rating: 4.8
(ID: B009CGR82G) Mulholland Drive | Suspense > Drama > Dark | Rating: 4.2
(ID: B00I2TV3NO) [Item: B00I2TV3NO] | Unknown | Rating: 4.8
(ID: B001LNV5Y0) [Item: B001LNV5Y0] | Unknown | Rating: 4.5
(ID: B00MT6AUH6) [Item: B00MT6AUH6] | Unknown | Rating: 4.7
(ID: B00LSEGW18) [Item: B00LSEGW18] | Unknown | Rating: 4.8
(ID: B004CJH4K4) [Item: B004CJH4K4] | Unknown | Rating: 4.4
(ID: B007QTL2PK) High Sierra: A Journey on the John Muir Trail [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.9
(ID: B007Y37TWS) [Item: B007Y37TWS] | Unknown | Rating: 4.4
(ID: B0BPJXD2H9) Marathon Man (4KUHD) [4K UHD] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00ECU44SS) [Item: B00ECU44SS] | Unknown | Rating: 4.7
(ID: B002759JXU) Quilt in a Day: Still Stripping After 25 Years | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B01MSDFS00) [Item: B01MSDFS00] | Unknown | Rating: 4.2
(ID: B085RPQSWW) Nell, 1 Blu-ray | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B07Q1L8619) [Item: B07Q1L8619] | Unknown | Rating: 2.2
(ID: B00AB2NW6Q) That Lady in Ermine | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.3
(ID: B09M3KZYT5) Day of the Dead: Season One | Movies & TV > Blu-ray > TV | Rating: 3.5
(ID: B002962T84) Tajemnica Twierdzy Szyfrow | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B00004RG63) The Man With The Golden Gun (Special Edition) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000ENC6XM) Constantine | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B07QBQWGXJ) [Item: B07QBQWGXJ] | Unknown | Rating: 4.6
(ID: 6303421563) The Professional VHS | Movies & TV > Art House & International > By Genre | Rating: 4.7
(ID: B00WF83AI4) [Item: B00WF83AI4] | Unknown | Rating: 4.6
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B08LQV9Z9M) Coming Through America | Comedy > Arts, Entertainment, and Culture | Rating: 4.0
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B07958M5ZH) [Item: B07958M5ZH] | Unknown | 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."
}
|
B00I2TV3NO
|
[Item: B00I2TV3NO]
| 5
|
AFYNF4PHQIIJ6V62PSDFEGLT5I2Q
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Richard Hittleman's Yoga: 28 Day Exercise Plan | Books > Health, Fitness & Dieting > Exercise & Fitness | Rating: 5.0
- Whose Boat Is This Boat?: Comments That Don't Help in the Aftermath of a Hurricane | Books > Humor & Entertainment > Humor | Rating: 2.0
- The Kitchen House: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Appalachian Daughter | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Cars Galore | Books > Children's Books > Activities, Crafts & Games | Rating: 2.0
- Interrupting Chicken | Books > Children's Books > Growing Up & Facts of Life | Rating: 5.0
- Paper Pups | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 2.0
### User's movies History:
- [Item: B075NSX6DD] | Unknown | Rating: 1.0
- [Item: B01M8KMAFQ] | Unknown | Rating: 2.0
- [Item: B01LX3FNYF] | Unknown | Rating: 5.0
- [Item: B071GW67JT] | Unknown | Rating: 3.0
- [Item: B079G693XF] | Unknown | Rating: 5.0
- [Item: B07K3NVJKD] | Unknown | Rating: 5.0
- [Item: B07VFKJGHB] | Unknown | Rating: 4.0
- [Item: B07TK17J74] | Unknown | Rating: 4.0
- Midsomer Murders: Series 19, Part 2 | Movies & TV > Featured Categories > DVD | Rating: 2.0
- The Ruth Rendell Mysteries: The Lake of Darkness | Suspense > Drama | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B009AHO1XQ) Jungle King | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.5
(ID: B01N7CE7IH) [Item: B01N7CE7IH] | Unknown | Rating: 4.5
(ID: B00576U9I0) Xenosaga S.A.V.E. | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 3.7
(ID: B004294GNC) Millions Like Us | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B07VLHWS2Z) [Item: B07VLHWS2Z] | Unknown | Rating: 3.8
(ID: B000BHN7HA) Live At The Gem [DVD] | Movies & TV > Independently Distributed > Music Video & Concerts | Rating: 4.6
(ID: B00274FG5G) [Item: B00274FG5G] | Unknown | Rating: 4.2
(ID: B0040PGBR2) Frontier Hellcat - The Indian, The Hunter and The Girl | Movies & TV > Genre for Featured Categories > Westerns | Rating: 3.7
(ID: B001IQDAMK) Maria Callas | Movies & TV > A&E Home Video > Biography | Rating: 4.4
(ID: B002P48KWE) [Item: B002P48KWE] | Unknown | Rating: 4.7
(ID: B099VBK9RJ) [Item: B099VBK9RJ] | Unknown | Rating: 3.7
(ID: B000NIVJHM) Dirty Dancing | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.8
(ID: B00005V9H9) Anne Murray - What a Wonderful World [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B09J41L9KT) [Item: B09J41L9KT] | Unknown | Rating: 4.1
(ID: B007C7V0BW) [Item: B007C7V0BW] | Unknown | Rating: 4.8
(ID: B00L3NS8FW) When Wrestling Was on the Marquee Vol. 9 - Champions of the IWA - DVD | Movies & TV > Genre for Featured Categories > Sports | Rating: 5.0
(ID: B016DNU70K) Turbo Kid Limited Edition Steelbook [Import] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: 6304961693) In the Heat of the Night VHS | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.8
(ID: B0126L5F6E) [Item: B0126L5F6E] | Unknown | Rating: 4.8
(ID: B00OPX4X2E) [Item: B00OPX4X2E] | Unknown | Rating: 4.7
(ID: 630196408X) Andy Hardy's Private Secretary | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.7
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B01LZE0T5J) Peter the Great (The Mini-Series) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B0043988GM) Der Rosenkavalier: The Film | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B07NRT59QR) [Item: B07NRT59QR] | Unknown | Rating: 4.5
(ID: B00009APB6) Sgt. Pepper's Lonely Hearts Club Band | Movies & TV > Music Artists > Cooper, Alice | Rating: 4.6
(ID: B07LG596NV) [Item: B07LG596NV] | Unknown | Rating: 3.5
(ID: B000GJ0LFE) University of Notre Dame: Fighting Irish | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.6
(ID: B074BQ85GW) Dragon Seed (1944) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.3
(ID: B00O1SJPXA) [Item: B00O1SJPXA] | Unknown | Rating: 4.6
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B004LROMU2) Star Wars: The Clone Wars - Season 3 [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00CFQOPDK) [Item: B00CFQOPDK] | Unknown | Rating: 3.7
(ID: B00S66QACC) [Item: B00S66QACC] | Unknown | Rating: 4.2
(ID: B00950XIBY) [Item: B00950XIBY] | Unknown | Rating: 4.7
(ID: 6304045425) Bloodsucking Freaks | Movies & TV > Cult Movies > Horror | Rating: 4.2
(ID: B00009XN7N) Playboy TV - Sexy Urban Legends - Seeing Is Believing [DVD] | Movies & TV > Movies | Rating: 3.7
(ID: B07GTJ83SC) [Item: B07GTJ83SC] | Unknown | Rating: 4.5
(ID: B001PM3N92) Jeff Foxworthy 2 - The Return of the Incomplete Deer Hunter | Movies & TV > Movies | Rating: 3.7
(ID: B006GGRE9M) Eating Out: The Open Weekend | Movies & TV > Featured Categories > Blu-ray | Rating: 4.2
(ID: B00LM4UMBA) [Item: B00LM4UMBA] | Unknown | Rating: 4.3
(ID: B005JUSBMU) Happy Holidays 3 Dsk Set w/ Cozy Fireplace DVD | Movies & TV > Movies | Rating: 5.0
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B002KOM5LQ) [Item: B002KOM5LQ] | Unknown | Rating: 4.5
(ID: 630254842X) Kid Galahad | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.5
(ID: B000W0BLAQ) [Item: B000W0BLAQ] | Unknown | Rating: 4.0
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B000E1OI8K) Oyster Farmer [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B001EBV0L2) [Item: B001EBV0L2] | Unknown | Rating: 4.8
(ID: B00CQAUNWW) The Incredible Hulk: The Complete Series | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.8
(ID: B0152AW08M) Assassination [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: 6305468427) Noah's Ark VHS | Movies & TV > Christian Video > Biography | Rating: 4.1
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B0112HPSUQ) Out of the Vault Christmas | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.9
(ID: B00842ASOY) Pray As You Have Seen Me Pray (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B01LXPZ2TS) The Last Descent | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.8
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00BSU0FO2) American Mary BD [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B01MRX63ZC) [Item: B01MRX63ZC] | Unknown | Rating: 2.5
(ID: B06XGBTSVG) [Item: B06XGBTSVG] | Unknown | Rating: 4.6
(ID: B0000A02TP) What Happened to Kerouac? | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B06XCR1BC4) [Item: B06XCR1BC4] | Unknown | Rating: 4.0
(ID: B000BMY2LU) The Producers | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B0009PW4F0) Welcome to Death Row (The Signature Series) | Movies & TV > Music Artists > Dr. Dre | Rating: 4.4
(ID: B00H8VMTR6) [Item: B00H8VMTR6] | Unknown | Rating: 3.9
(ID: B010PS3ZP8) [Item: B010PS3ZP8] | Unknown | Rating: 4.0
(ID: B002AS45NI) Life on Mars: The Complete Second Series (U.K.) | Movies & TV > Boxed Sets > Drama | Rating: 4.7
(ID: B003TH2LYY) [Item: B003TH2LYY] | Unknown | Rating: 4.9
(ID: B0002JP2V6) The Incredibly Strange Creatures Who Stopped Living and Became Mixed-Up Zombies | Movies & TV > Cult Movies > Horror | Rating: 3.8
(ID: B09M2KRQNX) [Item: B09M2KRQNX] | Unknown | Rating: 3.8
(ID: B000A3Z9B2) Kenny & Dolly: Real Love | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00XIFTMZS) [Item: B00XIFTMZS] | Unknown | Rating: 4.3
(ID: B000Q7S54K) Visit To A Small Planet | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.5
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B003YDK4DS) [Item: B003YDK4DS] | Unknown | Rating: 4.7
(ID: B01LWP59BS) [Item: B01LWP59BS] | Unknown | Rating: 2.2
(ID: B079XT1KYR) [Item: B079XT1KYR] | Unknown | Rating: 4.3
(ID: B00004T6FM) Yoga Conditioning for Weight Loss VHS | Movies & TV > Yoga > By Instructor | Rating: 3.7
(ID: B00OL2G4JY) Dr. K's Exotic Animal ER | Movies & TV > Disc on Demand | Rating: 3.7
(ID: B07G1Y112F) Hereditary [DVD] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.4
(ID: B001RBY9D0) Monks: The Transatlantic Feedback | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B004HGJFHM) [Item: B004HGJFHM] | Unknown | Rating: 4.0
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B000ATQYX8) The Munsters - Complete Second Season | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.9
(ID: B07TBPQ7LS) Adam Sandler 1990s Classics Collection: 5 Movies (Happy Gilmore / Billy Madison / The Waterboy / Big Daddy / The Wedding Singer) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B097YYZ87F) [Item: B097YYZ87F] | Unknown | Rating: 3.1
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00M839CUQ) [Item: B00M839CUQ] | Unknown | Rating: 3.4
(ID: B003O96Q16) The Outer Limits - The Complete Season 1 & 2 (Boxset) (2-Pack) | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.4
(ID: B0BZ937YMF) [Item: B0BZ937YMF] | Unknown | Rating: 4.6
(ID: B00FEB0AIC) [Item: B00FEB0AIC] | Unknown | Rating: 4.7
(ID: B01MTFGQJU) [Item: B01MTFGQJU] | Unknown | Rating: 4.4
(ID: B08RJL76W5) [Item: B08RJL76W5] | Unknown | Rating: 4.6
(ID: B0BQGBCDN2) The Quiet Man | Movies & TV > Featured Categories > Blu-ray | 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."
}
|
B097YYZ87F
|
[Item: B097YYZ87F]
| 1
|
AGN7OLEVY3YRG2IM3E4JUUCEZIGQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Basics of Web Design: HTML5 and CSS3 | Books > Computers & Technology > Web Development & Design | Rating: 2.0
- Nonprofit Kit For Dummies | Books > Business & Money > Business Development & Entrepreneurship | Rating: 2.0
- The St. Martin's Guide to Writing | Books > Reference > Writing, Research & Publishing Guides | Rating: 3.0
- Those Who Can, Teach | Books > New, Used & Rental Textbooks > Business & Finance | Rating: 4.0
- Living Theatre: A History of Theatre | Books > Arts & Photography > Performing Arts | Rating: 5.0
- Understanding Movies (13th Edition) | Books > New, Used & Rental Textbooks > Humanities | Rating: 3.0
- The Power of Critical Thinking: Effective Reasoning About Ordinary and Extraordinary Claims | Books > New, Used & Rental Textbooks > Humanities | Rating: 5.0
### User's movies History:
- Louie | Comedy | Rating: 1.0
- [Item: B008FWICJ6] | Unknown | Rating: 1.0
- [Item: B0172Q0O5U] | Unknown | Rating: 5.0
- [Item: B00A8D1RSS] | Unknown | Rating: 5.0
- [Item: B00A8D18ZA] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: 630307362X) The Piano VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B008220B0C) Katy Perry The Movie: Part of Me (Two-Disc Blu-ray/DVD Combo + Digital Copy) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B017CF8OXA) [Item: B017CF8OXA] | Unknown | Rating: 4.8
(ID: B00R9O4VO6) Pet Girl of Sakurasou: Complete Collection [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B0030J4MP2) [Item: B0030J4MP2] | Unknown | Rating: 4.7
(ID: B00KEM38IK) Submerge | Drama > LGBTQ | Rating: 3.5
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B078SJCFLJ) [Item: B078SJCFLJ] | Unknown | Rating: 4.7
(ID: B00NPC6OVY) [Item: B00NPC6OVY] | Unknown | Rating: 4.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B091K16HYD) Law & Order: Organized Crime | Drama | Rating: 4.8
(ID: B00ABH61SC) [Item: B00ABH61SC] | Unknown | Rating: 4.7
(ID: B00S66P2GC) [Item: B00S66P2GC] | Unknown | Rating: 4.5
(ID: B08XJR6J1D) [Item: B08XJR6J1D] | Unknown | Rating: 3.0
(ID: B01B8E8LNO) [Item: B01B8E8LNO] | Unknown | Rating: 3.4
(ID: B01M27LGFE) South Park: Bigger, Longer & Uncut | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B008JFUPK8) Man of Steel (Blu-ray) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00GAK0YP0) [Item: B00GAK0YP0] | Unknown | Rating: 3.8
(ID: B00139MUGO) [Item: B00139MUGO] | Unknown | Rating: 3.8
(ID: B01HPDKVD0) [Item: B01HPDKVD0] | Unknown | Rating: 2.9
(ID: B0B8QTF22J) [Item: B0B8QTF22J] | Unknown | Rating: 3.1
(ID: B01AGZP6XE) [Item: B01AGZP6XE] | Unknown | Rating: 4.4
(ID: B000055XSN) Concertante/Black Cake [DVD] | Movies & TV > Musicals & Performing Arts > Ballet & Dance | Rating: 4.3
(ID: B06XKJQMJK) [Item: B06XKJQMJK] | Unknown | Rating: 4.9
(ID: B078KW3Z4C) [Item: B078KW3Z4C] | Unknown | Rating: 3.0
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: 1573623830) Star Kid | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B019YRY456) [Item: B019YRY456] | Unknown | Rating: 2.9
(ID: B00005JP4N) Looker (DVD) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: B074WC1DLK) Will And Grace: The Complete Will And Grace [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B0B66KJGT6) [Item: B0B66KJGT6] | Unknown | Rating: 1.2
(ID: B0B5KBHGTN) [Item: B0B5KBHGTN] | Unknown | Rating: 4.4
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00FI9KDI2) [Item: B00FI9KDI2] | Unknown | Rating: 4.6
(ID: 6302541468) Incident at Oglala - The Leonard Peltier Story [VHS] | Movies & TV > Studio Specials > Lions Gate Home Entertainment | Rating: 4.6
(ID: 6302946212) Hawaii: Pacific Paradise | Movies & TV > Boxed Sets > Special Interests | Rating: 4.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B012CIJ06C) [Item: B012CIJ06C] | Unknown | Rating: 3.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0026KTY4K) [Item: B0026KTY4K] | Unknown | Rating: 4.2
(ID: B0152AW1A4) Snow Bride | Movies & TV > Independently Distributed > Drama | Rating: 4.8
(ID: B07GDV2KN2) [Item: B07GDV2KN2] | Unknown | Rating: 4.8
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00022LJ42) The Gypsy Moon | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.3
(ID: B00W822GEQ) [Item: B00W822GEQ] | Unknown | Rating: 4.0
(ID: B00005MGBR) CKY2K [DVD] | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.6
(ID: B000CFX5F0) Messiah - Series 3 & 4 2005 | Movies & TV > BBC > All BBC Titles | Rating: 4.5
(ID: B001OBBS4G) XOMBIE: DEAD ON ARRIVAL [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.5
(ID: B002SF9YQ6) Mystical Brain | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.6
(ID: B075FTNY2N) [Item: B075FTNY2N] | Unknown | Rating: 2.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B008OZRIT4) [Item: B008OZRIT4] | Unknown | Rating: 3.1
(ID: B07BFB7L9K) Shakespeare: Titus Andronicus | Movies & TV > Shakespeare on DVD Store > The Works | Rating: 4.3
(ID: B009QOXAE4) [Item: B009QOXAE4] | Unknown | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B09P4CSFZP) [Item: B09P4CSFZP] | Unknown | Rating: 4.7
(ID: B075K57LQK) [Item: B075K57LQK] | Unknown | Rating: 4.5
(ID: B000KE1PDC) [Item: B000KE1PDC] | Unknown | Rating: 4.4
(ID: B01MXWOIPH) [Item: B01MXWOIPH] | Unknown | Rating: 3.0
(ID: B001U5V04O) Mozart: Don Giovanni - Royal Opera House [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.1
(ID: B000N2HDLY) Inside The Actors Studio: Barbra Streisand | Movies & TV > TV | Rating: 4.9
(ID: B00505QPQ8) [Item: B00505QPQ8] | Unknown | Rating: 4.0
(ID: B00004WGAN) Sense & Sensibility VHS | Movies & TV > Art House & International > By Country | Rating: 4.8
(ID: B004XFZ3UU) The Warrior's Way | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B001D6I340) [Item: B001D6I340] | Unknown | Rating: 4.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00V5D1J9M) Hobbit, The: The Battle of Five Armies (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.9
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B09HP5VJHX) [Item: B09HP5VJHX] | Unknown | Rating: 2.9
(ID: B09FYM9RTC) [Item: B09FYM9RTC] | Unknown | Rating: 4.0
(ID: B07CYH8K4M) Best Baker in America | Unscripted > Documentary | Rating: 4.5
(ID: B00005OCPM) The Animal | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B078XNW53D) [Item: B078XNW53D] | Unknown | Rating: 4.6
(ID: B00T9H5E8I) [Item: B00T9H5E8I] | Unknown | Rating: 4.6
(ID: B000AXWH76) Samurai Champloo Vol. 4 | Movies & TV > Movies | Rating: 4.7
(ID: B07N12WJ9T) [Item: B07N12WJ9T] | Unknown | Rating: 4.1
(ID: B00024JBLI) Great Sports Legends: Basketball [DVD] | Movies & TV > Boxed Sets > Documentary | Rating: 5.0
(ID: 6303952798) The Tie That Binds VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: 1598031325) Science and Religion | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B01LZPZD9X) [Item: B01LZPZD9X] | Unknown | Rating: 4.4
(ID: 6303997643) Doom Generation | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B00AJURKF4) [Item: B00AJURKF4] | Unknown | Rating: 4.7
(ID: B07BGS4PKH) [Item: B07BGS4PKH] | Unknown | Rating: 4.6
(ID: B00DZSZFB8) Holiday for Love | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.6
(ID: B0002IQEUA) Hunting Season | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.8
(ID: B00272NJ66) Doctor Who: Meglos (Story 111) | Movies & TV > BBC > All BBC Titles | Rating: 4.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B01KBDAZTQ) [Item: B01KBDAZTQ] | Unknown | Rating: 4.7
(ID: B00CR1N10Q) [Item: B00CR1N10Q] | Unknown | Rating: 4.1
(ID: B001HBSVMA) [Item: B001HBSVMA] | Unknown | Rating: 4.7
(ID: B07Z8CLR1V) [Item: B07Z8CLR1V] | Unknown | Rating: 4.0
(ID: B08MWF8Y2S) Soorarai Pottru (Malayalam) | Drama > Action > Heartwarming | Rating: 4.8
(ID: B0035PNWNO) The Nazi Officer's Wife : How One Jewish Woman Survived the Holocaust - Complete Uncut Version | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B079XRCXNM) [Item: B079XRCXNM] | Unknown | Rating: 5.0
(ID: B079NSZ187) [Item: B079NSZ187] | Unknown | Rating: 3.7
(ID: B0B8N942B9) [Item: B0B8N942B9] | Unknown | Rating: 4.4
(ID: B007QJ9XKQ) [Item: B007QJ9XKQ] | Unknown | 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."
}
|
B079XRCXNM
|
[Item: B079XRCXNM]
| 5
|
AHYVXIG4QB4RQVKDLX3J2MBPOJCQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Madness, Rack, and Honey: Collected Lectures | Books > Literature & Fiction > History & Criticism | Rating: 3.0
- The Innovators: How a Group of Hackers, Geniuses, and Geeks Created the Digital Revolution | Books > Engineering & Transportation > Engineering | Rating: 4.0
- Motherland Fatherland Homelandsexuals (Penguin Poets) | Books > Literature & Fiction > History & Criticism | Rating: 3.0
- Red Sorghum: A Novel of China | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Empire of the Summer Moon: Quanah Parker and the Rise and Fall of the Comanches, the Most Powerful Indian Tribe in American History | Books > Biographies & Memoirs > Community & Culture | Rating: 3.0
### User's movies History:
- [Item: B00ASIT1A4] | Unknown | Rating: 4.0
- [Item: B006GLM47Y] | Unknown | Rating: 5.0
- Red Sorghum(Hong Gao Liang, Zhang Yimou's award film, Gong Li, Jiang Wen, 1987) | Movies & TV > Featured Categories > DVD | Rating: 1.0
- I, Claudius (35th Anniversary Edition) | Movies & TV > Genre for Featured Categories > Drama | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B073FFSJ8V) Red Christmas | Movies & TV > Holidays & Seasonal > Christmas | Rating: 3.9
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B004VXJ4EU) [Item: B004VXJ4EU] | Unknown | Rating: 4.5
(ID: B01N47VPJG) Star Trek: Deep Space Nine: The Complete Series | Movies & TV > Science Fiction & Fantasy | Rating: 4.6
(ID: B09DTN8PTC) [Item: B09DTN8PTC] | Unknown | Rating: 2.8
(ID: B0000AGQ1U) Arthur's Teacher Trouble plus Arthur's Spelling Trubble [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.2
(ID: B000LPQ6CU) Blade of the Phantom Master: Shin Angyo Onshi [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.1
(ID: B07731CQ55) [Item: B07731CQ55] | Unknown | Rating: 3.7
(ID: 194578816X) Orphaned Courage | Movies & TV > Movies | Rating: 4.1
(ID: B00H8FQ36K) [Item: B00H8FQ36K] | Unknown | Rating: 4.5
(ID: B00008H2ID) The Zero Boys [DVD] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.2
(ID: B085RNMC29) Black Sunday | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.5
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B07ZXBW74D) [Item: B07ZXBW74D] | Unknown | Rating: 4.7
(ID: B074G5D5Z3) [Item: B074G5D5Z3] | Unknown | Rating: 3.4
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B01GA4JYAQ) The Innocents [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00CHIFSD2) [Item: B00CHIFSD2] | Unknown | Rating: 4.2
(ID: B07D93PVDY) Lonesome Dove 4-Movie pack + Comanche Moon - Complete Series | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B09LXFH812) Miller's Crossing (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B08424YB8N) [Item: B08424YB8N] | Unknown | Rating: 4.5
(ID: B0058MX76Y) Viva Riva | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00GAHIDYM) [Item: B00GAHIDYM] | Unknown | Rating: 4.2
(ID: B0038LGCQO) The Four Horsemen of the Apocalypse | Movies & TV > Genre for Featured Categories > Military & War | Rating: 4.3
(ID: B00CHAEBW4) The School In The Woods | Movies & TV > Featured Categories > DVD | Rating: 2.8
(ID: B07C52NBGB) [Item: B07C52NBGB] | Unknown | Rating: 3.7
(ID: 0966696948) Karmu, A Place in the Sun | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B07V3NJZCN) [Item: B07V3NJZCN] | Unknown | Rating: 4.5
(ID: B01CPTKY22) [Item: B01CPTKY22] | Unknown | Rating: 3.9
(ID: B014DMSHNW) Storm of the Century Includes 6 Bonus Movies | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.7
(ID: B00DYC6N20) The Hollywood Palace: Bing Crosby Christmas Show | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.3
(ID: B01H878FPO) [Item: B01H878FPO] | Unknown | Rating: 2.9
(ID: B0131PI29Q) Cowboys vs Dinosaurs (2015) [ NON-USA FORMAT, PAL, Reg.2 Import - Germany ] | Movies & TV > Movies | Rating: 3.0
(ID: B00018LTDI) Battlestar Galactica: The Complete Epic Series | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00ZNRC9NQ) The World of Sid and Marty Krofft - Complete Series - 14-DVD Box Set ( H.R. Pufnstuf / Land of the Lost / Sigmund and the Sea Monsters / Electra Woman and Dyna Girl ) | Movies & TV > 7-9 Years | Rating: 4.4
(ID: B000I9U792) [Item: B000I9U792] | Unknown | Rating: 4.8
(ID: B08XS7P86H) [Item: B08XS7P86H] | Unknown | Rating: 3.8
(ID: B008MU8YWG) Secret+waiting+stella Tf-sac | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
(ID: 6301969707) Dr. Seuss: How the Grinch Stole Christmas [VHS] | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.8
(ID: B073XP7YF4) Cars 3 [DVD] [2017] | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.2
(ID: B005TIAJGI) Broadside-TV Sitcom-29 Episodes-3 DVD-R-Set-Starring Dick Sargent | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.0
(ID: B01MYTSZV8) [Item: B01MYTSZV8] | Unknown | Rating: 2.9
(ID: B0144R8KOW) TURN IT UP! A CELEBRATION OF THE ELECTRIC GUITAR | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: 4901000624) DVD-Its Time To Laugh | Movies & TV > Movies | Rating: 3.3
(ID: B004RFV5OE) [Item: B004RFV5OE] | Unknown | Rating: 4.4
(ID: B01E7V1Y4S) [Item: B01E7V1Y4S] | Unknown | Rating: 4.1
(ID: B003R4ZMKY) The Good Guys | Movies & TV > First to Know > Television | Rating: 4.5
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B0861CX5XH) [Item: B0861CX5XH] | Unknown | Rating: 2.9
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B006VTZ7HU) Nevzorov Haute Ecole Principles | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: 6303878318) Mercy Mission: The Rescue of Flight 771 [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B001GCUO6Q) I've Loved You So Long [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B01KV8A0UA) Close to the Enemy | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B07FK1RVX8) [Item: B07FK1RVX8] | Unknown | Rating: 4.1
(ID: B017O87RJM) [Item: B017O87RJM] | Unknown | Rating: 4.5
(ID: B00Z9HS7TU) Patterns of Evidence: Exodus | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.8
(ID: B00000BLFI) James Bond Ultimate Edition - Vol. 1 (The Man with the Golden Gun / Goldfinger / The World Is Not Enough / Diamonds Are Forever / The Living Daylights) | Movies & TV > James Bond > Pierce Brosnan | Rating: 4.4
(ID: B00U0SSDME) Evil Eye (Featuring The Girl Who Knew Too Much) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B011ECWZEG) Circle of Danger | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B01BD6AD10) Macbeth | International > Drama > Emotional | Rating: 4.2
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B005CZM9IY) [Item: B005CZM9IY] | Unknown | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B00HJQNSU2) [Item: B00HJQNSU2] | Unknown | Rating: 3.3
(ID: B00SZCO7YK) [Item: B00SZCO7YK] | Unknown | Rating: 2.3
(ID: B07HFGRZ1M) [Item: B07HFGRZ1M] | Unknown | Rating: 3.0
(ID: B009JZWHWG) [Item: B009JZWHWG] | Unknown | Rating: 4.3
(ID: B0911ZKL6L) [Item: B0911ZKL6L] | Unknown | Rating: 4.1
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00005ASSF) The Little Colonel VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B07SC5RWJF) [Item: B07SC5RWJF] | Unknown | Rating: 3.2
(ID: B0032BWL74) Amira Mor: Belly Dance For Cardio Workout | Movies & TV > Featured Categories > DVD | Rating: 2.4
(ID: B074KMTB1B) [Item: B074KMTB1B] | Unknown | Rating: 4.7
(ID: B014I4IUXC) Cannon // The Complete Collection (122 Episodes Plus 2 TV Movies:& Pilot And Return Of Frank Cannon) | Movies & TV > Boxed Sets > Mystery & Suspense | Rating: 4.7
(ID: B06X42CMSC) [Item: B06X42CMSC] | Unknown | Rating: 4.6
(ID: B09LGYWHV5) River's End: California's Latest Water War | Documentary > Special Interest | Rating: 4.6
(ID: B07FP38BRX) [Item: B07FP38BRX] | Unknown | Rating: 3.7
(ID: B00G5YUUWS) BLUETOPIA:LA DODGERS MOVIE | Movies & TV > Movies | Rating: 4.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B01N2L23JD) Burningmoore Deaths | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B002QTBSIG) [Item: B002QTBSIG] | Unknown | Rating: 5.0
(ID: B003DZX47A) World War II: The War in the Pacific | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.2
(ID: B00O83VGJO) [Item: B00O83VGJO] | Unknown | Rating: 4.7
(ID: B00AYB0V72) [Item: B00AYB0V72] | Unknown | Rating: 4.6
(ID: B00KVNCTJG) The Berenstain Bears - Catch the Bus | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B00GMPPXVI) The Royal Family Collection | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B008W02R3S) [Item: B008W02R3S] | Unknown | Rating: 4.6
(ID: B07B5MZBRZ) [Item: B07B5MZBRZ] | Unknown | Rating: 5.0
(ID: B01IF1NMP0) Who Gets the Dog? | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.0
(ID: B00RYZFNZG) The Better Angels DVD | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.6
(ID: B07HKR2XNZ) [Item: B07HKR2XNZ] | Unknown | Rating: 3.4
(ID: B009HUV97W) Lorenzo & Monica | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.6
(ID: B0789BNNZ2) [Item: B0789BNNZ2] | Unknown | 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."
}
|
B01BD6AD10
|
Macbeth
| 5
|
AEXK2E3MZ6IKE4PKHRCGC62GQORA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Plumb's Veterinary Drug Handbook: Pocket | Books > New, Used & Rental Textbooks > Medicine & Health Sciences | Rating: 2.0
- The Private Life of the Rabbit: An Account of the Life History and Social Behavior of the Wild Rabbit | Books > Science & Math > Biological Sciences | Rating: 1.0
- Squirrel Seeks Chipmunk: A Modest Bestiary | Books > Humor & Entertainment > Humor | Rating: 1.0
- The Man Who Quit Money | Books > Business & Money > Personal Finance | Rating: 5.0
- Complete Book Of Cordwood Masonry Housebuilding: The Earthwood Method | Books > Arts & Photography > Architecture | Rating: 5.0
### User's movies History:
- The Sound of Insects | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
- [Item: B00F2C1RPS] | Unknown | Rating: 5.0
- [Item: B0034KA1Z2] | Unknown | Rating: 5.0
- Ink | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 5.0
- Forgiving Dr. Mengele | Movies & TV > Independently Distributed > Documentary | Rating: 5.0
- Francesco [DVD] | Movies & TV > Featured Categories > DVD | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B07W86PZ9D) [Item: B07W86PZ9D] | Unknown | Rating: 4.4
(ID: B00004XPON) The Trial of Billy Jack [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B00G05I5SI) White Collar: Season 5 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B00GD5X1MU) [Item: B00GD5X1MU] | Unknown | Rating: 4.5
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B016ZG7CX0) Nelson, Willie - And Friends | Movies & TV > Music Artists > Nelson, Willie | Rating: 3.5
(ID: B003CF3D1S) [Item: B003CF3D1S] | Unknown | Rating: 4.6
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00BLN4V1O) A Common Man | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 3.4
(ID: B001FS7O1E) King of the Ants | Suspense > Horror > Eerie | Rating: 4.0
(ID: B003MYEPA2) [Item: B003MYEPA2] | Unknown | Rating: 3.8
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B005JJCMNU) Man From U.N.C.L.E., The: 8 Movies Collection (4 Disc) [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B01LP4O51O) The Indian Wars: A Change of Worlds | Western > Historical > Documentary | Rating: 3.1
(ID: B009CF6NFK) Shutter Island | Suspense > Drama > Cerebral | Rating: 4.6
(ID: B01KIQMBRA) [Item: B01KIQMBRA] | Unknown | Rating: 3.3
(ID: B00AALCX8G) [Item: B00AALCX8G] | Unknown | Rating: 4.4
(ID: B07KLR5FRC) Daniel Tiger's Neighborhood Double Feature: Daniel Goes Camping And Tiger Family Trip | Movies & TV > PBS > All | Rating: 4.8
(ID: B01H2OWOTQ) The Ultimate Life | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B001NHZ2M0) 2009 Allstate Sugar Bowl- Utah vs. Alabama | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.2
(ID: B01FT30MPU) [Item: B01FT30MPU] | Unknown | Rating: 3.8
(ID: B093Q63SQJ) [Item: B093Q63SQJ] | Unknown | Rating: 2.8
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0859LHL12) [Item: B0859LHL12] | Unknown | Rating: 4.0
(ID: B00008H2HC) World Almanac Video's Guide to Extreme Weather | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.6
(ID: B00YI6YKNK) [Item: B00YI6YKNK] | Unknown | Rating: 4.5
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B06XTM3XSP) Lockhart: Unleashing the Talisman | Suspense > Adventure > Action | Rating: 2.5
(ID: B00VUK4YN8) All The Wrong Reasons | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B07G21QK2B) Far and Away [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B003GDUWII) Homesteading for Beginners Volume One DVD | Movies & TV > Featured Categories > DVD | Rating: 3.1
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B003X9W98G) [Item: B003X9W98G] | Unknown | Rating: 4.9
(ID: B001Q8MMCE) My Best Friend is a Vampire (The Lost Collection) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00422UC5K) The Return of Boston Blackie (1927) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00I59L6RE) [Item: B00I59L6RE] | Unknown | Rating: 4.1
(ID: B000OPOEKS) Cubism in Concert Pal/Region 0 | Movies & TV > Movies | Rating: 4.4
(ID: B07N8KM5D2) [Item: B07N8KM5D2] | Unknown | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00JESQPC6) Forbidden Beauties: Vintage Stag Films of the 40s and 50s [DVD] | Movies & TV > Movies | Rating: 3.8
(ID: B007X16S00) [Item: B007X16S00] | Unknown | Rating: 3.5
(ID: B07YL12RHW) [Item: B07YL12RHW] | Unknown | Rating: 4.5
(ID: B00C94YYSY) Kai Po Che! (Hindi Movie / Bollywood Film / Indian Cinema DVD) | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.1
(ID: B076CV8BBX) The Villainess | Suspense > Action > Electrifying | Rating: 4.3
(ID: B01BH3YZ0Y) The Booth at the End: Series 1 and 2 [DVD] | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.3
(ID: B072QKGSYC) Road Less Traveled [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B01GPFNIP2) GILLIGAN'S PLANET | Science Fiction > Comedy > Animation | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B000FS99BS) Condorman [DVD] | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.5
(ID: B00W96PFS0) [Item: B00W96PFS0] | Unknown | Rating: 4.4
(ID: B00IBIIR2G) Angry Birds Toons - Season 01, Volume 02 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.5
(ID: B00AEG677U) [Item: B00AEG677U] | Unknown | Rating: 4.6
(ID: B00005Y70K) Intimate Friendship | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B0009VI6VU) Cathe Friedrich's Rhythmic Step + Interval Max & MIC DVD | Movies & TV > TV | Rating: 4.1
(ID: B08D11NRPL) [Item: B08D11NRPL] | Unknown | Rating: 2.1
(ID: B01IAUV69U) [Item: B01IAUV69U] | Unknown | Rating: 3.6
(ID: B0731XBJBV) [Item: B0731XBJBV] | Unknown | Rating: 4.5
(ID: B08GY288J5) [Item: B08GY288J5] | Unknown | Rating: 3.0
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00EQ2KU9Y) Rutles Anthology (Blu-ray/DVD Combo) | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B00BMHCNPA) [Item: B00BMHCNPA] | Unknown | Rating: 4.8
(ID: B009OAVL8M) VeggieTales: Lettuce Love One Another | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B00742GHN6) [Item: B00742GHN6] | Unknown | Rating: 4.4
(ID: B07VCGSW5D) When We Were Apollo | Documentary > Historical | Rating: 4.5
(ID: B06XS5VWDQ) [Item: B06XS5VWDQ] | Unknown | Rating: 4.4
(ID: B0025G493Q) Private Schulz [Reg.2/4] | Movies & TV > BBC > All BBC Titles | Rating: 4.5
(ID: B00CLRPZSW) [Item: B00CLRPZSW] | Unknown | Rating: 4.4
(ID: B01DOEOJDW) [Item: B01DOEOJDW] | Unknown | Rating: 3.3
(ID: B007QKVLP0) [Item: B007QKVLP0] | Unknown | Rating: 3.5
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B0000EYUES) The Pawnbroker [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00GNB98SK) Rock of Ages Extended Version | Comedy > Drama > Joyous | Rating: 4.6
(ID: B07JQWR4W7) [Item: B07JQWR4W7] | Unknown | Rating: 4.6
(ID: B0071BY2MS) Chicken Little & More Zany Animal Stories | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.8
(ID: B00P7P8T1U) Hercules (2014 Extended Cut) | Adventure > Action > Dark | Rating: 4.3
(ID: B007QAGBMS) [Item: B007QAGBMS] | Unknown | Rating: 4.0
(ID: B07CPNBNX7) [Item: B07CPNBNX7] | Unknown | Rating: 4.1
(ID: B017UPRMF8) [Item: B017UPRMF8] | Unknown | Rating: 5.0
(ID: B003VHY7CQ) [Item: B003VHY7CQ] | Unknown | Rating: 4.4
(ID: B07KXXSR8R) [Item: B07KXXSR8R] | Unknown | Rating: 4.2
(ID: 156442796X) Stephen Sondheim's Passion Original Broadway Cast VHS | Movies & TV > Featured Categories | Rating: 4.4
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B07MGJN4NN) [Item: B07MGJN4NN] | Unknown | Rating: 4.3
(ID: B0799MD2F6) [Item: B0799MD2F6] | Unknown | Rating: 3.3
(ID: B0058EE6NA) Grounded for Life: Season 2 | Movies & TV > Boxed Sets > Television | Rating: 4.5
(ID: 7885142620) Bruce Lee, My Brother [2010, HK] [Special-Edition DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B008S3Q7SU) Hotel Desire [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B00EKO4DNW) Slim in 6 Keep It Up Workout DVD: Week 7 and On! Plus: Slim & 6 pack and Slim & Limber! | Movies & TV > TV | Rating: 3.9
(ID: B076R952HR) [Item: B076R952HR] | Unknown | Rating: 4.5
(ID: B00006G8KR) XPW: Baptized in Blood II [DVD] | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.9
(ID: B003KZ789S) [Item: B003KZ789S] | Unknown | Rating: 2.7
(ID: B0009GX1DS) Evel Knievel | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.2
(ID: 6303026605) Circus of Horrors [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B01BWO97ZG) [Item: B01BWO97ZG] | Unknown | Rating: 3.6
(ID: B000R3E2H2) [Item: B000R3E2H2] | Unknown | Rating: 4.5
(ID: B002JUFPCM) Magic School Bus: Catches a Wave [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | 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."
}
|
B01BH3YZ0Y
|
The Booth at the End: Series 1 and 2 [DVD]
| 5
|
AGRK443SYCJAUTN2Y27D5MVJJ7MQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Sinner (Shiver) | Books > Teen & Young Adult > Science Fiction & Fantasy | Rating: 3.0
- The Gargoyle | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- The Historian | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Skelly the Skeleton Girl | Books > Children's Books > Growing Up & Facts of Life | Rating: 4.0
- Stardust | Books > Science Fiction & Fantasy > Fantasy | Rating: 4.0
### User's movies History:
- Friends: Season 3 | Movies & TV > Studio Specials > Warner Home Video | Rating: 5.0
- Gremlins (Special Edition) [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 3.0
- Will & Grace - Season Three | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 5.0
- Anastasia | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B001A7GOE8) Eon Kid | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
(ID: B00UGPW3VI) Twelve O'Clock High (Special Edition) by 20th Century Fox | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.7
(ID: B000BP5GXA) The Dr. Jekyll & Mr. Hyde Rock 'n' Roll Musical | Movies & TV > Genre for Featured Categories > Musicals | Rating: 3.3
(ID: B002UXCH9M) [Item: B002UXCH9M] | Unknown | Rating: 4.7
(ID: B0013D8LDQ) Panda Is Born / Baby Panda's First Year (Double Feature) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B099V3XFJ9) [Item: B099V3XFJ9] | Unknown | Rating: 3.7
(ID: B09HRXYTKB) [Item: B09HRXYTKB] | Unknown | Rating: 5.0
(ID: B00AWBZ8VS) [Item: B00AWBZ8VS] | Unknown | Rating: 4.5
(ID: B00005KAQC) Kung Fu Master | Movies & TV > Independently Distributed > Documentary | Rating: 4.3
(ID: B07FSCRDHP) [Item: B07FSCRDHP] | Unknown | Rating: 5.0
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0113EDAW6) [Item: B0113EDAW6] | Unknown | Rating: 4.0
(ID: B019JR2SVS) [Item: B019JR2SVS] | Unknown | Rating: 4.4
(ID: B0009IW8AI) Thundercats - Season One, Volume One | Movies & TV > Boxed Sets > Kids & Family | Rating: 4.8
(ID: B0001JZM6C) The Wonderful World of Disney: Dad, Can I Borrow the Car? / The Hunter and the Rock Star | Movies & TV > Disney Home Video > All Disney Titles | Rating: 4.6
(ID: B00001ZWTS) Wild Wild West [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B009MF56GC) The Expendables 2 (Blu-ray + Digital Copy + UltraViolet) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00AVAXS3A) [Item: B00AVAXS3A] | Unknown | Rating: 4.6
(ID: B08NNZ25PH) [Item: B08NNZ25PH] | Unknown | Rating: 4.8
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B003B1VIXI) [Item: B003B1VIXI] | Unknown | Rating: 4.1
(ID: B0007CILKC) The Essential Sutherland | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B0010QH2V8) Suzanne Somers - Somersize: The Somersize Program / How to Cook | Movies & TV > Movies | Rating: 3.8
(ID: B000GEIRVY) Moonlighting: Season 4 | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.7
(ID: B08C5NV23V) [Item: B08C5NV23V] | Unknown | Rating: 4.6
(ID: B009MEF0IC) [Item: B009MEF0IC] | Unknown | Rating: 3.7
(ID: B0000E6FOZ) Suzanne Somers: Live At Club Indigo VHS | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 2.8
(ID: B0773N9ZFT) [Item: B0773N9ZFT] | Unknown | Rating: 4.1
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B00BQU2MUO) [Item: B00BQU2MUO] | Unknown | Rating: 4.7
(ID: B0043L0V9W) [Item: B0043L0V9W] | Unknown | Rating: 3.9
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B01H4TYULE) [Item: B01H4TYULE] | Unknown | Rating: 2.6
(ID: B0091VTGW2) [Item: B0091VTGW2] | Unknown | Rating: 3.7
(ID: B015AR5O9E) Wolf Totem | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B07KL48C7K) [Item: B07KL48C7K] | Unknown | Rating: 2.7
(ID: B076DHS91P) [Item: B076DHS91P] | Unknown | Rating: 3.9
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B086Y6HLMY) Westworld: S3: The New World (Blu-ray + Digital) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B000GUFC16) Cat Leopold / Kot Leopold | Movies & TV > Movies | Rating: 4.2
(ID: B00H3925C2) RoboCop: The Series | Movies & TV > Featured Categories > Blu-ray | Rating: 4.2
(ID: B00BNAE322) NFL: Baltimore Ravens: Road to XLVII [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00X4PC4GQ) La Grande Bouffe (2-Disc Special Edition) [Blu-ray + DVD] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B0006JB4KA) Gumby | Movies & TV > Animation | Rating: 3.5
(ID: B074BDB7KR) [Item: B074BDB7KR] | Unknown | Rating: 4.0
(ID: B00E4AIYAU) Perfect Crime | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.9
(ID: B073PL8TBZ) [Item: B073PL8TBZ] | Unknown | Rating: 3.1
(ID: B002KD9C2W) Shonen Onmyouji: The Complete Series | Movies & TV > Boxed Sets > Anime | Rating: 4.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B07N56W1R5) [Item: B07N56W1R5] | Unknown | Rating: 2.9
(ID: B01FJ4EOAI) [Item: B01FJ4EOAI] | Unknown | Rating: 3.6
(ID: B0000AINJS) Original Dirty Pair - Project Eden [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.1
(ID: B0006U5V9Y) Lenny Bruce Without Tears | Movies & TV > Independently Distributed > Comedy | Rating: 3.9
(ID: B00IW267YQ) [Item: B00IW267YQ] | Unknown | Rating: 4.7
(ID: B000Y01XES) Beginning Banjo Volume 1 | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.3
(ID: B07L9CJQNR) [Item: B07L9CJQNR] | Unknown | Rating: 4.8
(ID: B0009QYGMI) Let's Do Yoga! with Sandy Jones - Beginner | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.0
(ID: B005LS4MUU) IMAX: Arabia | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B00SUN1OGS) Left Behind | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.3
(ID: B014KS3N1K) [Item: B014KS3N1K] | Unknown | Rating: 4.2
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B071DPL3FG) [Item: B071DPL3FG] | Unknown | Rating: 4.6
(ID: B003F3NDVW) Air Bud: World Pup Special Edition DVD | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.7
(ID: 6302862957) Enter Laughing [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.0
(ID: B005R1KQZQ) Gentle Yoga Through Somatic Exploration with James Knight | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B006BZ8NC0) Fringe: The Complete First and Second Seasons | Movies & TV > Boxed Sets > Television | Rating: 4.6
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B000CNET2A) Spaghetti Westerns | Movies & TV > Boxed Sets > Westerns | Rating: 3.1
(ID: B009GESIP0) Traps: The Incredible Story of Vintage Drums (1865-1965) | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.1
(ID: B003KWWDJ6) O'Jays: Live In Concert | Movies & TV > Blu-ray > TV | Rating: 4.3
(ID: B07MBQXVRB) [Item: B07MBQXVRB] | Unknown | Rating: 5.0
(ID: B07TGFT8FC) [Item: B07TGFT8FC] | Unknown | Rating: 4.9
(ID: B001GE2CGE) The Kennedy Assassination PART 1 (NOVEMBER 22, 1963) | Movies & TV > Independently Distributed > Documentary | Rating: 3.4
(ID: B078JF4X2R) [Item: B078JF4X2R] | Unknown | Rating: 4.4
(ID: B0007939VG) Sports Illustrated: Swimsuit 2005 | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B008GJUYS0) [Item: B008GJUYS0] | Unknown | Rating: 3.4
(ID: B003NVSGTK) Paranoiac [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B002JSO9O4) 2009 Japanese Drama : - Smile - W/ English Subtitle | Movies & TV > Movies | Rating: 3.3
(ID: B00080XWUC) Cutie Honey | Movies & TV > Movies | Rating: 4.3
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00MI07KF8) [Item: B00MI07KF8] | Unknown | Rating: 4.3
(ID: B01E88INAS) [Item: B01E88INAS] | Unknown | Rating: 2.8
(ID: B00OL0075S) Night Monster | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0009S2KEC) I Got Five on It | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.9
(ID: B000059XUO) The Crow (Miramax/Dimension Collector's Series) [DVD] | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.8
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B00D6EGCJ0) [Item: B00D6EGCJ0] | Unknown | Rating: 4.3
(ID: B001EBV0RG) Spies Like Us | Comedy > Adventure > Feel-good | Rating: 4.7
(ID: B0744GVNBY) Jane Eyre ( 1996 ) / Remains of the Day / The House of Mirth [3 Movie Collection] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B000B6V1OW) The Laws of Soccer | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0B8QHYMNG) [Item: B0B8QHYMNG] | Unknown | Rating: 4.8
(ID: B0019LZ19Y) Marco Polo 1982 | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B00MEPXI5I) [Item: B00MEPXI5I] | Unknown | Rating: 4.5
(ID: B007SK8RIC) [Item: B007SK8RIC] | Unknown | Rating: 4.5
(ID: B000H29TXU) [Item: B000H29TXU] | Unknown | Rating: 3.8
]
## 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."
}
|
B000059XUO
|
The Crow (Miramax/Dimension Collector's Series) [DVD]
| 5
|
AGRJBI2EFRKNKOINGOLPORJHZMXQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Outrage: The Five Reasons Why O.J. Simpson Got Away With Murder | Books > Biographies & Memoirs > True Crime | Rating: 1.0
- Holidays on Ice | Books > Humor & Entertainment > Humor | Rating: 2.0
- The Man Who Invented Christmas: How Charles Dickens's A Christmas Carol Rescued His Career and Revived Our Holiday Spirits | Books > Biographies & Memoirs > Arts & Literature | Rating: 3.0
- I Will Find You: Solving Killer Cases from My Life Fighting Crime (Homicide Hunter) | Books > Politics & Social Sciences > Politics & Government | Rating: 4.0
- Dear Luke, We Need to Talk, Darth: And Other Pop Culture Correspondences | Books > Humor & Entertainment > Humor | Rating: 5.0
- Dave Barry's Bad Habits: A 100% Fact-Free Book (Holt Paperback) | Books > Literature & Fiction > History & Criticism | Rating: 4.0
- Still Foolin' 'Em: Where I've Been, Where I'm Going, and Where the Hell Are My Keys? | Books > Biographies & Memoirs > Arts & Literature | Rating: 1.0
- As You Wish: Inconceivable Tales from the Making of The Princess Bride | Books > Biographies & Memoirs > Arts & Literature | Rating: 5.0
- I Shouldn't Even Be Doing This | Books > Biographies & Memoirs > Arts & Literature | Rating: 5.0
- There's No Toilet Paper . . . on the Road Less Traveled: The Best of Travel Humor and Misadventure (Travelers' Tales Guides) | Books > Reference > Writing, Research & Publishing Guides | Rating: 1.0
### User's movies History:
- The Sound of Music Live! | Movies & TV > Award Winners in Movies & TV > Emmy Central | Rating: 4.0
- The Darkest Hour | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.0
- ROGUE ONE: A STAR WARS STORY | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.0
- The Cutting Edge - Gold Medal Edition | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Definitely, Maybe (Widescreen) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.0
- American Ultra [DVD + Digital] | Movies & TV > Featured Categories > DVD | Rating: 3.0
- Santa's Little Helper | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B0094LW0OU) Cat Planet Cuties(Asobi Ni Iku Yo!): Complete Series | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B07F95BQK2) [Item: B07F95BQK2] | Unknown | Rating: 4.5
(ID: 6305674116) Ideal Husband VHS | Movies & TV > Art House & International > By Country | Rating: 4.6
(ID: B0859RZPP2) [Item: B0859RZPP2] | Unknown | Rating: 4.3
(ID: B002DTH46O) [Item: B002DTH46O] | Unknown | Rating: 4.5
(ID: B00CMDS1H2) [Item: B00CMDS1H2] | Unknown | Rating: 4.8
(ID: B09KX654VN) [Item: B09KX654VN] | Unknown | Rating: 4.0
(ID: B0000D9BEB) Witch Hunter Robin - Belief (Vol. 2) [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.6
(ID: B004QFS4TE) Patiala House | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.2
(ID: B002QZ97J2) [Item: B002QZ97J2] | Unknown | Rating: 3.1
(ID: 0739065106) Realistic Rock for Kids: Drum Beats Made Simple (My 1st Rock and Roll Drum Method) DVD | Movies & TV > TV | Rating: 3.7
(ID: B0093LE3UA) Rebecca (hitchcock) | Movies & TV > Movies | Rating: 4.7
(ID: B07QSPJMZM) Mercadante: Didone abbandonata | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B0B8JKB4SC) [Item: B0B8JKB4SC] | Unknown | Rating: 3.7
(ID: 6301366271) Summer Job [VHS] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B071RS1WXR) [Item: B071RS1WXR] | Unknown | Rating: 3.0
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B005V5HWAA) [Item: B005V5HWAA] | Unknown | Rating: 4.6
(ID: B004WJRV3O) The Prophecy | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.4
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B08C264W1C) [Item: B08C264W1C] | Unknown | Rating: 5.0
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00R15L61E) [Item: B00R15L61E] | Unknown | Rating: 4.1
(ID: B08WF2T9NJ) Mom DVD Complete Series 1-7 | Movies & TV > Movies | Rating: 4.6
(ID: B0B6SCZXC3) [Item: B0B6SCZXC3] | Unknown | Rating: 4.3
(ID: B0BBWBHDK1) The Adventures of Ozzie and Harriet: Season 8 | Movies & TV > TV | Rating: 4.9
(ID: B0016GOJPY) Lamhe | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B0000714DE) Now Chinatown | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B000B5XSJE) Basics 2.0: Aerobics & Strength Conditioning [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 2.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B077DQJV5B) [Item: B077DQJV5B] | Unknown | Rating: 3.7
(ID: B006K0SN44) Stieg Larsson Millennium Trilogy DVD - (Girl with the Dragon Tattoo / Girl Who Played with Fire / Girl Who Kicked the Hornet's Nest)(English Dubbed) | Movies & TV > Movies | Rating: 4.8
(ID: B0002KPILO) Where Truth Lies | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: 1900979209) Lonely Planet: South India VHS | Movies & TV > Featured Categories | Rating: 3.0
(ID: B002KOIGO6) [Item: B002KOIGO6] | Unknown | Rating: 4.3
(ID: B00BYJMA40) Mr. Popper's Penguins | Movies & TV > Movies | Rating: 4.6
(ID: B00HWIC5QU) The Monster That Challenged The World | Science Fiction > Fantasy | Rating: 4.5
(ID: B001EMYRHU) [Item: B001EMYRHU] | Unknown | Rating: 4.7
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00J8JQ8YG) Alan Partridge [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B0002IQHFM) Tsukihime, Lunar Legend - Life Threads (Vol. 1) | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B009MY8AZ2) [Item: B009MY8AZ2] | Unknown | Rating: 4.2
(ID: B005DL6PO6) Passport To Suez | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00O2HKJ4O) [Item: B00O2HKJ4O] | Unknown | Rating: 4.5
(ID: B09RV44X9T) [Item: B09RV44X9T] | Unknown | Rating: 4.1
(ID: B08MQDWJPR) [Item: B08MQDWJPR] | Unknown | Rating: 4.3
(ID: B000056HP2) The Tao of Steve | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B000VYHSUA) [Item: B000VYHSUA] | Unknown | Rating: 4.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: 0767821432) Passion Fish | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B014Q67LDM) Christmas Tail | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.2
(ID: B002NGFZSQ) [Item: B002NGFZSQ] | Unknown | Rating: 2.9
(ID: B00004TX0R) Alexandria...Why? [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00I213ZMO) [Item: B00I213ZMO] | Unknown | Rating: 4.0
(ID: B0031P77RU) Quentin Tarantino - The Ultimate Collection (Boxset) | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.7
(ID: B005DD7R4G) [Item: B005DD7R4G] | Unknown | Rating: 4.0
(ID: B00TQ9CKLI) The Next Step: Season 2 - Road to Nationals (Bilingual) | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B09S61WGMR) [Item: B09S61WGMR] | Unknown | Rating: 4.0
(ID: B002748SRE) Vamping: Beginning Banjo Backup | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.5
(ID: B004W0K8HO) Blue Citrus Hearts | LGBTQ > Romance > Drama | Rating: 3.4
(ID: B00EF1I87W) A Christmas Carol - The Musical [DVD] [200] | Movies & TV > Holidays & Seasonal > Christmas | Rating: 3.7
(ID: B015PQAWEC) [Item: B015PQAWEC] | Unknown | Rating: 2.4
(ID: 6302277760) Pure Luck [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B007DA2FHG) [Item: B007DA2FHG] | Unknown | Rating: 4.7
(ID: B07KRQBVD4) [Item: B07KRQBVD4] | Unknown | Rating: 3.5
(ID: B07CLJ7RKR) [Item: B07CLJ7RKR] | Unknown | Rating: 3.5
(ID: B000RWDYCC) Romuald and Juliette ( Romuald et Juliette ) ( Mama, There's a Man in Your Bed ) [ NON-USA FORMAT, PAL, Reg.2 Import - United Kingdom ] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B0779JQ2KG) [Item: B0779JQ2KG] | Unknown | Rating: 2.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B078JNCYKQ) [Item: B078JNCYKQ] | Unknown | Rating: 3.8
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B085HG1YZW) [Item: B085HG1YZW] | Unknown | Rating: 4.5
(ID: B003U51EE8) [Item: B003U51EE8] | Unknown | Rating: 4.8
(ID: B00AMXSFRK) Storm of the Century Stephen King's | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.6
(ID: 6303482414) Pavarotti & Friends 2 [VHS] | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.7
(ID: B077DX9KDR) THE PERFECT SOULMATE | Suspense > Compelling > Mysterious | Rating: 4.8
(ID: B00DPRPN5W) [Item: B00DPRPN5W] | Unknown | Rating: 3.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B000F7MICG) Deadly Advice | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B008R3FL1A) [Item: B008R3FL1A] | Unknown | Rating: 3.3
(ID: B075JQKY95) Sensing Murder | Unscripted > Documentary | Rating: 4.2
(ID: B001BYBB6Q) [Item: B001BYBB6Q] | Unknown | Rating: 4.7
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B000CCQR80) Drop Dead Fred | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B0B7NYKX1Z) The Matrix 4-Film Déjà vu Collection (DVD) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B003THJA1G) [Item: B003THJA1G] | Unknown | Rating: 4.8
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B000A59PTC) Life with Elizabeth, Vol. 1 and 2 | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B000VARC2S) Berlin Alexanderplatz (The Criterion Collection) | Movies & TV > Boxed Sets > Art House & International | Rating: 4.7
(ID: B009EEFHFG) [Item: B009EEFHFG] | Unknown | Rating: 4.7
(ID: B002ZG97PQ) Get Him to The Greek [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B08GKXW4KQ) [Item: B08GKXW4KQ] | Unknown | Rating: 4.6
(ID: 6302969425) Ugetsu | Movies & TV > Art House & International > By Country | Rating: 4.7
(ID: B004MNFG3M) Guns and Firearms: Shooting Safe - 2 DVD Collection | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.0
(ID: B0016LTNL4) [Item: B0016LTNL4] | Unknown | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B0076M1XAG) [Item: B0076M1XAG] | Unknown | 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."
}
|
B00EF1I87W
|
A Christmas Carol - The Musical [DVD] [200]
| 1
|
AED7STSM4GL6HPNQ43XTDNQXWXWA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- The 30 Rock Book: Inside the Iconic Show, from Blerg to EGOT | Books > Humor & Entertainment > Television | Rating: 2.0
- A Life in Parts | Books > Biographies & Memoirs > Arts & Literature | Rating: 4.0
- Once There Was a Way: What If The Beatles Stayed Together? (Breakpoint, 2) | Books > Humor & Entertainment > Pop Culture | Rating: 3.0
- Scrappy Little Nobody | Books > Biographies & Memoirs > Arts & Literature | Rating: 4.0
- The Appeal: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
### User's movies History:
- Killing Eve: Season Two (DVD) | Movies & TV > BBC > All BBC Titles | Rating: 5.0
- John & Yoko: Above Us Only Sky | Movies & TV > Featured Categories > DVD | Rating: 3.0
- Barry | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Prime Cut (1972) | Movies & TV > Featured Categories > DVD | Rating: 2.0
- Twin Peaks: A Limited Event Series | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Sherlock: S1-4 & Abominable Bride (DVD) | Movies & TV > BBC > All BBC Titles | Rating: 5.0
- Batman & Robin (BD) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 1.0
- Batman Forever (BD) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 1.0
- Wuthering Heights (DVD) | Movies & TV > Genre for Featured Categories > Drama | Rating: 5.0
- The Hateful Eight [Blu-ray] | Movies & TV > Award Winners in Movies & TV > Oscar Central | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B0015XHP3G) Rambo - First Blood Part II [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B0072QWP3A) [Item: B0072QWP3A] | Unknown | Rating: 4.0
(ID: B074M5W547) [Item: B074M5W547] | Unknown | Rating: 4.3
(ID: B0013D8LHC) The Wedding Planner / My Best Friend's Wedding (Romantic Comedy Double Feature) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B07H4NSGFK) [Item: B07H4NSGFK] | Unknown | Rating: 4.4
(ID: B004VF66V2) Korkoro | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B07BC34PFQ) Tomb Raider | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B01MR5MCNB) [Item: B01MR5MCNB] | Unknown | Rating: 3.0
(ID: B00018D4ZE) Rosalyn Tureck - J.S. Bach Goldberg Variations | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B0007XG51I) Rise of the Undead [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B00DBPBPZK) WWE: Legends of Mid-South Wrestling [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.5
(ID: B06VYGN2ZC) Niko and the Sword of Light | Kids | Rating: 4.8
(ID: B00FRZSLX6) [Item: B00FRZSLX6] | Unknown | Rating: 3.0
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B074PFJKZC) [Item: B074PFJKZC] | Unknown | Rating: 4.6
(ID: 0983789282) Creating the Perfect Puppy: How to Start Off Right and Stay On Track | Movies & TV > Movies | Rating: 3.6
(ID: B0088WG4G6) [Item: B0088WG4G6] | Unknown | Rating: 4.3
(ID: B008YYCK8O) [Item: B008YYCK8O] | Unknown | Rating: 4.8
(ID: B00000IYRC) The Indomitable Teddy Roosevelt | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: 6303560059) No Man of Her Own VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B0868TTPSW) [Item: B0868TTPSW] | Unknown | Rating: 3.3
(ID: B018J28192) Survivor: One World - S24 4 Discs | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B000KGH0A2) Men Behaving Badly - The Complete Series | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: 6301966805) Ewok Adventure | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.2
(ID: B000IBUP6A) [Item: B000IBUP6A] | Unknown | Rating: 4.5
(ID: B0045HCIWW) Fire Down Below (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B09DRXF5D9) [Item: B09DRXF5D9] | Unknown | Rating: 3.9
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B01MZZ0SL4) [Item: B01MZZ0SL4] | Unknown | Rating: 3.3
(ID: B089FNHV6P) Marx Brothers Essential Classics Silver Screen Collection | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B0007NMK2Q) You Can Dance - Waltz | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.0
(ID: B003QTDH8E) Mcmillan & Wife: Season 2 | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B004B7TJDW) Chicago by L: Touring the Neighborhoods | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: 6301231767) Topper Takes a Trip [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.2
(ID: B015O0V5D6) [Item: B015O0V5D6] | Unknown | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00061UHWO) Faerie Tale Theatre - Jack and the Beanstalk [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B005TKAH9K) Arab Folk Dance: Dabke, Khaliji, Saidi & Sufi | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B003NOGNQU) Thriller: The Complete Series | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B06XWSJGDK) Johannes Brahms: The Complete Symphonies | Movies & TV > Blu-ray > TV | Rating: 4.4
(ID: B086HW67S7) [Item: B086HW67S7] | Unknown | Rating: 3.0
(ID: B08FP1677K) Monstrum | Movies & TV > Featured Categories > Blu-ray | Rating: 4.2
(ID: B005ELVC9I) Secret Access: The Vatican | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B000BLBZIY) Classic Variety Shows [DVD] | Movies & TV > Boxed Sets > Comedy | Rating: 4.0
(ID: B000FTY4KS) Brother Future | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B083P6XSCL) Shrek 4-Movie Collection + 4 Action Figures (Shrek,Fiona,Donkey,Cat in Boots) | Movies & TV > Characters & Series > Shrek | Rating: 4.4
(ID: B012S23KFO) [Item: B012S23KFO] | Unknown | Rating: 3.8
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: 0976361965) Canter Master with Julie Goodnight DVD | Movies & TV > Movies | Rating: 5.0
(ID: B0792DRHJ5) [Item: B0792DRHJ5] | Unknown | Rating: 4.7
(ID: B0BGVHCK2Y) Jane Fonda's Original Workout | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B001O17SX6) Zack And Miri Make A Porno [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B0094LB5IC) [Item: B0094LB5IC] | Unknown | Rating: 4.8
(ID: B07DD7GSN9) [Item: B07DD7GSN9] | Unknown | Rating: 4.6
(ID: B002PTBSE6) Scholastic Storybook Treasures: Treasury of 100 Storybook Classics (Thinpak Packaging) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: 1618900196) The Hidden Meaning of the Lord of the Rings - DVD: The Theological Vision in Tolkien's Fiction | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.5
(ID: B01GWCFVUS) Romancing the Stone (Special Edition) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B08X8S4DY9) [Item: B08X8S4DY9] | Unknown | Rating: 3.9
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00ERU4KS2) [Item: B00ERU4KS2] | Unknown | Rating: 4.2
(ID: B00LFF5X4M) [Item: B00LFF5X4M] | Unknown | Rating: 3.5
(ID: 6301599225) Long Hot Summer VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B004IDISOK) [Item: B004IDISOK] | Unknown | Rating: 4.8
(ID: B00WR531SY) Four Blood Moons | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B004MXK3GW) [Item: B004MXK3GW] | Unknown | Rating: 4.7
(ID: B07T4RYGLW) Yesterday [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B0000719UC) Baby Gourmet - The First Course | Movies & TV > Independently Distributed > Kids & Family | Rating: 3.0
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B07J33MNFT) Frankie Drake Mysteries Season 2 [DVD] | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.8
(ID: B071JZ24MZ) [Item: B071JZ24MZ] | Unknown | Rating: 5.0
(ID: B0057V4H1A) [Item: B0057V4H1A] | Unknown | Rating: 4.8
(ID: B00MWZIA6M) Chicago by Boat: The New River Tour | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.0
(ID: B01DUHO4QU) Gods Of Egypt [Bluray + Digital HD] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B00AMSQBRQ) Airplane / Airplane 2 The Sequel (DBFE) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B077WBZZGB) [Item: B077WBZZGB] | Unknown | Rating: 4.6
(ID: B076H1JG79) 2017 BTS Live Trilogy Episode III The Wings Tour In Seoul Concert | Movies & TV > Movies | Rating: 4.2
(ID: B0000CNY6Y) Suicide Club (Suicide Circle) (Widescreen Edition) [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B0002WYU02) White Chicks | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B07HKRPNSZ) [Item: B07HKRPNSZ] | Unknown | Rating: 3.7
(ID: B07WCQKY2M) [Item: B07WCQKY2M] | Unknown | Rating: 4.3
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B01N35XONC) Youth in Oregon | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.9
(ID: 0912333294) Jacques Pepin's Cooking Techniques | Movies & TV > Movies | Rating: 4.1
(ID: B0B6CS48CQ) [Item: B0B6CS48CQ] | Unknown | Rating: 4.5
(ID: B07885X7VY) [Item: B07885X7VY] | Unknown | Rating: 5.0
(ID: B079R4D9VT) [Item: B079R4D9VT] | Unknown | Rating: 4.8
(ID: B00005NKCN) A Year in Provence [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0000C07ZA) Dozen DVD Deal - Comedy | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B004EPYZXU) Apollo 18 (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B07VBPXWQ2) [Item: B07VBPXWQ2] | Unknown | Rating: 3.4
(ID: B00KYYFFC0) Million Dollar Arm [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B07732B582) [Item: B07732B582] | Unknown | Rating: 3.0
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | 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."
}
|
B07T4RYGLW
|
Yesterday [Blu-ray]
| 4
|
AEWBBGZOZYU5BUJADCUJCFF7ZONQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Cut the Sugar, You're Sweet Enough: Cookbook | Books > Cookbooks, Food & Wine > Cooking by Ingredient | Rating: 2.0
- Mr. Wuffles!: A Caldecott Honor Award Winner (Caldecott Medal - Honors Winning Title(s)) | Books > Children's Books > Animals | Rating: 5.0
- Love You Forever | Books > Children's Books > Classics | Rating: 1.0
- Count 123 (My First) | Books > Children's Books > Early Learning | Rating: 3.0
- Things to Learn (My First) | Books > Children's Books > Early Learning | Rating: 5.0
- Once Upon a Potty -- Girl | Books > Children's Books > Growing Up & Facts of Life | Rating: 5.0
- Vessels (The Timmy Quinn Series Book 3) | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
### User's movies History:
- [Item: B01LG5AZ8Y] | Unknown | Rating: 5.0
- [Item: B00QSTETYU] | Unknown | Rating: 5.0
- [Item: B003KIY9P6] | Unknown | Rating: 5.0
- [Item: B004HBTCWU] | Unknown | Rating: 5.0
- Doctor Who | Science Fiction > Drama > Adventure | Rating: 5.0
- [Item: B007Q35DZ6] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000A7BQRE) The 12 Days of Christmas | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.7
(ID: B0071BY1OM) The Story Of Rock N Roll Comics | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.8
(ID: B000GAKGLM) Latter Days | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00EY7YRQI) [Item: B00EY7YRQI] | Unknown | Rating: 4.3
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B000065U5X) Rat Race | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B000KHM5YM) [Item: B000KHM5YM] | Unknown | Rating: 1.0
(ID: B0009S4IEW) Rumpole of the Bailey, Set 3 - The Complete Seasons 5, 6 & 7 | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.4
(ID: B000I2J6W8) Home Improvement: Season 5 | Movies & TV > Boxed Sets > Comedy | Rating: 4.9
(ID: B0043U944G) [Item: B0043U944G] | Unknown | Rating: 4.7
(ID: B003H070D0) Il Capo Dei Capi (3 Dvd) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B010PS28DS) Street of Sinners | Action | Rating: 3.7
(ID: B06WWK52PS) [Item: B06WWK52PS] | Unknown | Rating: 4.7
(ID: B003KM0TWY) [Item: B003KM0TWY] | Unknown | Rating: 4.6
(ID: B011MHCNOA) GoldenEye | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.6
(ID: B0006Z2KQQ) Good Clean Fun! Bananas - Jeff Allen as stated on cover | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B00319ECGU) Dirty Harry Collection (Dirty Harry / Magnum Force / The Enforcer / Sudden Impact / The Dead Pool) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B0000714AF) Starman, Vol. 2 - Invaders from Space / Atomic Rulers | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.5
(ID: B001PR0Y08) Nothing Like the Holidays [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B07NNMNK9J) The Way We Weren't | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.2
(ID: B07K1T9L81) Grey's Anatomy: Season 14 DVD | Movies & TV > TV | Rating: 4.2
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B0006GBMR8) Little Black Book | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B07L6MHH5Q) Dan Cummins: Don't Wake The Bear | Arts, Entertainment, and Culture > Joyous | Rating: 4.6
(ID: B004132IB6) Blossom: 10 Very Special Episodes (TV Flashbacks) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: 1575239701) The Phantom of the Opera [VHS] | Movies & TV > Art House & International > By Original Language | Rating: 4.3
(ID: B01LQDMV42) Let There Be Light | Movies & TV > Movies | Rating: 4.4
(ID: B008FQFN12) [Item: B008FQFN12] | Unknown | Rating: 3.9
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B0041HU3Z0) Bizet: Carmen | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.1
(ID: B07WNRXD1W) [Item: B07WNRXD1W] | Unknown | Rating: 4.3
(ID: B00Y1OQMXA) [Item: B00Y1OQMXA] | Unknown | Rating: 4.4
(ID: B00114UUKO) My-Hime Z: My-Otome, Vol. 5 [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B00AEFZEES) Without a Paddle: Nature's Calling | Movies & TV > Studio Specials > Warner Home Video | Rating: 3.9
(ID: B00F9F4DX6) Fairy Tail - Movie: Phoenix Priestess | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B07B1WZMMY) [Item: B07B1WZMMY] | Unknown | Rating: 4.4
(ID: B07J34NSR5) Midnight Oil: Armistice Day: Live at the Domain Sydney | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B003H6KRLG) Black Cat: The Complete Collection | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B07RVCXP2Q) Coffee with a Madman | Drama | Rating: 3.1
(ID: B003MXAQJW) [Item: B003MXAQJW] | Unknown | Rating: 4.7
(ID: B077MT968H) Growing Pains: Seasons 1-2 (2-PK/B2B/DVD) | Movies & TV > TV | Rating: 5.0
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B0019CY1Q2) [Item: B0019CY1Q2] | Unknown | Rating: 4.8
(ID: B00NCZ97OA) Gerlach, Daniel - Wagner Vs. Verdi | Movies & TV > Featured Categories > DVD | Rating: 3.2
(ID: B00PJ7FWL6) ESPN Films 30 For 30: Soccer Stories Gift Set (TM6097) | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.9
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B007Z9RJTO) Montana (1950) | Drama > Western > Action | Rating: 4.7
(ID: B084P854P8) Nights of Cabiria [DVD] [2020] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B0045VUN5C) Yosuga no Sora Blu-ray Kazha Migiwa [Blu-ray+CD] | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B0B3PQBCYD) The Greatest American Hero | The Complete Collection | Movies & TV > Movies | Rating: 4.9
(ID: B077T3ND2Y) Tom Cruise Jack Reacher Double Feature DVD + Jack Reacher: Never Go Back Movie Bundle | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B00004R95C) The 13th Warrior [Region 2] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B00KB49ER0) Trouble With the Curve [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00S1TU8UO) [Item: B00S1TU8UO] | Unknown | Rating: 4.7
(ID: B000021Y6T) Waterloo Bridge [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B01J94A5GQ) [Item: B01J94A5GQ] | Unknown | Rating: 4.6
(ID: B001BEK8GA) The Forbidden Kingdom [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B001PCNZH2) Kiki & Herb: Live at the Knitting Factory | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B07KYWLSGT) [Item: B07KYWLSGT] | Unknown | Rating: 4.5
(ID: B01G60IYOG) [Item: B01G60IYOG] | Unknown | Rating: 2.0
(ID: B00DBSZ8RS) [Item: B00DBSZ8RS] | Unknown | Rating: 4.3
(ID: B00E4I12DI) [Item: B00E4I12DI] | Unknown | Rating: 4.3
(ID: B0B5PDPKB5) [Item: B0B5PDPKB5] | Unknown | Rating: 4.8
(ID: B09T3MQF6Q) The Man in the Iron Mask | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B07FDH2JN8) Cowboy Bebop The Movie | Movies & TV > Movies | Rating: 4.7
(ID: B088QP6W5R) [Item: B088QP6W5R] | Unknown | Rating: 3.9
(ID: B0186GRP66) [Item: B0186GRP66] | Unknown | Rating: 4.5
(ID: B001DDBD7C) Spring Breakdown (DVD) (WS) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B002OHAX68) The Boston and Maine [DVD] [2004] | Movies & TV > Movies | Rating: 5.0
(ID: B004SIP71M) Doubt | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B07VWCJZFT) [Item: B07VWCJZFT] | Unknown | Rating: 3.7
(ID: B09LSSRCSS) The French Dispatch | Comedy > Drama > Romance | Rating: 4.1
(ID: B003BNO98W) Boys Don't Cry / Notes on a Scandal (Double Feature) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B01N5WQZTJ) [Item: B01N5WQZTJ] | Unknown | Rating: 2.6
(ID: B00MXU9J8O) [Item: B00MXU9J8O] | Unknown | Rating: 4.2
(ID: B01EZFBC8Y) Do You Believe | Drama > Inspiring > Mystical | Rating: 4.8
(ID: B07K8VHR2R) The Great Caruso | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B075QNDTPL) [Item: B075QNDTPL] | Unknown | Rating: 4.1
(ID: B007RGQJ96) [Item: B007RGQJ96] | Unknown | Rating: 4.3
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B015S61L5I) [Item: B015S61L5I] | Unknown | Rating: 3.9
(ID: B06Y5YRFBW) [Item: B06Y5YRFBW] | Unknown | Rating: 4.8
(ID: B0009VKNMK) I Love Big Machines | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00RT7K8YU) The Manners of Downton Abbey | Documentary | Rating: 4.6
(ID: B000AYNFV2) Lady Snowblood (Collector's Boxed Set) [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B08PC4MYL8) [Item: B08PC4MYL8] | Unknown | Rating: 3.8
(ID: B004INTN3U) Junior Giants: Nothing but the Truth | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.9
(ID: B09L5VYYPD) KAREN KINGSBURY'S Maggie's Christmas Miracle | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.8
(ID: B08QGKCFK1) Wheeler Dealers | Unscripted | Rating: 4.5
(ID: B00012SWIY) Oswald [Region 2] | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.5
(ID: B01N4N3AOR) [Item: B01N4N3AOR] | Unknown | Rating: 3.2
]
## 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."
}
|
B01J94A5GQ
|
[Item: B01J94A5GQ]
| 5
|
AGKMJY4ZPVLCBXEFIYOIHPC6XXVA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Ishmael:A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- The Sun Also Rises: The Authorized Edition | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- My Ishmael (Ishmael Series) | Books > Science Fiction & Fantasy > Fantasy | Rating: 2.0
- Jonathan Livingston Seagull: The Complete Edition | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Everyday Wisdom: 1001 Expert Tips for Hikers (Backpacker Magazine) | Books > Sports & Outdoors > Mountaineering | Rating: 1.0
- Antarctica: The Global Warning | Books > Arts & Photography > Photography & Video | Rating: 5.0
- Nutmeg Photo Album (Holds 48 4'' x 6'' photos, Brag Book) | Books > ASINs for HQP | Rating: 3.0
### User's movies History:
- [Item: B00P3QRWFC] | Unknown | Rating: 2.0
- My Lucky Stars | Comedy > Action | Rating: 3.0
- The Very Best of Will Ferrell | Comedy | Rating: 4.0
- [Item: B018BZ3SCM] | Unknown | Rating: 2.0
- [Item: B01CH2GQYM] | Unknown | Rating: 4.0
- [Item: B01A5Z21E2] | Unknown | Rating: 4.0
- [Item: B000YABNA2] | Unknown | Rating: 4.0
- Daddy's Home | Drama > Comedy > Heartwarming | Rating: 5.0
- [Item: B0047SKR54] | Unknown | Rating: 4.0
- [Item: B0093SB540] | Unknown | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00009Q4VX) Charlie Chaplin Short Comedy Classics - The Complete Restored Essanay & Mutual Collection | Movies & TV > Classics > Silent Films | Rating: 4.0
(ID: B001T21R5K) Steven Seagal Collection : Above The Law / Hard To Kill (Double Feature) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.4
(ID: B002LFAHFA) Nature: Victoria Falls | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00782O7MA) 1900 | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B00465I1DS) WWE: Raw - The Best of 2010 | Movies & TV > Boxed Sets > Sports | Rating: 4.5
(ID: B009P25U5O) Diary Of A Wimpy Kid 3 | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B003LSY2JS) Inheritance | Documentary | Rating: 4.4
(ID: B00993ETJM) Cherry 2000 | Science Fiction > Comedy > Exciting | Rating: 4.5
(ID: B00DQLXNTA) [Item: B00DQLXNTA] | Unknown | Rating: 4.4
(ID: B008JAFXYQ) [Item: B008JAFXYQ] | Unknown | Rating: 4.6
(ID: B0062E3RZS) [Item: B0062E3RZS] | Unknown | Rating: 4.5
(ID: B0B72S6WNC) Halo: The Fall Of Reach | Science Fiction > Animation > Action | Rating: 4.6
(ID: B09XJD3RPQ) [Item: B09XJD3RPQ] | Unknown | Rating: 3.9
(ID: B001AIKHJK) Prison Break: Seasons 1-3 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.1
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00004TJNC) Boy 3-Boy Wonder | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00BAXTY9O) Gunsmoke: Season 8, Vol. 1 | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B000EJ9V98) Edward G. Robinson Film Noir Double Feature (Scarlet Street & Red House) | Movies & TV > Independently Distributed > Drama | Rating: 4.7
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B000AYQNXE) The Funniest of the Planet's Funniest Animals, Vol. 1 | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.0
(ID: B07ZWVKF1L) [Item: B07ZWVKF1L] | Unknown | Rating: 4.1
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B0046S8MRU) Gunsmoke: Season 4, Vol. 2 | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.8
(ID: 6301661745) Battle for the Planet of the Apes VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B0093AZM9M) Bobcat Goldthwait: You Don't Look the Same Either | Arts, Entertainment, and Culture | Rating: 4.7
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B00R3Y7D38) [Item: B00R3Y7D38] | Unknown | Rating: 4.8
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B07R9LC81C) [Item: B07R9LC81C] | Unknown | Rating: 3.6
(ID: B000K7UBUW) Rising Damp - Series 3 | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00KWFH81W) [Item: B00KWFH81W] | Unknown | Rating: 4.4
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B0089093EC) j.k. rowlings harry potter and the prisoner of azkaban (j.k. rowling harry potter and the prisoner of azkaban, book 3) | Movies & TV > Movies | Rating: 4.9
(ID: B07B8TXYF3) [Item: B07B8TXYF3] | Unknown | Rating: 3.5
(ID: B082RC52S1) Uncut Gems | Suspense > Comedy > Cerebral | Rating: 3.9
(ID: B00SHEOVDI) .hack//Legend of the Twilight - Complete Series | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.7
(ID: B00QH3443I) [Item: B00QH3443I] | Unknown | Rating: 4.0
(ID: B08F1ZD4LT) [Item: B08F1ZD4LT] | Unknown | Rating: 4.1
(ID: 1400301572) Adventures In Odyssey: Christmas | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.4
(ID: B004YSJ28U) Get Yourself A College Girl <strong>(Remastered Edition)</strong> [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.3
(ID: B073HFXXNJ) Big Bang Theory - Seasons 1-10 [Blu-ray] [2017] [Region Free] | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B01G24WHCQ) A House Is Not A Home | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.5
(ID: B00HQE3K96) Miranda Hart - My, What I Call, Live Show [DVD] [2014] | Movies & TV > BBC > All BBC Titles | Rating: 4.5
(ID: B007AX79JA) Mastering Differential Equations: The Visual Method | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.0
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00ZX52BX6) The Longest Ride 2015 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.2
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B004418TJU) [Item: B004418TJU] | Unknown | Rating: 4.5
(ID: B00APPJQ0U) [Item: B00APPJQ0U] | Unknown | Rating: 4.8
(ID: B00JQ8HSG6) Robocop Trilogy [Blu-ray] [Region Free] [UK Import] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B08X21LHD5) [Item: B08X21LHD5] | Unknown | Rating: 3.9
(ID: B00009IB4F) Mantis in the Monkey's Shadow | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B01ABUYBB2) The Tunnel: Sabotage - Series 2 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B09DBZ7T8F) The Killing | Suspense > Drama | Rating: 4.4
(ID: B009AGEYTI) Terror in the Aisles | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.5
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: 6305076650) The Rocky Horror Picture Show VHS | Movies & TV > Art House & International > By Country | Rating: 4.8
(ID: B07DFS89PM) Chappaquiddick | Suspense > Drama > Compelling | Rating: 4.3
(ID: 6305301697) Berlin: Symphony of a Great City | Movies & TV > Classics > Silent Films | Rating: 4.6
(ID: 188131104X) Yoga for Round Bodies (Set - Vol 1 & 2) [VHS] | Movies & TV > Boxed Sets > Special Interests | Rating: 5.0
(ID: B07J48MC5L) [Item: B07J48MC5L] | Unknown | Rating: 3.5
(ID: B00UKO5EYS) The Midnight Special (3DVD) | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.5
(ID: B000A7DW1C) The Committee | Movies & TV > Music Artists > Pink Floyd | Rating: 4.3
(ID: B09GXGZ3PH) [Item: B09GXGZ3PH] | Unknown | Rating: 4.6
(ID: B002UZ2M22) [Item: B002UZ2M22] | Unknown | Rating: 2.6
(ID: B003R0MEW2) Grey's Anatomy: Season 7 | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B07WHJGRKR) T.J. Hooker The Complete Series Seasons 1-5 DVD 20-Disc Box Set | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B071LP46SN) [Item: B071LP46SN] | Unknown | Rating: 4.3
(ID: B004YVQ9U6) SILENT WITNESS - SERIES 13 [NON-USA Format / Import / Region 2 / PAL] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B009T1RY1O) Dreamworks Spooky Stories | Comedy > Kids | Rating: 4.5
(ID: B01MTBYT5A) The Thin Man Goes Home (1944) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.9
(ID: B005GRF34U) Senseless | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.5
(ID: B01I4C1ZD6) Foyle's War Revisited | Movies & TV > TV | Rating: 4.3
(ID: B004J7FAC8) [Item: B004J7FAC8] | Unknown | Rating: 4.5
(ID: B001U1XFXW) Northern Shaolin: Sword Sequences and Applications | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 5.0
(ID: B008N9AASC) Samsara | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.6
(ID: 6305086818) Godson | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.1
(ID: B00ST5TBM6) Silent Running [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B000VUFJ0K) Bordertown | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B0B8N34XJD) [Item: B0B8N34XJD] | Unknown | Rating: 3.3
(ID: B00003BE37) Ricky Martin - One Night Only | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B00T1FBZG8) [Item: B00T1FBZG8] | Unknown | Rating: 4.5
(ID: B01HU7TMRW) In the Deep [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.3
(ID: B00NO5N7L2) [Item: B00NO5N7L2] | Unknown | Rating: 4.5
(ID: B00I0BZ34Y) Abby's Ultimate Dance Competition | Unscripted > Drama | Rating: 4.4
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B00YI7PCPY) The Divergent Series: Insurgent | Science Fiction > Suspense > Exciting | Rating: 4.7
(ID: B00004WG9J) Red Dwarf V - Byte One: Back To Reality VHS | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.7
(ID: B0000DZTWH) Neverland [DVD] | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.0
(ID: B003ICN85Q) [Item: B003ICN85Q] | Unknown | Rating: 4.6
(ID: B0020NKRX0) Henry Poole Is Here (2-disc W/soundtrack Cd) | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.5
(ID: B00DGETIIM) Boom! aka O Homem que Veio de Longe [Import] | Movies & TV > Movies | Rating: 4.8
(ID: B00HXDLXNU) Not Without My Daughter | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B0030Y1282) The Baader Meinhof Complex (Widescreen Edition) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B00FJUCNDS) [Item: B00FJUCNDS] | Unknown | Rating: 3.1
]
## 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."
}
|
B003ICN85Q
|
[Item: B003ICN85Q]
| 3
|
AEM6QWAXWGZ52QKVIU4JAD42S7VA
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- An Unkindness of Magicians (Unseen World, The Book 1) | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- 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
- Righteous Indignation: Excuse Me While I Save the World | Books > Reference > Writing, Research & Publishing Guides | Rating: 1.0
- The Last Girl (The Dominion Trilogy Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Enchantment: A Classic Fantasy with a Modern Twist | Books > Literature & Fiction > Action & Adventure | Rating: 5.0
- The Confessions of Catherine de Medici: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
### User's movies History:
- [Item: B01L9Q51A2] | Unknown | Rating: 5.0
- [Item: B06W5H33JH] | Unknown | Rating: 3.0
- [Item: B06X9579J1] | Unknown | Rating: 5.0
- [Item: B00SH00N3Y] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B00E3GYGZW) Axe Cop | Science Fiction > Comedy > Animation | Rating: 4.8
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B000OCYDKC) Pan's Labyrinth (Widescreen Edition) (2007) | Movies & TV > Movies | Rating: 4.6
(ID: B00BRM8SNQ) The Path to 9/11 - The Controversial ABC Miniseries | Movies & TV > Movies | Rating: 4.9
(ID: B07GH8236K) [Item: B07GH8236K] | Unknown | Rating: 2.7
(ID: B008C40IJ4) [Item: B008C40IJ4] | Unknown | Rating: 4.5
(ID: 6301814088) Where the Spirit Lives [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 5.0
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B00V0OF9YM) [Item: B00V0OF9YM] | Unknown | Rating: 4.0
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B001C71IFQ) Cartoon Network: Classic Ben 10 Alien Force: Volume One | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B09KSBS18D) [Item: B09KSBS18D] | Unknown | Rating: 4.6
(ID: B01A5XIAXK) [Item: B01A5XIAXK] | Unknown | Rating: 4.5
(ID: B00B0OM8RI) [Item: B00B0OM8RI] | Unknown | Rating: 3.9
(ID: B00HWIBZ02) [Item: B00HWIBZ02] | Unknown | Rating: 3.4
(ID: B00000JGKY) Don "The Dragon" Wilson: Dragon Pack | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B004ZV8XYU) Yoga Ambiance with Giselle Toner - A Beginner/Intermediate Practice with Guided Meditation | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 5.0
(ID: B00YDWU8OO) Strawberry Shortcake Very Berry 2-Pack: Puttin' on the Glitz / Jammin'with Cherry Jam | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B000JCEU9Q) The Beauty of Dance Is Only a Step Away | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 2.5
(ID: B000OU081M) Maxed Out | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B01LTIB898) Marry Me Season 01 | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B019D30J32) [Item: B019D30J32] | Unknown | Rating: 3.4
(ID: B003YF9Q08) Angel: The Complete Series | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.8
(ID: B009M4OSLW) Nypd Blue Complete Season 12 | Movies & TV > TV | Rating: 4.8
(ID: B009YR6WWU) [Item: B009YR6WWU] | Unknown | Rating: 4.5
(ID: B07QYQPYR1) [Item: B07QYQPYR1] | Unknown | Rating: 4.7
(ID: B0070B9R7Y) Dark Shadows Collection 16 | Movies & TV > Science Fiction & Fantasy | Rating: 4.8
(ID: B07DP6YWVK) Interstellar (Blu-ray + DVD) (Collectible Gift Set) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: 6304145217) Romeo and Juliet VHS | Movies & TV > Art House & International > By Country | Rating: 4.6
(ID: B07ZKXX9PR) [Item: B07ZKXX9PR] | Unknown | Rating: 4.5
(ID: B01J2JICR2) Dark Space Ambience | Special Interest | Rating: 3.5
(ID: B001QA6HAA) Supervolcano | Movies & TV > Discovery Channel | Rating: 4.4
(ID: B001LXIDTA) Wallace and Gromit: The Wrong Trousers | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.6
(ID: B08526FNTR) My Other Mother | Drama > Introspective > Passionate | Rating: 4.7
(ID: B000OQF4OW) Dr. Ravi & Mr. Hyde [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B001HKM8HA) David Fray: J.S. Bach - Swing, Sing and Think | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B09T2ZJT8P) Karen Kingsbury's The Bridge: The Complete Story | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.8
(ID: B0961V8YBQ) [Item: B0961V8YBQ] | Unknown | Rating: 4.1
(ID: B00GSCFKOA) Rocket Mass Heaters | Movies & TV > Movies | Rating: 3.9
(ID: B00316DA9S) When the Lights Go Out | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: 6304436998) Private War of Major Benson VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B00441GZ2S) Stir Crazy | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B07V2B4PLJ) [Item: B07V2B4PLJ] | Unknown | Rating: 4.6
(ID: B00LX26FNA) Highway to Heaven: Season 5 | Movies & TV > Boxed Sets > Television | Rating: 4.8
(ID: B00LOCLBS8) Sharknado 2: The Second One | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B010CG2CS4) Faim De Mort | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.0
(ID: B00OZOIIOC) SKIN, THE (LA PELLE) DVD | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.1
(ID: 6302510589) One False Move | Movies & TV > Movies | Rating: 4.3
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B013FJFWCI) Mystery of Matter: Search For the Elements | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00005OWEG) Apocalypse Now Redux [DVD] | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.6
(ID: B000A26M5U) Delta Jews | Movies & TV > Independently Distributed > Documentary | Rating: 5.0
(ID: 1578213959) The Christmas Story: What Really Happened, Dr. Chuck Missler | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01HSTFIAC) [Item: B01HSTFIAC] | Unknown | Rating: 3.0
(ID: B004LO7H1Q) [Item: B004LO7H1Q] | Unknown | Rating: 4.4
(ID: B07G2CJPP9) Mario | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: 6301928555) Near Dark [VHS] | Movies & TV > Cult Movies > Horror | Rating: 4.6
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B07HGG7ZW9) [Item: B07HGG7ZW9] | Unknown | Rating: 4.5
(ID: B079ZSSHP2) Annihilation | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B005KSW5WI) Secondhand Lions | Comedy > Suspense > Cheerful | Rating: 4.8
(ID: B01LX0R4B1) [Item: B01LX0R4B1] | Unknown | Rating: 3.2
(ID: 6301696719) Marine Raiders [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B000929V5Y) Arthur's Computer Adventure [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
(ID: B000JPE19M) Eyes & Nose, Fingers & Toes (Sesame Beginnings) | Prime Video > Prime Video > TV | Rating: 4.9
(ID: B001221DV0) Saawariya | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B00HUGNIF6) Speed Racer: The Next Generation, Season 1 (Vol. 1) | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.2
(ID: B00002IIYT) Battle Athletes Victory, Vol. 8: Human Race [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.8
(ID: B00IYLWUSW) Britney Spears - DVD Collector's Box | Movies & TV > Music Artists > Spears, Britney | Rating: 3.3
(ID: B09CFHMGHX) Space Jam: A New Legacy (Blu-Ray) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B08F62FXXZ) [Item: B08F62FXXZ] | Unknown | Rating: 4.3
(ID: B086ZCHZYX) [Item: B086ZCHZYX] | Unknown | Rating: 4.9
(ID: B006P3HO3W) Puss in Boots / The Three Diablos (Two-Disc Double DVD Pack) | Movies & TV > Paramount Home Entertainment > DreamWorks | Rating: 4.3
(ID: B0899DPY6P) [Item: B0899DPY6P] | Unknown | Rating: 4.8
(ID: B0B8L4QNLS) Winnie-the-Pooh: Blood and Honey | Horror | Rating: 2.9
(ID: B001GJ9G90) Mr. & Mrs. Smith | Comedy > Action > Exciting | Rating: 4.7
(ID: B001FR7IKC) Godzilla vs The Smog Monster / Godzilla vs Megalon (Double Feature) | Movies & TV > Sci-Fi Series & Sequels > Godzilla | Rating: 4.1
(ID: B0BXFYW4WC) [Item: B0BXFYW4WC] | Unknown | Rating: 4.4
(ID: B000UAE7DQ) Ironside - Season 2 | Movies & TV > Boxed Sets > Drama | Rating: 4.7
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00551P8DI) [Item: B00551P8DI] | Unknown | Rating: 4.3
(ID: B01BQDS23Q) Major League | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00GY3S6LW) Mardock Scramble: The Third Exhaust [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B004JMEGQY) [Item: B004JMEGQY] | Unknown | Rating: 3.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B0009HLC9W) Cinco Amigas | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.5
(ID: B004FK6UMI) [Item: B004FK6UMI] | Unknown | Rating: 4.0
(ID: B08V4HG9B7) [Item: B08V4HG9B7] | Unknown | Rating: 4.0
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B07ZHRGF1C) [Item: B07ZHRGF1C] | Unknown | Rating: 3.9
(ID: B0000CGDQ7) Grand Illusions: The Story of Magic Part Two | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B003V58OCC) [Item: B003V58OCC] | Unknown | Rating: 4.4
(ID: B000BB1NFO) Ancient Mysteries - Ancient Prophets [DVD] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.8
]
## 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."
}
|
B079ZSSHP2
|
Annihilation
| 2
|
AGXB6MQYRF26BPQGYBTAFQH3Q7PQ
|
overlapping_books_movies
|
A
|
Books
|
movies
| 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: movies
- Task: Identify the Rank #1 item based on user history.
## User Interaction History
### User's Books History:
- Never: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Fallout: A V.I. Warshawski Novel (V.I. Warshawski Novels Book 18) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 1.0
- Eight Million Ways to Die (Matthew Scudder Mysteries Book 5) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Die Trying (Jack Reacher Book 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Living with a Wild God: A Nonbeliever's Search for the Truth about Everything | Books > Biographies & Memoirs > Community & Culture | Rating: 4.0
- Fields of Blood: Religion and the History of Violence | Books > History > World | Rating: 2.0
### User's movies History:
- [Item: B00RSGIVVO] | Unknown | Rating: 2.0
- The Big Heat | Suspense > Emotional > Exciting | Rating: 3.0
- [Item: B00T482BII] | Unknown | Rating: 1.0
- [Item: B00V4JJFN4] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B01BN0Z40Q) [Item: B01BN0Z40Q] | Unknown | Rating: 4.6
(ID: B01J4SRJFW) [Item: B01J4SRJFW] | Unknown | Rating: 4.7
(ID: B00CDZFRAI) [Item: B00CDZFRAI] | Unknown | Rating: 4.3
(ID: B004ODLUGM) The Gruffalo | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B0001A7UY8) Teddy Bears' Picnic [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B0043K8MAS) T'Pau - Live In Montreux | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 3.9
(ID: B00QGL0DJU) [Item: B00QGL0DJU] | Unknown | Rating: 4.5
(ID: B0B8Q3MNC3) The Ms. Pat Show | Comedy > Drama | Rating: 5.0
(ID: B08DT7KLBP) [Item: B08DT7KLBP] | Unknown | Rating: 4.8
(ID: B0006ZIEH0) Ukulele Tunes & Techniques | Movies & TV > Musicals & Performing Arts > Independently Distributed | Rating: 2.8
(ID: B0791Z2192) [Item: B0791Z2192] | Unknown | Rating: 4.5
(ID: B000MV9O4A) Essential Classics - Dramas (The Maltese Falcon / Citizen Kane / Ben-Hur) [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B076B7R6LP) [Item: B076B7R6LP] | Unknown | Rating: 4.6
(ID: B01JGQNPMI) Preacher 2016 Season 1 Version Content | Movies & TV > Blu-ray > TV | Rating: 4.3
(ID: B002YKKS10) I'm So Sick Of Yoga | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B084ZY5XC3) [Item: B084ZY5XC3] | Unknown | Rating: 4.8
(ID: B07DD4L62G) [Item: B07DD4L62G] | Unknown | Rating: 3.0
(ID: B000GLL1W4) Alive & Kicking | Movies & TV > 4-for-3 DVD | Rating: 4.1
(ID: B00YBX664Q) [Item: B00YBX664Q] | Unknown | Rating: 4.5
(ID: B003AZCYCE) [Item: B003AZCYCE] | Unknown | Rating: 4.8
(ID: B01KGLI96O) [Item: B01KGLI96O] | Unknown | Rating: 5.0
(ID: B0B8Q4GVMK) [Item: B0B8Q4GVMK] | Unknown | Rating: 4.4
(ID: B00E1RTEDW) Betty Boop: The Essential Collection: Volume 2 | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B01J9WL6WK) Finding Dory and Finding Nemo Double Pack | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.2
(ID: B01MUZ1MIA) [Item: B01MUZ1MIA] | Unknown | Rating: 4.8
(ID: B00I3MQNWG) [Item: B00I3MQNWG] | Unknown | Rating: 4.6
(ID: B07H9KYJVY) [Item: B07H9KYJVY] | Unknown | Rating: 3.0
(ID: B07W7N8BBC) [Item: B07W7N8BBC] | Unknown | Rating: 4.0
(ID: B00X8UKOUK) [Item: B00X8UKOUK] | Unknown | Rating: 4.5
(ID: B0792GRS6F) [Item: B0792GRS6F] | Unknown | Rating: 5.0
(ID: B0054I14PI) Ben-Hur (50th Anniversary Ultimate Collector's Edition) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B00MR9UY8A) [Item: B00MR9UY8A] | Unknown | Rating: 4.3
(ID: B006C59EMW) [Item: B006C59EMW] | Unknown | Rating: 3.4
(ID: B07WRF34BH) [Item: B07WRF34BH] | Unknown | Rating: 4.3
(ID: B08X9W9M66) [Item: B08X9W9M66] | Unknown | Rating: 4.2
(ID: B000H1AQVA) [Item: B000H1AQVA] | Unknown | Rating: 4.7
(ID: B001NH4CFS) Groom Lake | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 3.7
(ID: B01KKVYQ62) Rise Of The Guardians [Blu-ray + DVD] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B0060D3OWM) Bubble Boy | Science Fiction > Comedy > Adventure | Rating: 4.7
(ID: 1888617047) Piano For Quitters [VHS] | Movies & TV > Independently Distributed > Musicals & Performing Arts | Rating: 5.0
(ID: B07VGHBYPN) Person Of Interest- The Complete Series S1-5 DVDs | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B017346QJO) [Item: B017346QJO] | Unknown | Rating: 4.7
(ID: B005HGKZ70) [Item: B005HGKZ70] | Unknown | Rating: 4.5
(ID: B007SPQZMC) [Item: B007SPQZMC] | Unknown | Rating: 4.8
(ID: B0069VRKG6) [Item: B0069VRKG6] | Unknown | Rating: 4.8
(ID: B093DT8X14) [Item: B093DT8X14] | Unknown | Rating: 4.9
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B0002SA0O6) Rocky & Bullwinkle & Friends: Seasons 1-2 (Amazon.com Exclusive) | Movies & TV > TV | Rating: 3.9
(ID: B07JK2FLGG) Marwencol | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.8
(ID: B00CRWDKNS) WWE: Money in the Bank 2013 | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.4
(ID: B001US0P2Y) Millennium Season 2 | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.7
(ID: B0013XZ6T8) Doctor Who: Beneath The Surface (The Silurians / The Sea Devils / Warriors Of The Deep) | Movies & TV > BBC > All BBC Titles | Rating: 4.7
(ID: B0B8JQJ62S) [Item: B0B8JQJ62S] | Unknown | Rating: 4.3
(ID: B000EQ5SIY) Keb' Mo' and Guests | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B002QXCOEO) [Item: B002QXCOEO] | Unknown | Rating: 3.7
(ID: B01GPL75FA) [Item: B01GPL75FA] | Unknown | Rating: 4.2
(ID: B0873ZMPDP) [Item: B0873ZMPDP] | Unknown | Rating: 4.8
(ID: 6305447233) Hilary & Jackie | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B00B8PCLTY) [Item: B00B8PCLTY] | Unknown | Rating: 4.6
(ID: B00284BVCW) Captured | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00BJWUGKM) [Item: B00BJWUGKM] | Unknown | Rating: 3.2
(ID: B009CGB0LG) [Item: B009CGB0LG] | Unknown | Rating: 4.7
(ID: B00J2PDRKE) [Item: B00J2PDRKE] | Unknown | Rating: 4.6
(ID: B07DMHQ77B) When Calls the Heart: Weather the Storm [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 5.0
(ID: B07FDNW6XZ) The Blue Planet Collection: (BD) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00FRHT64M) Evil Roy Slade | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000065KO3) Chicago Cab | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B005ZEEVS8) The Very Worst Thing | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B000QE1U9K) [Item: B000QE1U9K] | Unknown | Rating: 4.5
(ID: B00TIOZRWA) Eucharist | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000TLTCR2) Howling III: The Marsupials | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.1
(ID: B014HFMKY2) Macbeth [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B000YFHU3G) J.M.W. Turner - A National Gallery Production | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.8
(ID: B004FKRYWS) [Item: B004FKRYWS] | Unknown | Rating: 4.6
(ID: B07B3QCXZ9) [Item: B07B3QCXZ9] | Unknown | Rating: 3.7
(ID: B0186VAZY0) Look Who's Back (2015) ( Er ist wieder da ) ( Look Who is Back ) [ Blu-Ray, Reg.A/B/C Import - Germany ] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B0BK3C61RK) Dawn of the Dead - Collector's Edition 4K Ultra HD + Blu-ray [4K UHD] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B0000C89IW) Trading Spaces: Viewer's Choice! | Movies & TV > Movies | Rating: 4.5
(ID: B0062241F0) [Item: B0062241F0] | Unknown | Rating: 4.9
(ID: B07GL4KMF6) [Item: B07GL4KMF6] | Unknown | Rating: 4.6
(ID: B00007GZYA) Ellis Island | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00CERN0O0) [Item: B00CERN0O0] | Unknown | Rating: 4.3
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B009MO57H6) Resident Evil: Retribution | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B00I3NHZPY) [Item: B00I3NHZPY] | Unknown | Rating: 4.6
(ID: B00627X75K) NYPD Blue | Drama | Rating: 4.6
(ID: B000007SFB) Two Women | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B01AB17IGQ) [Item: B01AB17IGQ] | Unknown | Rating: 4.8
(ID: B0028O3K3U) [Item: B0028O3K3U] | Unknown | Rating: 3.0
(ID: B009ZQC7MY) [Item: B009ZQC7MY] | Unknown | Rating: 4.9
(ID: B09G5ZPXDB) [Item: B09G5ZPXDB] | Unknown | Rating: 3.3
(ID: B000063S6F) The Art of Exotic Dancing for Everyday Women-Core Moves [DVD] | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.0
(ID: B086Q178V4) [Item: B086Q178V4] | Unknown | Rating: 4.7
(ID: B000L42N96) Longitude [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B001GRTPKM) Certifiable [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: 0800121090) Calendar Girl | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B018GTUWPO) [Item: B018GTUWPO] | Unknown | Rating: 4.7
(ID: B09HYM5PMH) [Item: B09HYM5PMH] | Unknown | Rating: 4.7
(ID: B00O4USLK8) [Item: B00O4USLK8] | Unknown | Rating: 4.6
(ID: B01G1H6V4Y) [Item: B01G1H6V4Y] | Unknown | 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."
}
|
B01MUZ1MIA
|
[Item: B01MUZ1MIA]
| 1
|
AH6V3YLO3E75KNZ6X7SZSDGWET7Q
|
overlapping_books_movies
|
A
|
Books
|
movies
| 100
|
Subsets and Splits
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