instruction
stringclasses 1
value | input
stringlengths 10.4k
14.1k
| gt_item_id
stringlengths 10
10
| gt_title
stringlengths 1
301
| gt_rating
float64 1
5
| user_id
stringlengths 28
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:
- David and the Worry Beast: Helping Children Cope with Anxiety | Books > Children's Books > Growing Up & Facts of Life | Rating: 2.0
- True Roots: A Mindful Kitchen with More Than 100 Recipes Free of Gluten, Dairy, and Refined Sugar: A Cookbook | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 3.0
- Princesses Wear Pants | Books > Children's Books > Growing Up & Facts of Life | Rating: 4.0
- Happy Birthday to You! | Books > Children's Books > Literature & Fiction | Rating: 4.0
- Dr. Seuss's Happy Birthday, Baby! (Dr. Seuss Nursery Collection) | Books > Children's Books > Holidays & Celebrations | Rating: 4.0
- Underwater Dogs 2014 Wall Calendar | Books > Calendars > Animals | Rating: 4.0
### User's movies History:
- Disney Animation Collection 7: Mickey's Christmas Carol | Movies & TV > Holidays & Seasonal > Christmas | Rating: 5.0
- Dr. Seuss' How the Grinch Stole Christmas | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.0
- [Item: B00E9E5EEK] | Unknown | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B004DTS0ME) Mister Rogers' Neighborhood: Families (#1553) A Visit to the Pediatrician | Movies & TV > Disc on Demand | Rating: 5.0
(ID: B07W5CH1BK) Mary | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.9
(ID: B00003L9CM) Saturday Night Live - The Best of Chris Rock | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.5
(ID: B0066PSQ5Y) Leslie West: The Sound and the Story | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B01A9QWYVC) The Little Mermaid [All Region Import - Australia] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B07TQYSJYV) Dragon Ball Super: Part Nine | Movies & TV > Featured Categories > Blu-ray | Rating: 4.9
(ID: B002MX9YK0) NEW Out Of Control Tour 2009 (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B07ZG2W3GW) [Item: B07ZG2W3GW] | Unknown | Rating: 3.6
(ID: B00CU52PM4) Holiday Season | Comedy | Rating: 3.9
(ID: B00DX88G16) Kansas City Bomber | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: B00ST1H5F0) [Item: B00ST1H5F0] | Unknown | Rating: 4.1
(ID: B00OTADEPU) ON THE SUNNY SIDE | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.3
(ID: B00F4C0BVC) Pope John Paul I: The Smile of God | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B00K7BH604) The Mask of Zorro / The Legend of Zorro (Double Feature) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: 6304970447) Raw Deal | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: 1572526947) The Leading Man | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B01LYM0Q11) [Item: B01LYM0Q11] | Unknown | Rating: 4.9
(ID: B009VGJV0Y) [Item: B009VGJV0Y] | Unknown | Rating: 4.2
(ID: B000DBHXG0) Zathura | Movies & TV > Featured Categories | Rating: 4.6
(ID: B001NAW8FQ) [Item: B001NAW8FQ] | Unknown | Rating: 4.0
(ID: B003MXD6Q2) [Item: B003MXD6Q2] | Unknown | Rating: 4.7
(ID: B000054OUJ) Made For Each Other | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00C4QXPM8) [Item: B00C4QXPM8] | Unknown | Rating: 4.5
(ID: B01B3IOLR0) [Item: B01B3IOLR0] | Unknown | Rating: 4.1
(ID: B00BQI4AJ2) 180 Days: Year Inside an American High School | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B08KR88FFV) [Item: B08KR88FFV] | Unknown | Rating: 4.3
(ID: B00OPNQ66K) Tyler Perry's Madea's Tough Love [DVD + Digital] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B084M89CVJ) [Item: B084M89CVJ] | Unknown | Rating: 3.9
(ID: B00OA7HDOK) [Item: B00OA7HDOK] | Unknown | Rating: 4.4
(ID: B08STTNV4D) Willy's Wonderland [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B000H30ALY) Moon Phase - Phase 1 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00C2R122E) Space Warriors | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.1
(ID: B07Y98NXX9) LEGO DC Shazam: Magic and Monsters (w/Figurine/DVD) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B00002JWYJ) Zed & Two Noughts VHS | Movies & TV > Art House & International > By Country | Rating: 4.1
(ID: B0037Q11Y8) [Item: B0037Q11Y8] | Unknown | Rating: 4.4
(ID: B07HYJ7RNR) [Item: B07HYJ7RNR] | Unknown | Rating: 2.9
(ID: B0763NC5KC) [Item: B0763NC5KC] | Unknown | Rating: 4.7
(ID: B00I099K3G) Ghost Towns | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: B00MVZ2BF4) The Legacy (1979)/The Sentinel (1977)/Sssssss | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.3
(ID: B000CNEQW8) Mind of Mencia: Season One (Uncensored) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B003R2F02G) MM21 Endurance Workout Video | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.8
(ID: B0096PBCK2) Dancer, Texas - Pop. 81 | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B018AHGRRY) [Item: B018AHGRRY] | Unknown | Rating: 4.0
(ID: 1569388938) Churchill's Bodyguard | Movies & TV > Movies | Rating: 4.4
(ID: B0072C8PDS) [Item: B0072C8PDS] | Unknown | Rating: 3.5
(ID: B07CQKS1Z5) Doom Asylum [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B00I0JL7B4) [Item: B00I0JL7B4] | Unknown | Rating: 4.1
(ID: B07HXGH17M) [Item: B07HXGH17M] | Unknown | Rating: 3.6
(ID: B005V4X92Q) Tom Clancy's Ghost Recon: Alpha | Movies & TV > Blu-ray > Movies | Rating: 3.8
(ID: B008IG0DWS) Outlaw Brothers | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B00HCSO9O6) The Science of Measurement | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B07MBH8VLT) [Item: B07MBH8VLT] | Unknown | Rating: 4.3
(ID: B07PNDK3RB) [Item: B07PNDK3RB] | Unknown | Rating: 3.5
(ID: B00J9EMU06) We Always Lie to Strangers: The Incredible True Story of Branson, Missouri | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.7
(ID: B004T83Q8M) [Item: B004T83Q8M] | Unknown | Rating: 2.8
(ID: B0172HAKQM) Jackie Collins // Hollywood Wives The Complete Three part Mini Series | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0091X2OGA) The Jacket | Suspense > Drama > Anxious | Rating: 4.5
(ID: B000I0VASS) [Item: B000I0VASS] | Unknown | Rating: 4.4
(ID: B004V8ML6S) Banaras - A Mystic Love Story (2006) (Hindi Film / Bollywood Movie / Indian Cinema DVD) | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.5
(ID: B00DSR6EBG) @ Home with Hilaria Baldwin: Fit Mommy-to-be Prenatal Yoga | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.0
(ID: B004DK4J4Q) Around A Small Mountain | Movies & TV > Independently Distributed > Drama | Rating: 3.7
(ID: B071SF6W83) Biswa Kalyan Rath: Biswa Mast Aadmi | Arts, Entertainment, and Culture > International | Rating: 4.2
(ID: B079C4KRZQ) [Item: B079C4KRZQ] | Unknown | Rating: 3.0
(ID: B008XFBBCU) [Item: B008XFBBCU] | Unknown | Rating: 4.6
(ID: B003AT9DDS) Essential Eastwood: Director's Collection (Letters from Iwo Jima / Million Dollar Baby / Mystic River / Unforgiven) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B077QXB3JL) Michelle Wolf: Nice Lady | Comedy > Coarse > Joyous | Rating: 4.5
(ID: B008LRBCJW) [Item: B008LRBCJW] | Unknown | Rating: 4.7
(ID: B001BHTN8Q) Football Factory | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00MTP419A) Life After Beth [DVD + Digital] | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B06WWBD2PY) [Item: B06WWBD2PY] | Unknown | Rating: 4.5
(ID: B09L1F6WB6) Pirates of the Caribbean: The Curse of the Black Pearl [4K UHD] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B000I9VZRA) [Item: B000I9VZRA] | Unknown | Rating: 4.5
(ID: B004SKJYJG) The Image [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B019YNPJNQ) Love Lesson | Comedy > Drama > Romance | Rating: 3.2
(ID: B00NQKW85G) The Missouri Breaks | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B09H3N1H9Y) [Item: B09H3N1H9Y] | Unknown | Rating: 4.3
(ID: B01N687664) Galaxy Angel Collection | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B000QEIOSU) Peaceful Warrior (Widescreen) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B001F4UHFS) [Item: B001F4UHFS] | Unknown | Rating: 4.3
(ID: B09NZSC3M3) [Item: B09NZSC3M3] | Unknown | Rating: 4.5
(ID: B018J18B8E) [Item: B018J18B8E] | Unknown | Rating: 4.6
(ID: B01N1JTD9N) The Doodlebops | Kids > Music Videos and Concerts | Rating: 4.6
(ID: B00076PVAQ) La Grande Collection de la Petite Vie (Original French Version) | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B003C3BZG0) Pawel Lozinski (Polish School of Documentary Movies) | Movies & TV > Movies | Rating: 5.0
(ID: B00QRT9K8G) Sirius [DVD] | Movies & TV > Movies | Rating: 4.5
(ID: B0782G7GHR) [Item: B0782G7GHR] | Unknown | Rating: 2.9
(ID: B00DBT3YAA) [Item: B00DBT3YAA] | Unknown | Rating: 4.9
(ID: B0794FBQFQ) [Item: B0794FBQFQ] | Unknown | Rating: 4.1
(ID: B01BUCQS3E) Batman Teenage Mutant Ninja Turtles #1 2nd Print | Movies & TV > Movies | Rating: 5.0
(ID: B000SFOY86) The Wiggles: Cold Spaghetti Western [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B075FM4GL8) Good Time | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B005FDW5UA) [Item: B005FDW5UA] | Unknown | Rating: 4.7
(ID: B00JQYV0JQ) Rise of the Planet of the Apes | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00005JMTD) Chavez: Inside the Coup (a.k.a. "The Revolution Will Not Be Televised") | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B002WQ79A4) Hunter: Season 1 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00RJ8CJNC) [Item: B00RJ8CJNC] | Unknown | Rating: 3.5
(ID: B001CCIS8Q) 2008 U.S. Open: Tiger Woods In A Duel for the Ages [DVD] | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.7
(ID: 0792837991) Not As a Stranger [VHS] | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.6
(ID: B07XJKKY1R) [Item: B07XJKKY1R] | Unknown | Rating: 4.6
(ID: B07LDFDBWG) Spider-Man: Into The Spider-Verse (Amazon Exclusive) [Blu-ray + DVD] | 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."
}
|
B00DSR6EBG
|
@ Home with Hilaria Baldwin: Fit Mommy-to-be Prenatal Yoga
| 5
|
AFWQD7M4525JYHUI6YMLSSRXWHVQ
|
overlapping_books_movies
|
B
|
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 Housekeeper and the Professor | Books > Literature & Fiction > Contemporary | Rating: 3.0
- Miss Iceland | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Lowland (Vintage Contemporaries) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- 1066 And All That: A Memorable History of England | Books > History > Europe | Rating: 1.0
- Hamnet | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- In Five Years: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- A Girl Returned | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- At Home: A Short History of Private Life | Books > Arts & Photography > Architecture | Rating: 5.0
- A Place for Us: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Gone Girl | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
### User's movies History:
- Ali MacGraw - Yoga Mind & Body [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 5.0
- Pearl Harbor | Drama > Historical > Downbeat | Rating: 4.0
- Easy Pilates [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B003EB0QGU) [Item: B003EB0QGU] | Unknown | Rating: 4.1
(ID: B009947JYI) [Item: B009947JYI] | Unknown | Rating: 4.1
(ID: B0059GVBA8) Meet Corliss Archer - Volume 9 | Movies & TV > TV | Rating: 5.0
(ID: B07C4QYPVB) [Item: B07C4QYPVB] | Unknown | Rating: 4.7
(ID: B000067IYR) Hellsing - Impure Souls (Vol. 1) [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 3.3
(ID: B01CGUXORW) Patch Adams | Movies & TV > Movies | Rating: 4.8
(ID: B002DB69L8) THE WAY IT WAS: Remembering the Romance of San Francisco's Past | Movies & TV > Movies | Rating: 4.5
(ID: B084SXJLLB) Threads | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B01KINJQPS) [Item: B01KINJQPS] | Unknown | Rating: 4.6
(ID: B0080LKTZ2) [Item: B0080LKTZ2] | Unknown | Rating: 4.0
(ID: B01MXDL88P) [Item: B01MXDL88P] | Unknown | Rating: 3.5
(ID: B000R4HDUO) Giants, Midgets, Heroes & Villains [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00X050ZL6) [Item: B00X050ZL6] | Unknown | Rating: 4.8
(ID: B00TQGGD82) Michiko & Hatchin - Complete Series - S.A.V.E. | Movies & TV > Boxed Sets > Anime | Rating: 4.8
(ID: B002JVWRBS) Gossip Girl: Season 3 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B00005LQ0L) George Carlin: At Carnegie Hall | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.7
(ID: B00486UTY4) St. Helens [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B08DT7KLBP) [Item: B08DT7KLBP] | Unknown | Rating: 4.8
(ID: B094FZ8H98) [Item: B094FZ8H98] | Unknown | Rating: 4.6
(ID: 6303026982) Ranma 1/2 - The Movie 1, Big Trouble in Nekonron China [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B004W7D1G2) Dinocroc Vs. Supergator | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.2
(ID: B07DWJHXL7) [Item: B07DWJHXL7] | Unknown | Rating: 4.5
(ID: B0000A1HW7) Barbie of Swan Lake | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.7
(ID: B002KG1K7O) Learn Heavy Metal Guitar In 8 Weeks | Movies & TV > Featured Categories > DVD | Rating: 2.9
(ID: B00O2QWFME) ULEE'S GOLD | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B000S5RMZ8) Abigail Wanted | Movies & TV > Movies | Rating: 3.0
(ID: B002T4GXSS) Malcolm X (Keepcase) [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B09HYV56H9) [Item: B09HYV56H9] | Unknown | Rating: 3.4
(ID: B00FOV0OPG) [Item: B00FOV0OPG] | Unknown | Rating: 3.9
(ID: B00S45ZGCU) Bosch | Drama | Rating: 4.6
(ID: B012E84MTU) [Item: B012E84MTU] | Unknown | Rating: 4.4
(ID: B0091W9X3S) [Item: B0091W9X3S] | Unknown | Rating: 4.3
(ID: B08QGFM6LD) [Item: B08QGFM6LD] | Unknown | Rating: 4.5
(ID: B09HZNS9B2) [Item: B09HZNS9B2] | Unknown | Rating: 3.7
(ID: B006L0WD4E) [Item: B006L0WD4E] | Unknown | Rating: 4.9
(ID: B077S8TJKX) Crosby Tailor - 30 Day Transformation (2 DVD Fitness Workout Set + Calendar) | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.0
(ID: B00KQFP360) [Item: B00KQFP360] | Unknown | Rating: 4.6
(ID: B01M9D7JJM) [Item: B01M9D7JJM] | Unknown | Rating: 2.0
(ID: B09DJVYQP6) [Item: B09DJVYQP6] | Unknown | Rating: 3.5
(ID: B000ZOQ8RA) Steve Allen's Meeting Of Minds Volume 1 | Movies & TV > Featured Categories | Rating: 5.0
(ID: B002QVDJ22) [Item: B002QVDJ22] | Unknown | Rating: 2.5
(ID: B07T9NZ4ZB) Final Space | Science Fiction > Comedy > Animation | Rating: 4.8
(ID: B006AS38QY) Take the High Ground! | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B003K48HHQ) A Hobo's Christmas with Bonus CD: Christmas Magic | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00A32H1DO) Les Misérables | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B0007TV64S) Winston Churchill: The Wilderness Years 1929 - 1939 [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B007TXS512) Eurovision Song Contest: Baku 2012 | Movies & TV > Movies | Rating: 4.7
(ID: B071G9YJ4S) [Item: B071G9YJ4S] | Unknown | Rating: 4.7
(ID: 630385480X) Spirit of Wonder:Miss China's Ring/Su VHS | Movies & TV > Animation > Feature Films | Rating: 4.0
(ID: 076782184X) The Three Stooges: Curly Classics | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B08XYQC3YF) Kong: Skull Island | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B007Z9RAX4) [Item: B007Z9RAX4] | Unknown | Rating: 4.2
(ID: B087CJFS6V) [Item: B087CJFS6V] | Unknown | Rating: 2.9
(ID: B000G6ORIE) The Informer | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B0001FVDGY) Slaughterhouse-Five [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.5
(ID: B006V7G0ZU) 101 Mukesh Hits Solo & Duets Forever Cyber Monday | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B078XX7DWK) As Far As The Eye Can See [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.7
(ID: B08QZN6LCM) [Item: B08QZN6LCM] | Unknown | Rating: 3.7
(ID: B00WWEOPDK) [Item: B00WWEOPDK] | Unknown | Rating: 3.7
(ID: B01BX521Z2) [Item: B01BX521Z2] | Unknown | Rating: 3.3
(ID: B00C97B2YK) Grimm-Complete Series 2 | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B011MFD41I) [Item: B011MFD41I] | Unknown | Rating: 3.0
(ID: B07YM3216J) [Item: B07YM3216J] | Unknown | Rating: 3.2
(ID: B00B5MP5OI) The Harbinger I DVD & Book Combo: The Ancient Mystery That Holds the Secret of America's Future | Movies & TV > Movies | Rating: 4.8
(ID: B00AF7OQ0I) [Item: B00AF7OQ0I] | Unknown | Rating: 4.6
(ID: B00ZY6BN2O) [Item: B00ZY6BN2O] | Unknown | Rating: 3.4
(ID: B00VA699WS) [Item: B00VA699WS] | Unknown | Rating: 2.7
(ID: 6305499284) Bodily Harm | Movies & TV > Movies | Rating: 4.1
(ID: B00T480ON2) [Item: B00T480ON2] | Unknown | Rating: 4.7
(ID: B000068MAZ) Wolfhound (Unrated Edition) | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.3
(ID: B0032M1912) Lives That Changed the World: Nelson Mandela | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.8
(ID: B074JJF8BJ) The Transfiguration | Horror > Drama > Eerie | Rating: 3.7
(ID: B01EJZ1KHS) [Item: B01EJZ1KHS] | Unknown | Rating: 4.5
(ID: B01KGTZCJ8) [Item: B01KGTZCJ8] | Unknown | Rating: 5.0
(ID: B00186WJXG) [Item: B00186WJXG] | Unknown | Rating: 3.4
(ID: B07SQVTVPT) [Item: B07SQVTVPT] | Unknown | Rating: 4.5
(ID: B07DH9DNLR) [Item: B07DH9DNLR] | Unknown | Rating: 3.5
(ID: B002ELDE10) One Tree Hill | Drama > Sports > Romance | Rating: 4.8
(ID: 6305036438) Elvis Meets Nixon [VHS] | Movies & TV > Movies | Rating: 3.7
(ID: B001AM0RLY) [Item: B001AM0RLY] | Unknown | Rating: 4.8
(ID: B00HMK34OK) [Item: B00HMK34OK] | Unknown | Rating: 4.5
(ID: B000670476) Body Bar & Bosu Training | Movies & TV > Movies | Rating: 4.5
(ID: B00LSG4WL8) The Last Ship | Science Fiction > Suspense > Drama | Rating: 4.7
(ID: B00KS6980O) My Favorite Year | Movies & TV > Movies | Rating: 4.6
(ID: B000I2J6Y6) Hate Crime | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B08K3FJZVF) [Item: B08K3FJZVF] | Unknown | Rating: 3.4
(ID: B0182Z7W4G) [Item: B0182Z7W4G] | Unknown | Rating: 3.8
(ID: B000FI9OCW) Film Noir Classic Collection: Volume 3 | Movies & TV > Boxed Sets > Drama | Rating: 4.2
(ID: 1401950116) The Pain Prescription with Dr. Mitchell Yass + Bonus Q&A | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.3
(ID: B01M9B6ELL) Cheetah In August | Drama > Romance | Rating: 2.9
(ID: B06XKTQNWL) [Item: B06XKTQNWL] | Unknown | Rating: 4.9
(ID: B00KQFM2TG) [Item: B00KQFM2TG] | Unknown | Rating: 3.8
(ID: B083WD3KS7) [Item: B083WD3KS7] | Unknown | Rating: 4.5
(ID: B07G8711YR) [Item: B07G8711YR] | Unknown | Rating: 4.6
(ID: B00DU6OEMQ) Defiance | Science Fiction > Drama | Rating: 4.6
(ID: B002L5KA7A) Emmet Otter's Jug-Band Christmas/The Christmas Toy [DVD] | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.6
(ID: B00R0VUQ7E) [Item: B00R0VUQ7E] | Unknown | Rating: 4.6
(ID: B000R06JOY) Quilt in a Day Video Series: Irish Chain Quilt | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 5.0
(ID: 0783225997) The Deer Hunter | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.6
(ID: B07Y4LM6Y5) Doctor Who: Planet of Giants | Movies & TV > BBC > All BBC Titles | 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."
}
|
B08QZN6LCM
|
[Item: B08QZN6LCM]
| 1
|
AHQRPT7D6MCKUAFG4E47B4DZ5WGQ
|
overlapping_books_movies
|
B
|
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:
- Spin (Spin, 1) | Books > Science Fiction & Fantasy > Science Fiction | Rating: 1.0
- Dumbbell Training for Strength And Fitness | Books > Health, Fitness & Dieting > Exercise & Fitness | Rating: 1.0
- The Men's Health Big Book of Exercises: Four Weeks to a Leaner, Stronger, More Muscular YOU! | Books > Health, Fitness & Dieting > Diets & Weight Loss | Rating: 4.0
- Head First Servlets and JSP: Passing the Sun Certified Web Component Developer Exam (SCWCD) | Books > Computers & Technology > Programming | Rating: 5.0
- Head First Html With CSS & XHTML | Books > Computers & Technology > Networking & Cloud Computing | Rating: 5.0
- Sams Teach Yourself Html 4 in 24 Hours | Books > New, Used & Rental Textbooks > Computer Science | Rating: 4.0
### User's movies History:
- Duncan Wong Yogic Arts - Awakening Level | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.0
- Cameron Shayne - Budokon for Beginners | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 2.0
- Power Yoga Total Body Dvd | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.0
- Bryan Kest Power Yoga Complete Collection | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B000KCHW3G) Don | Movies & TV > Movies | Rating: 4.4
(ID: B09FRYGMQ7) Eden: Untamed Plant (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B001EBTBFO) John and Yoko: A Love Story [Region 2] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B01ER0XNWA) ITAZURA NA KISS - COMPLETE TV SERIES DVD BOX SET ( 1-25 EPISODES ) | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B016DP1FN6) roger waters the wall (blu ray) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B008Y5QJ6M) First Blood | Suspense > Western > Intense | Rating: 4.7
(ID: B00005Y6XQ) The Making of What's Going On: All-Star Tribute [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B0063FGG9U) Here Come The Brides: Season 2 | Movies & TV > Boxed Sets > Television | Rating: 4.7
(ID: B000EGDANO) Leave It to Beaver - The Complete Second Season | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00M13QXP0) [Item: B00M13QXP0] | Unknown | Rating: 4.7
(ID: B007429ITQ) [Item: B007429ITQ] | Unknown | Rating: 4.2
(ID: B00005V25L) VeggieTales - Heroes of the Bible - Stand Up, Stand Tall, Stand Strong! [VHS] | Movies & TV > Christian Video > Bible | Rating: 4.5
(ID: B00A2KJPKE) [Item: B00A2KJPKE] | Unknown | Rating: 4.4
(ID: B07D51Y72W) High School DxD: The Series [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B07BVBZ6PV) [Item: B07BVBZ6PV] | Unknown | Rating: 4.7
(ID: B003QSKB2U) [Item: B003QSKB2U] | Unknown | Rating: 4.8
(ID: B00CEU453C) King of the Streets | Movies & TV > Featured Categories > Blu-ray | Rating: 4.1
(ID: B06XJB69BW) [Item: B06XJB69BW] | Unknown | Rating: 4.6
(ID: B0080LYNWW) [Item: B0080LYNWW] | Unknown | Rating: 4.7
(ID: B08G58715H) [Item: B08G58715H] | Unknown | Rating: 3.8
(ID: B08GGZW7CK) [Item: B08GGZW7CK] | Unknown | Rating: 4.5
(ID: B0001LV4I0) Psycho-Geometrics - Science of Understanding People | Movies & TV > Featured Categories | Rating: 4.0
(ID: 0965381889) Notes Alive! Nutcracker - The Untold Story VHS | Movies & TV > Movies | Rating: 3.8
(ID: B006P0FI9C) Yesterday's Enemy | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B07M6ZB323) [Item: B07M6ZB323] | Unknown | Rating: 3.4
(ID: B0044Y3BS6) The Assistants | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B004ATLR4U) [Item: B004ATLR4U] | Unknown | Rating: 4.6
(ID: B07N6P6927) Denise Austin: Hips, Thighs, & Buttocks - A Workout to Shape the Lower Body | Fitness | Rating: 4.7
(ID: B00ANDBWXS) Inuyasha Season 5 Box Set (Rpkg) | Movies & TV > Boxed Sets > Anime | Rating: 4.8
(ID: B00198X0WW) The Mission [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B07CT899YK) [Item: B07CT899YK] | Unknown | Rating: 4.4
(ID: 9089701117) Nature's Alarm Clock DVD - Scenes Of Sunrise and Dawn Moods with Nature Sounds | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.5
(ID: B01G7QGD56) Restoration | Movies & TV > Disc on Demand | Rating: 3.2
(ID: B09QPD2599) Phat Tuesdays: The Era of Hip Hop Comedy | Comedy > Documentary | Rating: 4.6
(ID: B00BTYMPYU) The Time Machine (2002) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000A9QKLE) Batman - Mask of the Phantasm | Movies & TV > DC Comics Collection > Batman Animated Movies | Rating: 4.8
(ID: 6302872723) Crucible of Horror | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 3.9
(ID: B07V7GY3NY) Love Lessons | Drama | Rating: 5.0
(ID: B001Y44DHW) TRAFFIK 20TH ANNIVERSARY EDITION | Movies & TV > Made-for-TV Movies > All Made-for-TV Movies | Rating: 4.5
(ID: B000GDH8MO) WTC View | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.8
(ID: B08N3VQMFT) [Item: B08N3VQMFT] | Unknown | Rating: 3.9
(ID: B00OWZRMD2) [Item: B00OWZRMD2] | Unknown | Rating: 3.4
(ID: B092JPDN45) [Item: B092JPDN45] | Unknown | Rating: 3.5
(ID: B004Q2TWPW) Verdi: La Traviata [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B07GTGL6PZ) Looker (1981) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B000O599W6) Big Jim McLain | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B000067DI1) Blood Moon | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B004ALIG4W) Mona Lisa | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B0009RQS7I) Satoshi Kon's Paranoia Agent: Complete Collection | Movies & TV > Boxed Sets > Anime | Rating: 4.1
(ID: B08MBHKCM5) [Item: B08MBHKCM5] | Unknown | Rating: 4.5
(ID: B00LOQOS9S) [Item: B00LOQOS9S] | Unknown | Rating: 3.9
(ID: B075XJ8JPZ) [Item: B075XJ8JPZ] | Unknown | Rating: 4.5
(ID: B01MR6QIRR) [Item: B01MR6QIRR] | Unknown | Rating: 2.7
(ID: B0B8LQJ3PV) [Item: B0B8LQJ3PV] | Unknown | Rating: 4.6
(ID: B00IQBUBAY) The Ghost of Flight 401 | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.2
(ID: B00092ZAO0) Wagner - Das Rheingold / McIntyre, Zednik, Jerusalem, Salminen, Becht, Schwarz, Boulez, Bayreuth Opera (Boulez Ring Cycle Part 1) | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.5
(ID: B073VCLDY6) Wizard of Lies, The (Digital HD/Blu-Ray) | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B000Q7ZL5G) Old Hag [DVD] | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.1
(ID: B00E00ZWH2) Hit The Road: India | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 2.6
(ID: B000AOEMVY) Sherlock Holmes and the Case of the Silk Stocking | Movies & TV > BBC > All BBC Titles | Rating: 4.2
(ID: B0088WLDDK) [Item: B0088WLDDK] | Unknown | Rating: 4.3
(ID: B00V40NYWG) [Item: B00V40NYWG] | Unknown | Rating: 4.6
(ID: B09Z2RFS2D) Randy Rhoads: Reflections of a Guitar Icon | Documentary | Rating: 4.6
(ID: B001EQ3DBC) [Item: B001EQ3DBC] | Unknown | Rating: 3.8
(ID: B002NNK6OW) Jeet Kune Do Unlimited | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B00336M89Y) PBS American Experience Earth Days DVD | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B006KP3XCQ) Wall-e (Single-disc Edition) : Widescreen Edition : Disney Eco-friendly Packaging | Movies & TV > Characters & Series > Wall-E | Rating: 4.8
(ID: B001LNWSHS) [Item: B001LNWSHS] | Unknown | Rating: 4.7
(ID: B076TM34L6) [Item: B076TM34L6] | Unknown | Rating: 3.8
(ID: B01I66Z9G4) [Item: B01I66Z9G4] | Unknown | Rating: 1.9
(ID: B008Y6UT3A) [Item: B008Y6UT3A] | Unknown | Rating: 4.1
(ID: B00ESZZOLI) Cult Movie Marathon (Unholy Rollers, Invasion of the Bee Girls, Devils Eight & Vicious Lips) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B001XW7IJU) Exposing Sturgis | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.2
(ID: B00414X63Y) The Seventh Coin 1993 005890 | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B01BECSBPI) Pride + Prejudice + Zombies | Action > Suspense > Exciting | Rating: 4.6
(ID: B002IITP5I) Watchmen | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B005OL8NHW) Rushfit Georges St-Pierre 8 Week Ultimate Home Training Program | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B000QGDXZM) Walking with the Kings an All-Star Blues Jam [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B0087ZG7KM) Bridesmaids [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B004RMVY9S) Anne of Green Gables | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B000ESSSSE) Thomas and Friends - Thomas Gets Bumped | Movies & TV > 3-6 Years | Rating: 4.7
(ID: B07G4JFMKK) [Item: B07G4JFMKK] | Unknown | Rating: 4.4
(ID: B01GORENNC) Big Fix Alaska Season 1 | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B009NX4L7I) [Item: B009NX4L7I] | Unknown | Rating: 4.3
(ID: B07JL8XBVB) [Item: B07JL8XBVB] | Unknown | Rating: 4.6
(ID: B0169ELKOU) [Item: B0169ELKOU] | Unknown | Rating: 4.6
(ID: B00F9VO8OE) One Direction: Reaching for the Stars | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.8
(ID: 1571322442) Wishbone: Mary Shelley's Frankenstein [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B004KKXMSI) Jurassic Park Ultimate Trilogy (Blu-ray) (Import) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B08PQ4DGGM) [Item: B08PQ4DGGM] | Unknown | Rating: 3.6
(ID: 6305903212) On Any Sunday Revisited | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00005AAF4) No Man Is An Island VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B07RX8X11Y) [Item: B07RX8X11Y] | Unknown | Rating: 4.1
(ID: B000UYT9F8) Eagles: California Nights Interviews | Movies & TV > Music Artists > Eagles | Rating: 3.9
(ID: B07J9KJDVG) [Item: B07J9KJDVG] | Unknown | Rating: 4.6
(ID: B00L60OCW0) Lego Star Wars: The Padawan Menace / The Empire Strikes Out / The Yoda Chronicles (Walmart Exclusive) (Widescreen, WALMART EXCLU | Movies & TV > Movies | Rating: 4.5
(ID: B00GHJJZ0E) Terms of Endearment / An Officer and a Gentleman (Double Feature) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.6
(ID: B008N2Z14C) The Penalty: Kino Classics Special Edition [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B007LGBL1I) Bandidas | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B001CR49AW) American Quilts | Movies & TV > Independently Distributed > Documentary | 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."
}
|
B005OL8NHW
|
Rushfit Georges St-Pierre 8 Week Ultimate Home Training Program
| 5
|
AETJYDNAKWPE7NYHWWWCFHFJ353A
|
overlapping_books_movies
|
B
|
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:
- Strength in Numbers | Books > Biographies & Memoirs > Memoirs | Rating: 4.0
- Revenger: A John Shakespeare Mystery | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Kimura: The Triumphs and Tragedy of One of Judo's Greatest and Most Controversial Judo Champions | Books > Sports & Outdoors > Individual Sports | Rating: 3.0
- The Way of Judo: A Portrait of Jigoro Kano and His Students | Books > Sports & Outdoors > Biographies | Rating: 4.0
- The Last American Vampire | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Scaling Force: Dynamic Decision Making Under Threat of Violence | Books > Business & Money > Management & Leadership | Rating: 3.0
- A Criminal and An Irishman: The Inside Story of the Boston Mob-IRA Connection | Books > History > Americas | Rating: 2.0
### User's movies History:
- [Item: B00GOB56H6] | Unknown | Rating: 4.0
- [Item: B004VZW2VK] | Unknown | Rating: 1.0
- [Item: B0032IVUHE] | Unknown | Rating: 1.0
- [Item: B009G4JUSE] | Unknown | Rating: 3.0
- The One Eyed Soldier (1966) | Action > Adventure | Rating: 1.0
- [Item: B00ES2ICWE] | Unknown | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B079Z1811L) [Item: B079Z1811L] | Unknown | Rating: 4.1
(ID: B0000D7ZDY) Popart: The Hits 1985-2003 (Pal/Region 1) | Movies & TV > Musicals & Performing Arts | Rating: 4.8
(ID: B004S04BXK) [Item: B004S04BXK] | Unknown | Rating: 4.0
(ID: B005FWO39W) Highway: The Complete First & Second Seasons - PBS Music Series | Movies & TV > Featured Categories > DVD | Rating: 2.3
(ID: 6301163796) Bloodsport [VHS] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B00DQRHOLW) View From The Vault IV | Movies & TV > Movies | Rating: 4.7
(ID: B00G6CI7MY) [Item: B00G6CI7MY] | Unknown | Rating: 4.5
(ID: B07X6D3FSN) She-Ra and the Princesses of Power: Seasons 1-3 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B08WYSXWLS) [Item: B08WYSXWLS] | Unknown | Rating: 4.7
(ID: B07FKRK4ZS) A Prayer Before Dawn | Sports > Drama > Compelling | Rating: 4.1
(ID: B004W6JJTQ) DCU Fun Pack (3-Disc-Amaray/DVD) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.9
(ID: 0792846087) Interiors | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B06W529ZQF) [Item: B06W529ZQF] | Unknown | Rating: 4.1
(ID: B01K5I1SR0) [Item: B01K5I1SR0] | Unknown | Rating: 4.4
(ID: B006PAV1XO) [Item: B006PAV1XO] | Unknown | Rating: 4.6
(ID: B0C5G6MKW6) About My Father | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B074JS9HY7) Armed Response | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.6
(ID: B07HM7169Q) Bodyguard [Blu-ray] [2018] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00T9WNBUQ) [Item: B00T9WNBUQ] | Unknown | Rating: 3.2
(ID: B06Y18W4SB) [Item: B06Y18W4SB] | Unknown | Rating: 4.6
(ID: 630362815X) Biography - Santa Claus [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B000V9KF1E) Semi-Precious | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B00N37PTQ2) A Waterfront Nightmare | Movies & TV > Featured Categories > DVD | Rating: 2.5
(ID: B00021447W) Les Triplettes de Belleville | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B07HQ981TX) [Item: B07HQ981TX] | Unknown | Rating: 4.2
(ID: B0142XII6S) Live at Finsbury Park [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B000P6HQTM) Sailing Fundamentals Dvd: Official Learn-to-Sail Dvd of the American Sailing Association! | Movies & TV > Movies | Rating: 4.6
(ID: B002JVWR4K) Bones: Season 5 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B005FL8G5K) Retreat | Movies & TV > Blu-ray > Movies | Rating: 3.8
(ID: B004B3INYW) The Baseball Chronicles-SPECIAL EDITION DIRECTOR'S CUT | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.9
(ID: B0987167K9) [Item: B0987167K9] | Unknown | Rating: 3.0
(ID: B0B74H5LFJ) [Item: B0B74H5LFJ] | Unknown | Rating: 4.3
(ID: B00HWHQ6IO) [Item: B00HWHQ6IO] | Unknown | Rating: 4.5
(ID: B00MP2JIIG) Planes, Trains & Eric [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.5
(ID: B00I0VTQSI) Amistad [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B08KF4R59Z) [Item: B08KF4R59Z] | Unknown | Rating: 4.0
(ID: B00JBOIRQA) [Item: B00JBOIRQA] | Unknown | Rating: 4.9
(ID: B0B52CVNPP) [Item: B0B52CVNPP] | Unknown | Rating: 4.0
(ID: B003L7XACE) Greetings from the Shore [Region 4] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.8
(ID: B000G0O5IM) L'enfant (The Child) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B005OUOI8Q) [Item: B005OUOI8Q] | Unknown | Rating: 3.8
(ID: B003B6QU0E) [Item: B003B6QU0E] | Unknown | Rating: 4.2
(ID: B008Y7BOZQ) [Item: B008Y7BOZQ] | Unknown | Rating: 4.5
(ID: B008R3H40Q) [Item: B008R3H40Q] | Unknown | Rating: 3.8
(ID: B004M9QNV0) Sniper: Inside The Crosshairs | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B07J16M61N) [Item: B07J16M61N] | Unknown | Rating: 4.2
(ID: B0001US6E6) Goodbye Bruce Lee | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.0
(ID: B000MQRE4C) Barry Lyndon | Drama > Adventure > Atmospheric | Rating: 4.6
(ID: B07FN7BN2D) [Item: B07FN7BN2D] | Unknown | Rating: 4.5
(ID: B07M5HRPV5) Paris Rooftops: Architectural Marvels | Documentary > Special Interest | Rating: 5.0
(ID: B003XKQ63O) Warzone | Movies & TV > Boxed Sets > Documentary | Rating: 3.8
(ID: B07FPS2XKR) [Item: B07FPS2XKR] | Unknown | Rating: 4.3
(ID: B09RY2D9XC) [Item: B09RY2D9XC] | Unknown | Rating: 3.3
(ID: B08GSD4TL7) [Item: B08GSD4TL7] | Unknown | Rating: 4.4
(ID: B000EHSVJQ) The Koala Brothers: A Day in the Outback! | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.9
(ID: B086J9J1JG) [Item: B086J9J1JG] | Unknown | Rating: 3.3
(ID: B09CW5DFCK) [Item: B09CW5DFCK] | Unknown | Rating: 3.6
(ID: B004R67RC2) Love's Kitchen | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.8
(ID: B09HT6KQYM) V/H/S/94 | Horror | Rating: 3.7
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B006CEKZI0) Field Of Dreams | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B000OXHRRC) [Item: B000OXHRRC] | Unknown | Rating: 4.6
(ID: B0038VS6TU) Sensations of 1945 | Movies & TV > Genre for Featured Categories > Musicals | Rating: 4.3
(ID: B01ARZCSO8) Call the Midwife - Series 5 + 2015 Christmas Special [DVD] [2016] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B08RWLS5GG) [Item: B08RWLS5GG] | Unknown | Rating: 3.3
(ID: B00004RPP0) Tokyo-Ga [VHS] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.1
(ID: B00YED0PHW) [Item: B00YED0PHW] | Unknown | Rating: 4.3
(ID: 630180287X) The Amazing Spider Man [VHS] (1977) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B00HD6TCFI) [Item: B00HD6TCFI] | Unknown | Rating: 4.8
(ID: B005OY2NBG) [Item: B005OY2NBG] | Unknown | Rating: 3.9
(ID: B00J4J3TTW) [Item: B00J4J3TTW] | Unknown | Rating: 3.2
(ID: B07P612SZ5) [Item: B07P612SZ5] | Unknown | Rating: 4.5
(ID: B01A7IK996) [Item: B01A7IK996] | Unknown | Rating: 4.8
(ID: B007CP14FG) [Item: B007CP14FG] | Unknown | Rating: 3.2
(ID: B00RXV61X4) [Item: B00RXV61X4] | Unknown | Rating: 3.4
(ID: B00U1ECGCK) [Item: B00U1ECGCK] | Unknown | Rating: 4.5
(ID: B000C8STG2) Cote D'Azur | Movies & TV > Independently Distributed > Comedy | Rating: 4.1
(ID: B004J24KDI) Pink Prison | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B00JAQJMJ0) The Grand Budapest Hotel | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: 6305438218) The Thin Red Line | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.2
(ID: B01E4NQ598) [Item: B01E4NQ598] | Unknown | Rating: 4.0
(ID: B07Z2F1Q8T) [Item: B07Z2F1Q8T] | Unknown | Rating: 5.0
(ID: B00008DDX0) Pete's a Pizza... and More William Steig Stories (Scholastic Video Collection) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B000KB49JC) New York Memories Pal/Region 0 | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.4
(ID: B00006FMDS) Rose Hill | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B01HGA26AS) Fm | Movies & TV > Genre for Featured Categories > Musicals | Rating: 4.7
(ID: B000053UWC) Island of the Dead | Movies & TV > Movies | Rating: 3.5
(ID: B00480PTRC) Ghosthouse | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00ILICENY) [Item: B00ILICENY] | Unknown | Rating: 4.6
(ID: B08BG6XBFN) [Item: B08BG6XBFN] | Unknown | Rating: 2.8
(ID: B003BNO9K0) MAX & RUBY SUPER MAX CAPE | Movies & TV > Movies | Rating: 4.7
(ID: B0017QV6KO) Metal Gear Saga Volume 2 MGS4 Bonus Disc | Movies & TV > Movies | Rating: 4.3
(ID: B01MR12I1W) [Item: B01MR12I1W] | Unknown | Rating: 4.0
(ID: B000056PND) NHL - All Access! | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.3
(ID: B008C6FIXI) [Item: B008C6FIXI] | Unknown | Rating: 4.4
(ID: B01ERXN9US) [Item: B01ERXN9US] | Unknown | Rating: 3.5
(ID: B003KWWDGY) Delerium - Epiphany | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B01I0K018W) Aliens | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00151QYHG) Lone Wolf and Cub, Vol. 4 | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B017RTMAN6) [Item: B017RTMAN6] | 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."
}
|
B00RSGIVVO
|
[Item: B00RSGIVVO]
| 3
|
AFFB623HSEV2B3OSASVS3UEDCHAA
|
overlapping_books_movies
|
B
|
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:
- WrestleCrap: The Very Worst of Professional Wrestling | Books > Humor & Entertainment > Humor | Rating: 2.0
- Hitman: My Real Life in the Cartoon World of Wrestling | Books > Sports & Outdoors > Biographies | Rating: 1.0
- The Death of WCW: Wrestlecrap and Figure Four Weekly Present . . . | Books > Sports & Outdoors > Biographies | Rating: 3.0
- Wrestling's One Ring Circus: The Death of the World Wrestling Federation | Books > Sports & Outdoors > Individual Sports | Rating: 2.0
- The Hardcore Diaries | Books > Sports & Outdoors > Biographies | Rating: 2.0
### User's movies History:
- MTV's WWF Tough Enough - The First Season | Movies & TV > Featured Categories > DVD | Rating: 2.0
- The First World War - The Complete Series [DVD] | Movies & TV > Boxed Sets > Documentary | Rating: 3.0
- Superman: The Animated Series, Volume 3 (DC Comics Classic Collection) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B001LYOWJ4) OneLight Workshop Dvd Set! Camera | Movies & TV > Movies | Rating: 5.0
(ID: B002C8LNTA) Coffy / Friday Foster (Pam Grier) MGM 2-Disc Double Feature | Movies & TV > Movies | Rating: 4.7
(ID: B003498SC6) Into the Pride | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.2
(ID: B000JU7YQY) An Empire Conquered | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00007FCTP) The Wiggles Magical Adventure - A Wiggly Movie [DVD] | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.6
(ID: B0046F295O) [Item: B0046F295O] | Unknown | Rating: 4.4
(ID: B09WV9RPMS) [Item: B09WV9RPMS] | Unknown | Rating: 4.0
(ID: B08P56HPWM) [Item: B08P56HPWM] | Unknown | Rating: 4.7
(ID: B006C1S1DY) War of the Arrows | Movies & TV > Independently Distributed > Action & Adventure | Rating: 4.6
(ID: B002TWPUQG) All Access Duke Basketball Practice with Mike Krzyzewski | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B007RKFXLW) Three Loves Has Nancy | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B07HP4LLFQ) [Item: B07HP4LLFQ] | Unknown | Rating: 4.7
(ID: B092C6B5JZ) Siege | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.4
(ID: B000I9YWL6) [Item: B000I9YWL6] | Unknown | Rating: 4.5
(ID: B0010ZJ7W6) Shaded Places | Suspense > Drama | Rating: 2.7
(ID: B01AZ860LE) [Item: B01AZ860LE] | Unknown | Rating: 4.5
(ID: B00NGBPWN0) [Item: B00NGBPWN0] | Unknown | Rating: 4.6
(ID: B00WSD5BPG) [Item: B00WSD5BPG] | Unknown | Rating: 3.8
(ID: B0001P1B3Y) North West Frontier | Movies & TV > Movies | Rating: 4.5
(ID: B01MS5ZVXP) Sarah & Duck - Train Fudge [DVD] [2017] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00703AY3I) [Item: B00703AY3I] | Unknown | Rating: 4.7
(ID: B00ABM19UM) [Item: B00ABM19UM] | Unknown | Rating: 4.3
(ID: B000RGUN9K) Major Barbara | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B001068S52) [Item: B001068S52] | Unknown | Rating: 4.5
(ID: B00005N5SA) Crocodile Dundee | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 4.7
(ID: B071HDW79T) [Item: B071HDW79T] | Unknown | Rating: 4.1
(ID: B000929VCC) Shinobi, Vol. 4: A Way Out | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.6
(ID: B00BL7TQ0G) Neighboring Sounds | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B006W0A5VG) [Item: B006W0A5VG] | Unknown | Rating: 4.6
(ID: B077Y64QBY) The Deluge Part 1 (Potop cz. 1) (Digitally Restored) [Blu-Ray] [Region Free] (English subtitles) | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00PMP4XOM) John Wick | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: 1419891030) Gone with the Wind | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B002TOL4QO) The African Queen | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.8
(ID: B005OY6LE6) Puncture [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B0002MF696) The Monster Hunter [DVD] | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.0
(ID: B075KV2ZXW) A Town Called Panic: The Collection [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B007TJKXUM) On Stage | Movies & TV > Movies | Rating: 3.3
(ID: B0002IQNYW) Monster Makers [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B017MNZMJ6) [Item: B017MNZMJ6] | Unknown | Rating: 4.2
(ID: B07FQCQQST) World Break: Aria of Curse for a Holy Swordsman - The Complete Series [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00004T3AO) The Andy Griffith Show | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B005OT9EPY) EL PROFE:CANTINFLAS | Movies & TV > Movies | Rating: 4.4
(ID: 1572230460) Birds of the Backyard: Winter Into Spring [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.0
(ID: B008Y724FA) [Item: B008Y724FA] | Unknown | Rating: 4.7
(ID: B01J2DG59U) [Item: B01J2DG59U] | Unknown | Rating: 2.9
(ID: B0B75JTSW2) [Item: B0B75JTSW2] | Unknown | Rating: 3.8
(ID: B00Q05GOKO) Wai Lana Yoga for Everyone: Flexibility (Includes Pose Booklet) | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B001D11A3Q) Against a Crooked Sky | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.2
(ID: B00CBDG558) Fushigi Yugi Eikoden | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.5
(ID: B0050UEVGE) Puppet Master V | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.5
(ID: B00Q5996EQ) Gone Girl | Movies & TV > Award Winners in Movies & TV > Golden Globe Central | Rating: 4.6
(ID: B007FNZWM6) [Item: B007FNZWM6] | Unknown | Rating: 4.7
(ID: B002PNKX0W) [Item: B002PNKX0W] | Unknown | Rating: 4.6
(ID: B07Z8GPJS8) [Item: B07Z8GPJS8] | Unknown | Rating: 3.2
(ID: B000MVBPJ2) The Hee Haw Collection - Episodes 108 & 126 (Loretta Lynn, Conway Twitty, David Houston, Jerry Clower, Tanya Tucker, George Lindsey) | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 3.8
(ID: B00BD7V5HG) Only The Young / Tchoupitoulas | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B004H83INM) Greatest classic Films Collection: Tarzan - Volume one (Tarzan the Ape Man / Tarzan Escapes / Tarzan Finds a Son! / Tarzan and His Mate) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B01N5YHMEU) Agent Hamilton | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.1
(ID: B007Q91HVO) [Item: B007Q91HVO] | Unknown | Rating: 4.7
(ID: B0007PAMRO) A Science Odyssey: In Search of Ourselves [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B07BC6KQWJ) RWBY: Volume 5 | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.8
(ID: B00HWOFD2M) Planet of Dinosaurs - 20th Anniversary Edition | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B072HN684M) [Item: B072HN684M] | Unknown | Rating: 2.5
(ID: B01MCXN4DR) Iesodo: Hope | Movies & TV > Movies | Rating: 4.5
(ID: B0060CWAY6) [Item: B0060CWAY6] | Unknown | Rating: 4.7
(ID: B003BZXI6E) One Night Only Barbra Streisand and Quartet at the Village Vanguard September 26, 2009 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B07PQTG349) [Item: B07PQTG349] | Unknown | Rating: 3.9
(ID: B00455IOTA) [Item: B00455IOTA] | Unknown | Rating: 4.6
(ID: B09PFBQGBF) [Item: B09PFBQGBF] | Unknown | Rating: 4.6
(ID: B0091WAEJ0) [Item: B0091WAEJ0] | Unknown | Rating: 4.0
(ID: B07CLYD6CW) [Item: B07CLYD6CW] | Unknown | Rating: 4.4
(ID: B00VX222OQ) Borderline | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B002FUIJ1U) The Seamstress | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.7
(ID: B000AQ69UE) Tripping the Rift - The Complete First Season | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
(ID: B071RH55SW) [Item: B071RH55SW] | Unknown | Rating: 4.4
(ID: B00000JGE1) Danielle Steel's Once in a Lifetime [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B002FFRFVU) [Item: B002FFRFVU] | Unknown | Rating: 4.4
(ID: B017356VR0) Top Gear (UK) | Unscripted > Comedy > Talk Show and Variety | Rating: 4.9
(ID: B07V7H7BST) [Item: B07V7H7BST] | Unknown | Rating: 3.3
(ID: B00009RXM6) Dragon Ball Z: 7 Disc Fusion Boxed Set [DVD] | Movies & TV > Boxed Sets > Anime | Rating: 4.4
(ID: B007HRKBL2) Carry On Double Feature Vol 3 | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B000I2J66O) The Masala Bhangra Workout, Vol. 5: For Kids | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B019PU8R6E) [Item: B019PU8R6E] | Unknown | Rating: 4.4
(ID: B0002NRRG0) Chalino Sanchez: Una Vida de Peligros... [DVD] | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.1
(ID: B000A2XCOY) The Self-Destruction of the Ultimate Warrior | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.6
(ID: B00280LZBI) Green Lantern: First Flight (Single-Disc Edition) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
(ID: B003CP61XA) Afro Samurai: The Complete Murder Sessions | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B0018OFN2W) [Item: B0018OFN2W] | Unknown | Rating: 4.7
(ID: B08B49QJ8M) [Item: B08B49QJ8M] | Unknown | Rating: 4.6
(ID: 1440329907) How to Draw Dogs | Movies & TV > Movies | Rating: 5.0
(ID: B079KDQ8NN) [Item: B079KDQ8NN] | Unknown | Rating: 3.2
(ID: B00005J6UU) Gaslight VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B082K7Z9XX) [Item: B082K7Z9XX] | Unknown | Rating: 3.0
(ID: 6302594928) The Captive - The Longest Drive 2 VHS | Movies & TV > Genre for Featured Categories > Westerns | Rating: 2.2
(ID: B08SGMZYWH) Roe V. Wade | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B000JNSNMA) Pandora's Box Office: Hollywood's War on Traditional Family Values | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00SVXSYP6) [Item: B00SVXSYP6] | Unknown | Rating: 3.6
(ID: 0781773644) Taylor's Video Guide to Clinical Nursing Skills: Complete Set | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.9
(ID: B015DO7XKM) [Item: B015DO7XKM] | Unknown | Rating: 2.8
(ID: B00K27N3PU) [Item: B00K27N3PU] | 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."
}
|
B000A2XCOY
|
The Self-Destruction of the Ultimate Warrior
| 2
|
AGEIIXJXOCROVKJNFIYBLLOBPYUA
|
overlapping_books_movies
|
B
|
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:
- Conversations with McCartney | Books > Biographies & Memoirs > Arts & Literature | Rating: 3.0
- Two from the Heart | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- The Cuckoo's Calling (Cormoran Strike Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Roughing It | Books > Literature & Fiction > Action & Adventure | Rating: 3.0
- Born to Run | Books > Biographies & Memoirs > Arts & Literature | Rating: 2.0
- Year of No Sugar: A Memoir | Books > Biographies & Memoirs > Professionals & Academics | Rating: 1.0
- The Giant Pop & Rock Piano Sheet Music Collection: Piano/Vocal/Guitar (The Giant Book of Sheet Music) | Books > Arts & Photography > Music | Rating: 2.0
- The Hot Zone: The Terrifying True Story of the Origins of the Ebola Virus | Books > Medical Books > Medicine | Rating: 4.0
- Saxon Algebra 1 Kit with Solution Manual 3rd Edition | Unknown | Rating: 5.0
### User's movies History:
- [Item: B06Y42Q7MM] | Unknown | Rating: 2.0
- Gilmore Girls: A Year In The Life (DVD) | Movies & TV > Genre for Featured Categories > Drama | Rating: 1.0
- The Wolf of Wall Street | Movies & TV > Award Winners in Movies & TV > Oscar Central | Rating: 1.0
- For Richer or Poorer [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 5.0
- Look Who's Talking Now | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Weeds: Season 1 | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 1.0
- Sherlock: Season 1 | Movies & TV > BBC > All BBC Titles | Rating: 2.0
- Torchwood | Science Fiction > Fantasy > Suspense | Rating: 1.0
- Hallmark Collector's Set Vol 3 (Silent Night / In His Father's Shoes / Out of the Woods / Where There's A Will) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.0
- The Holiday | Movies & TV > Holidays & Seasonal > Christmas | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B004GHP9MC) The Adventures of Ma & Pa Kettle: Volume One (The Egg and I / Ma and Pa Kettle / Ma and Pa Kettle Go to Town / Ma and Pa Kettle Back on the Farm) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B00D76BI7S) [Item: B00D76BI7S] | Unknown | Rating: 4.9
(ID: B07CGCJ2P1) [Item: B07CGCJ2P1] | Unknown | Rating: 4.6
(ID: B00006FDCD) Stephen King's It (Double Sided Disc) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B000QUEPR8) Carlos Oscar: Life Is Crazy Good! [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 3.6
(ID: B00IBRUONM) Dogma The Story Of ~ Mooby’s Egg-A-Moofin & Hosties DVD Set | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B001FTIJSA) Open Season 2 [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00003RQOP) The Perils of Pauline | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00SECBB4A) [Item: B00SECBB4A] | Unknown | Rating: 3.4
(ID: B06XXHBZC2) [Item: B06XXHBZC2] | Unknown | Rating: 3.9
(ID: B00IYXNNW2) James, Lebron - King Of Kings | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.5
(ID: B07TMR349N) Red Dog / Red Dog 2 - Double Feature DVD Set | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.4
(ID: B0038GDMK8) [Item: B0038GDMK8] | Unknown | Rating: 2.9
(ID: B000VRJ37I) The McCartney Years | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B005DD7GD8) [Item: B005DD7GD8] | Unknown | Rating: 4.2
(ID: B001FXG212) Gurren Lagann: Part 1 (Limited Edition DVD + Artbox + LED Light) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.3
(ID: B001117UDW) Czech Recipes - DVD - Yeast Bread Baking Demo | Movies & TV > Featured Categories > DVD | Rating: 2.0
(ID: B09PVPP1BF) [Item: B09PVPP1BF] | Unknown | Rating: 4.1
(ID: B01N9X7T0T) [Item: B01N9X7T0T] | Unknown | Rating: 4.1
(ID: B00Q4MRRQS) That Hamilton Woman Digitally Enhanced 2015 Edition | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.5
(ID: B0038FI7R2) Acceso Total | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B001NW2B92) Maoli No - Truly Native | Movies & TV > Movies | Rating: 5.0
(ID: 0800103688) My Best Friend's Wedding | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B0006FFRK2) Saiyuki Reload - Volume 1 + Series Box | Movies & TV > Boxed Sets > Anime | Rating: 4.2
(ID: B00K08UGAG) [Item: B00K08UGAG] | Unknown | Rating: 4.1
(ID: B000LAZDOM) The Complete Gardener: Planning & Maintenance | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 2.7
(ID: B0002I82ZK) Herb Ellis: Swing Jazz Soloing and Comping | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B075KNGH89) [Item: B075KNGH89] | Unknown | Rating: 4.6
(ID: B00U59O07K) [Item: B00U59O07K] | Unknown | Rating: 3.5
(ID: B008P76WNY) Zubin Mehta: Israel Philharmonic Orchestra | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B001PPLJKO) Mask of the Ninja | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B07RRRJ9W2) [Item: B07RRRJ9W2] | Unknown | Rating: 4.5
(ID: B000GG4XZ6) Ezra Jack Keats' The Little Drummer Boy... and 4 More Holiday Stories (Scholastic Video Collection) | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 3.7
(ID: B01EDDCCGE) Ever After High Spring Unsprung / Thronecoming | NON-USA Format | PAL | Region 4 Import - Australia | Movies & TV > Movies | Rating: 2.6
(ID: B009Z0FYOI) _DUPLICATE_I'm Not There | Drama > Music Videos and Concerts > Philosophical | Rating: 4.2
(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: B00K1G4RYI) Without a Trace: The Complete Seventh Season | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B01N3CDS64) [Item: B01N3CDS64] | Unknown | Rating: 5.0
(ID: B00104AHEO) [Item: B00104AHEO] | Unknown | Rating: 3.9
(ID: B000ENUYF4) Baby Boom / Mr. Mom (Double Feature) | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.7
(ID: B01FRETRWU) [Item: B01FRETRWU] | Unknown | Rating: 3.4
(ID: B085HYR38Y) [Item: B085HYR38Y] | Unknown | Rating: 3.9
(ID: B00KG2PDA4) [Item: B00KG2PDA4] | Unknown | Rating: 3.6
(ID: B00CQT7W5Y) [Item: B00CQT7W5Y] | Unknown | Rating: 4.7
(ID: B000GTJSYY) Akira Kurosawa's The Quiet Duel [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B005EJYISW) Dodsworth [Region 2] | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B07Z59KG6S) [Item: B07Z59KG6S] | Unknown | Rating: 3.0
(ID: B00LFF4F00) [Item: B00LFF4F00] | Unknown | Rating: 4.5
(ID: B005ML1W4K) Sigur Rós: Inni (Blu-Ray + 2 CD) | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: B07L1DVV2S) [Item: B07L1DVV2S] | Unknown | Rating: 4.7
(ID: B078P53GXP) [Item: B078P53GXP] | Unknown | Rating: 3.2
(ID: B005CA4S88) Derailroaded: Inside The Mind Of Larry 'Wild Man' Fischer | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B002DZG892) Piano Guy 1-on-1 Series Amazing Grace | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.6
(ID: B0069R218M) Buck Denver Asks: What's in the Bible? Volume Two - Let My People Go | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.9
(ID: B00ID25J2Q) HooplaKidz Nursery Rhymes Premium DVD Set | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B0BH9C75P8) Dumbfellas | Movies & TV > Genre for Featured Categories > Comedy | Rating: 5.0
(ID: B009FIV13I) [Item: B009FIV13I] | Unknown | Rating: 2.8
(ID: B087QQFWLV) [Item: B087QQFWLV] | Unknown | Rating: 4.5
(ID: B006WL4P98) [Item: B006WL4P98] | Unknown | Rating: 4.2
(ID: B07HGJF4V8) [Item: B07HGJF4V8] | Unknown | Rating: 4.4
(ID: B07KN4QYCR) [Item: B07KN4QYCR] | Unknown | Rating: 4.3
(ID: B0056N5M68) [Item: B0056N5M68] | Unknown | Rating: 4.2
(ID: B0089N4GAU) Baseball’s Greatest Games: New York Mets First No-Hitter [DVD] | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.5
(ID: B076MDDRBH) Terrifier [DVD] | Movies & TV > Movies | Rating: 3.9
(ID: B00AB7B0S8) [Item: B00AB7B0S8] | Unknown | Rating: 4.3
(ID: B00175GAKQ) Wire In The Blood: Season 5 | Movies & TV > Boxed Sets > Drama | Rating: 4.8
(ID: B018SSYB96) Paranormal Activity: The Ghost Dimension (Unrated) | Horror > Tense > Terrifying | Rating: 4.3
(ID: B001LPWGHI) Hotel Babylon: Season 3 (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B004AJDEBE) Black Butler: Season 1, Part 1 | Movies & TV > Boxed Sets > Anime | Rating: 4.7
(ID: B08P2457LD) [Item: B08P2457LD] | Unknown | Rating: 4.2
(ID: B00OV9UFN8) Bambi (Platinum Edition) VHS | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.8
(ID: B01J6VV9NK) [Item: B01J6VV9NK] | Unknown | Rating: 3.9
(ID: B002ZWFPS8) [Item: B002ZWFPS8] | Unknown | Rating: 4.4
(ID: B00DCRE590) The Last Keepers | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.3
(ID: B07GGBPSX3) The Magnificent Ambersons (The Criterion Collection) [DVD] | Movies & TV > Criterion Collection > All | Rating: 4.8
(ID: B014Y1OZEM) No Boundaries | Comedy > Drama > Romance | Rating: 3.0
(ID: B0716TQLSB) [Item: B0716TQLSB] | Unknown | Rating: 4.4
(ID: B0093SB7QQ) Serious Moonlight | Comedy > Romance > Joyous | Rating: 3.4
(ID: B003K4Y6M6) [Item: B003K4Y6M6] | Unknown | Rating: 4.4
(ID: 6303430538) Highlander: Final Dimension | Movies & TV > Science Fiction & Fantasy | Rating: 4.4
(ID: B00UGPP6RQ) Gran Torino by Warner Home Video | Movies & TV > Genre for Featured Categories > Military & War | Rating: 4.7
(ID: B00AYR03OM) Very Happy Alexander (1968) ( Alexandre le bienheureux ) [ Blu-Ray, Reg.A/B/C Import - France ] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B0037Z2CX8) Rex Trailer's Boomtown Gold | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: 6304821867) Flintstones:I Yabba Dabba Do [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B08QH9Q7G6) [Item: B08QH9Q7G6] | Unknown | Rating: 3.8
(ID: B01C0221IY) [Item: B01C0221IY] | Unknown | Rating: 4.7
(ID: B089CK9H36) Rocky Horror Picture Show, The | Movies & TV > Movies | Rating: 4.8
(ID: 6302939704) Choo Choo Trains-Close Up & Ve | Movies & TV > Movies | Rating: 4.8
(ID: B07MTZ3DBX) [Item: B07MTZ3DBX] | Unknown | Rating: 3.0
(ID: B0002A9ULI) Pete Maravich Homework Basketball Passing | Movies & TV > Movies | Rating: 4.6
(ID: B0015K1BU2) Mom and Toddler Fitness - Tone, Strengthen, and Play | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 2.9
(ID: 6304366132) Saint: Fiction Makers | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.6
(ID: B000PMFS0A) Totally Awesome 80s Double Feature: Teen Witch / The Heavenly Kid (1989/1985) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00B7FYLZM) Dora the Explorer: Dora Rocks | Kids | Rating: 4.6
(ID: B001O51SWY) [Item: B001O51SWY] | Unknown | Rating: 4.8
(ID: B00FGVRZF6) Jakers! The Adventures of Piggley Winks: Rock Around the Barn | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B01LTI0QHS) Journey Beneath The Desert | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B000S6M1YO) Andre Rieu: Radio City Hall Live in New York | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0079R7X4S) [Item: B0079R7X4S] | Unknown | Rating: 4.6
(ID: B08B8X2T1B) [Item: B08B8X2T1B] | 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."
}
|
B000VRJ37I
|
The McCartney Years
| 4
|
AGNQFZQT5XASRQ7Q7AISUUV4GQVA
|
overlapping_books_movies
|
B
|
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:
- Vagos, Mongols, and Outlaws: My Infiltration of America's Deadliest Biker Gangs | Books > Biographies & Memoirs > Arts & Literature | Rating: 5.0
- The Secrets of My Life | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 1.0
- Kathy Griffin's Celebrity Run-Ins: My A-Z Index | Books > Biographies & Memoirs > Arts & Literature | Rating: 1.0
- The People vs Muhammad - Psychological Analysis | Books > History > World | Rating: 5.0
- Outlaw Platoon: Heroes, Renegades, Infidels, and the Brotherhood of War in Afghanistan | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 5.0
### User's movies History:
- Vice Principals: The Complete First Season DVD + Digital HD | Movies & TV > HBO > All HBO Titles | Rating: 5.0
- [Item: B06XYTPWHP] | Unknown | Rating: 5.0
- WWE: Ultimate Warrior: Always Believe (DVD) | Movies & TV > Featured Categories > DVD | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B08V83JJBY) [Item: B08V83JJBY] | Unknown | Rating: 4.1
(ID: B01MUVR00K) [Item: B01MUVR00K] | Unknown | Rating: 4.6
(ID: B07J1GFW6Q) [Item: B07J1GFW6Q] | Unknown | Rating: 4.7
(ID: B09WYKL2M1) [Item: B09WYKL2M1] | Unknown | Rating: 4.0
(ID: B0001Y4M86) Eastern Heroes: Kung Fu Collectors Edition, Vol. 2 | Movies & TV > Boxed Sets > Action & Adventure | Rating: 4.6
(ID: 0307593908) The Way To Cook DVD | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00YUEED6O) [Item: B00YUEED6O] | Unknown | Rating: 3.0
(ID: B003H80XZ4) A Connecticut Yankee in King Arthur's Court | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.8
(ID: B01AHWLX24) The Expanse: Season One [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B0B8TJBLYT) Devilman The Complete 1972 TV Series | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B01E8TO59U) The Bourne Classified Collection (Digibook) [Blu-ray] [2016] [Region Free] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B0131T1OCE) [Item: B0131T1OCE] | Unknown | Rating: 3.8
(ID: 1882290054) T'ai Chi Chih! Joy Thru Movement VHS | Movies & TV > Yoga > Tai Chi | Rating: 4.3
(ID: B00008GQW3) Bullets Over Broadway (2) | Movies & TV > Movies | Rating: 4.5
(ID: B017JJV9H2) Shameless | Comedy > Drama | Rating: 4.7
(ID: B000EU1Q9U) Wolves | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B0012Q3SZK) Kinky Killers | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.5
(ID: B00015HUWK) Doggy Poo | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.4
(ID: B013S8A9IS) [Item: B013S8A9IS] | Unknown | Rating: 4.2
(ID: B000GTLQXU) Poseidon (Two-Disc Special Edition) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00FPH70HY) [Item: B00FPH70HY] | Unknown | Rating: 3.9
(ID: B00F35AU0W) [Item: B00F35AU0W] | Unknown | Rating: 3.8
(ID: B00813HGQ4) [Item: B00813HGQ4] | Unknown | Rating: 4.9
(ID: B00CJ18BTK) Zumba Fitness Concert Workout DVD from the Exhilarate DVDs set | Movies & TV > Movies | Rating: 3.9
(ID: B01JQP5AVS) Sing & Spell the Sight Words Vol. 2 Animated DVD | Movies & TV > Movies | Rating: 4.7
(ID: B00Q0H8V26) The Color of Rain, DVD | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.7
(ID: B000EWBO7C) Deadly Target | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B06WVHGXMD) [Item: B06WVHGXMD] | Unknown | Rating: 4.3
(ID: B00LXJLT02) [Item: B00LXJLT02] | Unknown | Rating: 3.9
(ID: B014S94HXO) [Item: B014S94HXO] | Unknown | Rating: 3.8
(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: B006P180EG) The Perfect Teacher | Movies & TV > Movies | Rating: 3.9
(ID: B015DAQ52I) [Item: B015DAQ52I] | Unknown | Rating: 5.0
(ID: B000LP528O) Joel Harper's FIT PACK | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.7
(ID: B00T1FGO32) [Item: B00T1FGO32] | Unknown | Rating: 4.7
(ID: B013HOZGTK) Rocky | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B0792FQ8D2) Cannibal Farm | Movies & TV > Disc on Demand | Rating: 3.3
(ID: B01H66WAUS) The Story of the Last Chrysanthemum (The Criterion Collection) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B003MXB25E) [Item: B003MXB25E] | Unknown | Rating: 4.4
(ID: B07X8R63SN) [Item: B07X8R63SN] | Unknown | Rating: 3.5
(ID: B01E0PWKGM) [Item: B01E0PWKGM] | Unknown | Rating: 4.7
(ID: B00BLZVDR2) [Item: B00BLZVDR2] | Unknown | Rating: 3.9
(ID: B00003XAMN) Something About Sex | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B008GOAF4S) The Best of the Booth Brothers | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00JPQ1IKQ) The Partridge Family: Seasons 1 & 2 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B01M4RG6RX) LEGO Friends Triple Feature [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B017CALZPO) [Item: B017CALZPO] | Unknown | Rating: 2.9
(ID: B00S65W8RY) [Item: B00S65W8RY] | Unknown | Rating: 4.7
(ID: B01I4AMVEK) [Item: B01I4AMVEK] | Unknown | Rating: 3.0
(ID: 6304392214) Heart of Dragon [VHS] | Movies & TV > Art House & International > By Country | Rating: 4.5
(ID: B06XBRK6ZF) [Item: B06XBRK6ZF] | Unknown | Rating: 4.6
(ID: B00064AMEE) Samantha - An American Girl Holiday | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B001DD20GU) Khuda Kay Liye | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B0058OACKQ) 3 Film Easy A / Sydney White / The House Bunny | Movies & TV > Movies | Rating: 3.4
(ID: B01J2FXH08) [Item: B01J2FXH08] | Unknown | Rating: 2.6
(ID: B0B6JRYRY8) [Item: B0B6JRYRY8] | Unknown | Rating: 4.6
(ID: B07X37SJY7) Rent-an-Elf - Die Weihnachtsplaner | Movies & TV > Movies | Rating: 4.1
(ID: B002EP8TT8) Green Green-Complete (LiteBox) [DVD] | Movies & TV > Boxed Sets > Anime | Rating: 4.2
(ID: B094PFK6SS) [Item: B094PFK6SS] | Unknown | Rating: 3.2
(ID: B00FA728Z8) The Amos and Andy | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B00GKAOO0G) [Item: B00GKAOO0G] | Unknown | Rating: 4.4
(ID: B00004U2AB) American Graffiti VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B00F3BWYSC) [Item: B00F3BWYSC] | Unknown | Rating: 3.5
(ID: B07QLNCGPG) [Item: B07QLNCGPG] | Unknown | Rating: 4.5
(ID: B018SUJY7I) [Item: B018SUJY7I] | Unknown | Rating: 4.6
(ID: B00000I1SE) Tokyo Babylon 1-2 | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.5
(ID: B002HQQMXY) Frida | Movies & TV > Movies | Rating: 4.7
(ID: B00POBKLNG) Pretty Peaches (Limited Edition) | Movies & TV > Blu-ray > Movies | Rating: 3.9
(ID: B008Y6S4XM) [Item: B008Y6S4XM] | Unknown | Rating: 4.5
(ID: B004E0DCFW) [Item: B004E0DCFW] | Unknown | Rating: 4.7
(ID: B000H2NH56) Yoga To Go's Back To Health | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.3
(ID: B00KYWONAM) [Item: B00KYWONAM] | Unknown | Rating: 3.7
(ID: B08DBW13K1) Frank Miller's Sin City (Blu-ray + Digital) | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B0010YB2Z2) Islam: Religion of Peace? Coral Ridge | Movies & TV > Movies | Rating: 4.1
(ID: B079VW1CWT) [Item: B079VW1CWT] | Unknown | Rating: 4.8
(ID: B00NLL8SNQ) [Item: B00NLL8SNQ] | Unknown | Rating: 4.5
(ID: B01EDDCL06) Hangar 1 - The UFO Files : Season 1 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B07KWVRGF4) [Item: B07KWVRGF4] | Unknown | Rating: 4.5
(ID: B07WHZMX3T) [Item: B07WHZMX3T] | Unknown | Rating: 4.6
(ID: B01KINCY8O) [Item: B01KINCY8O] | Unknown | Rating: 3.1
(ID: B006JITFC6) [Item: B006JITFC6] | Unknown | Rating: 4.2
(ID: B01N1XQ5HP) [Item: B01N1XQ5HP] | Unknown | Rating: 3.5
(ID: B07GTGL6PZ) Looker (1981) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B007N4C5DQ) [Item: B007N4C5DQ] | Unknown | Rating: 4.8
(ID: B00AR0ZD9Q) WILLOW | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B01G7TXCMK) Phoenix | Drama > LGBTQ | Rating: 3.8
(ID: B0001US66Y) Miracle (Full Screen Edition) | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.8
(ID: B08F6Y53HW) Adventureland | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B002IW62FK) Doctor Who: The Black Guardian Trilogy (Mawdryn Undead / Terminus / Enlightenment) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B01MYZ9B5R) [Item: B01MYZ9B5R] | Unknown | Rating: 4.2
(ID: B008ENYE70) [Item: B008ENYE70] | Unknown | Rating: 4.7
(ID: B000LJ5HLM) [Item: B000LJ5HLM] | Unknown | Rating: 4.7
(ID: B000J3EG4E) Eddie Izzard Box Set [Import anglais] | Movies & TV > Movies | Rating: 4.6
(ID: B00H8P99JS) [Item: B00H8P99JS] | Unknown | Rating: 3.9
(ID: B00HVNOAVO) [Item: B00HVNOAVO] | Unknown | Rating: 4.0
(ID: B00WQQMKYU) [Item: B00WQQMKYU] | Unknown | Rating: 4.7
(ID: B0006FFRIE) R.O.D -The TV-, Vol. 5: The Darkest Hour | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.9
(ID: B0B8T4TRH1) [Item: B0B8T4TRH1] | Unknown | Rating: 4.6
(ID: B0017HEY98) Howard Goodall's Big Bangs | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.3
(ID: B000FQIRWC) Full House: Season 4 | Movies & TV > Explore 50 Years of Great TV > The 1980s | 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."
}
|
B0792FQ8D2
|
Cannibal Farm
| 1
|
AFQPBBMYC2PSOMQZK5WTALWPXF5A
|
overlapping_books_movies
|
B
|
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 Venice Sketchbook: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Educated: A Memoir | Books > Biographies & Memoirs > Community & Culture | Rating: 4.0
- Théâtre de la Mode: Fashion Dolls: The Survival of Haute Couture | Books > Arts & Photography > Performing Arts | Rating: 4.0
- At Home: A Short History of Private Life | Books > Arts & Photography > Architecture | Rating: 2.0
- In the Woods (Dublin Murder Squad, Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- The Good German (Bestselling Backlist) | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- The Nightingale: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- The Fifth Gospel: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
### User's movies History:
- [Item: B0791ZWXTP] | Unknown | Rating: 3.0
- [Item: B014F4LLZY] | Unknown | Rating: 4.0
- Lovejoy | Comedy > Drama | Rating: 5.0
- [Item: B00TG8HOZG] | Unknown | Rating: 5.0
- [Item: B00ZPRFHCE] | Unknown | Rating: 5.0
- Lovejoy | Drama | Rating: 5.0
- Lovejoy | Comedy > Drama | Rating: 5.0
- [Item: B00N8LQCMI] | Unknown | Rating: 5.0
- [Item: B007WPM9TQ] | Unknown | Rating: 4.0
- [Item: B00E3P3SPC] | Unknown | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B00004REJ4) Cute & Cuddly Critters: Fin Feathers & Fur VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.2
(ID: B01LTICAIG) Homeland: Season 6 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B002BYYA68) Inspector Gadget: The Go Go Gadget Collection | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.2
(ID: B004P0BWYE) [Item: B004P0BWYE] | Unknown | Rating: 3.8
(ID: 6300988848) The Importance of Being Earnest [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B002LFPBEM) Sexploitation Double Feature: Female Animal/Teenage Mother | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00AA2K21K) [Item: B00AA2K21K] | Unknown | Rating: 4.4
(ID: B00ENYNTPW) [Item: B00ENYNTPW] | Unknown | Rating: 4.6
(ID: 6304864043) Rough Riders VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B003MEPBC8) [Item: B003MEPBC8] | Unknown | Rating: 4.4
(ID: B0009X7BD2) Layer Cake (Full Screen Edition) [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B00005JO9O) Raise the Titanic | Movies & TV > First to Know > Movies | Rating: 4.4
(ID: B000AC7OK2) Code Lyoko: Movies, Music and Mayhem - Volume 2 [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.8
(ID: B0009KA7BI) Lipstick & Dynamite - The First Ladies of Wrestling | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B008Y6SIWY) [Item: B008Y6SIWY] | Unknown | Rating: 4.7
(ID: B004TPTH56) [Item: B004TPTH56] | Unknown | Rating: 4.7
(ID: B07JNT2NBD) [Item: B07JNT2NBD] | Unknown | Rating: 4.7
(ID: B00006674W) Elvis - His Best Friend Remembers [DVD] | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.6
(ID: B004PP11UO) [Item: B004PP11UO] | Unknown | Rating: 3.2
(ID: 6305320837) South Pacific [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: 6302308321) Barretts of Wimpole Street | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.6
(ID: B000BPL2H4) A Piece of the Action / Uptown Saturday Night | Movies & TV > Music Artists > Cash, Johnny | Rating: 4.8
(ID: B00003CXAX) The King of Comedy | Movies & TV > Movies | Rating: 4.6
(ID: B00GCBG30C) [Item: B00GCBG30C] | Unknown | Rating: 4.7
(ID: B08DZ9FDBW) Star Wars - The Rise of Skywalker [3D Blu-ray + Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: 1424305861) Homer's Odyssey | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B071GSG9KD) [Item: B071GSG9KD] | Unknown | Rating: 2.9
(ID: B0097E0XC0) Quartet | Drama > Romance | Rating: 4.4
(ID: B003ELKNH2) Apocalypse Now: Redux | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B009DH4TBC) [Item: B009DH4TBC] | Unknown | Rating: 4.9
(ID: B074XF7176) [Item: B074XF7176] | Unknown | Rating: 4.7
(ID: B00D2WWO4I) The Last Tycoon | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B08NX4LKPG) [Item: B08NX4LKPG] | Unknown | Rating: 4.6
(ID: B00CEYA1HW) The Thomas Crown Affair [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B000JJHYQK) [Item: B000JJHYQK] | Unknown | Rating: 4.5
(ID: B00262HLAC) Big Cat Diary - 2-DVD Set [ NON-USA FORMAT, PAL, Reg.2.4 Import - Australia ] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.9
(ID: B0023M814U) [Item: B0023M814U] | Unknown | Rating: 4.5
(ID: B084SZGMDH) [Item: B084SZGMDH] | Unknown | Rating: 4.5
(ID: B075YB5XBM) [Item: B075YB5XBM] | Unknown | Rating: 4.8
(ID: B06XF8DDYQ) John Wayne Double Feature - The Cowboys / Chisum | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B0075XO7H2) [Item: B0075XO7H2] | Unknown | Rating: 3.4
(ID: 0800177991) My Girl | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B00FADVG5K) [Item: B00FADVG5K] | Unknown | Rating: 4.8
(ID: B009AZH144) Monster Truck Adventures: Straight to the Finish | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B07YN75SXP) [Item: B07YN75SXP] | Unknown | Rating: 2.6
(ID: B00D7ECE3C) [Item: B00D7ECE3C] | Unknown | Rating: 4.6
(ID: B019EE2U32) [Item: B019EE2U32] | Unknown | Rating: 4.2
(ID: B00AB65T7W) The League: Season 4 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B001V6NUWC) [Item: B001V6NUWC] | Unknown | Rating: 4.5
(ID: B004ECX99Y) Kathleen Madigan: Gone Madigan | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B075GXZPS4) [Item: B075GXZPS4] | Unknown | Rating: 3.4
(ID: B007CKHPD6) Yes - Yessongs [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B000R6VQNW) Modern Gold Mining Techniques | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.5
(ID: B0009DBXXQ) Verdi - Requiem / Price, Pavarotti, Cossotto, Ghiaurov, von Karajan, Teatro alla Scala | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B000FP2PC6) Nursery Tap Hip to Toe, Volume Two | Movies & TV > Musicals & Performing Arts > Independently Distributed | Rating: 3.0
(ID: B001LVXZYU) Taiyi Fire Dragon Palm | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.6
(ID: B0007DBB3K) Learn To Snowboard Boarding Skool | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B000CS45GU) Dead Before Dawn | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B00008EOCL) Pinocchio & The Emperor of Night [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.3
(ID: 6304610157) Red Sun | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00AMDA2P8) Hercules: The Legendary Journeys: Season 4 | Movies & TV > Boxed Sets > Action & Adventure | Rating: 4.7
(ID: B07JYL7YLK) [Item: B07JYL7YLK] | Unknown | Rating: 4.3
(ID: B07PZ6Q4SC) Velvet: Season 2 | Movies & TV > TV | Rating: 4.8
(ID: B00B4IC8VG) Baby Signing Time Volume 3 "A New Day" SIGN & READ EDITION + Bonus Music CD included | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.7
(ID: B01L37LZKW) [Item: B01L37LZKW] | Unknown | Rating: 3.6
(ID: B078FFX7YM) Judgment Night (1993) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B00I3V92I4) Dead On Appraisal | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 2.9
(ID: B077CPRH8T) [Item: B077CPRH8T] | Unknown | Rating: 4.2
(ID: B07X4YVTVW) [Item: B07X4YVTVW] | Unknown | Rating: 4.8
(ID: B01D3RP2ZY) American Horror Story: Hotel | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B00DQJPJXK) [Item: B00DQJPJXK] | Unknown | Rating: 4.5
(ID: B07KWD1PJC) Elf: Buddy’s Sing & Cheer Along Ed. | Comedy > Kids > Inspiring | Rating: 4.1
(ID: B002YJWDY6) Road Trip Triple (Road Trip, Eurotrip, Road Trip: Beer Pong) [Import anglais] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00VXJIRGG) [Item: B00VXJIRGG] | Unknown | Rating: 4.3
(ID: B005F3VOGQ) [Item: B005F3VOGQ] | Unknown | Rating: 4.4
(ID: B004V4ASC6) [Item: B004V4ASC6] | Unknown | Rating: 4.7
(ID: B0136LJ35M) [Item: B0136LJ35M] | Unknown | Rating: 3.5
(ID: B005LXWZL8) The Divorce of Lady X | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B000ARXFCI) Mobile Suit Zeta Gundam, Chapter 2 [DVD] | Movies & TV > Boxed Sets > Anime | Rating: 4.7
(ID: B0000C52FR) Patlabor - The Mobile Police The Original Series Collection [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 5.0
(ID: B006MWA8QG) One Piece - Collection Five | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.9
(ID: B0015XHQH6) Una Su 13 | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00DDZ5ML6) [Item: B00DDZ5ML6] | Unknown | Rating: 4.8
(ID: B00HYUNJ7K) [Item: B00HYUNJ7K] | Unknown | Rating: 4.1
(ID: B07Z8PSZD9) [Item: B07Z8PSZD9] | Unknown | Rating: 3.7
(ID: B004FT2W80) Jenny Craig - Let's Walk It Off Walking Workout Kit DVD, CD & Walking Guide - with Kim Lyons, celebrity trainer | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0021SGOAO) Killing Pablo, Dvd Archive | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.6
(ID: B00AF7OQ0I) [Item: B00AF7OQ0I] | Unknown | Rating: 4.6
(ID: B088CSBBXP) [Item: B088CSBBXP] | Unknown | Rating: 4.0
(ID: B00092ZSQK) Beyond the Sea [DVD] (2005) DVD | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: 1424819210) Stargate Sg-1: Season 5 | Movies & TV > Studio Specials > Sci Fi Channel | Rating: 4.8
(ID: B002N58GY2) WATERLOO - By Sergei Bondarchuk-a Dino De Laurentiis Production [IMPORTED, For All Regions, NTSC] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B000U63ZDS) Psych | Suspense > Comedy | Rating: 4.7
(ID: B0000AZT2K) Leisa Hart's Fit to the Core: Burn [VHS] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.3
(ID: B006ZTZOHE) [Item: B006ZTZOHE] | Unknown | Rating: 4.9
(ID: B07RJ5GWKY) Batman & Mr. Freeze: Sub Zero Triple Feature (DVD) | Movies & TV > Movies | Rating: 4.5
(ID: B00L30II4Q) The Tempest - The 1960 Television Version Starring Roddy McDowall , Maurice Evans , Richard Burton , Tom Poston , and Lee Remick | Movies & TV > Shakespeare on DVD Store > The Works | Rating: 3.9
(ID: B0000E3J8D) Toy Trains & Christmas, Parts 1, 2, 3 | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: 0800184602) Les Miserables | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B07WDRX1DY) [Item: B07WDRX1DY] | Unknown | 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."
}
|
B000U63ZDS
|
Psych
| 5
|
AHBGKQLHDUGIN5ORNCRTXHQ242VA
|
overlapping_books_movies
|
B
|
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 Medical Examiner: A Women's Murder Club Story (BookShots) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- 14th Deadly Sin (A Women's Murder Club Thriller, 14) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Foxcatcher: The True Story of My Brother's Murder, John du Pont's Madness, and the Quest for Olympic Gold | Books > History > Americas | Rating: 5.0
- Sycamore Row | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Confessions: The Private School Murders (Confessions, 2) | Books > Teen & Young Adult > Literature & Fiction | Rating: 1.0
### User's movies History:
- Vera Ultimate Collection Sets 1-6 | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 5.0
- Shetland: Season 3 [DVD] | Movies & TV > BBC > All BBC Titles | Rating: 5.0
- Prime Suspect: The Complete Collection | Movies & TV > Boxed Sets > Mystery & Suspense | Rating: 5.0
- Too Big to Fail | Movies & TV > HBO > All HBO Titles | Rating: 5.0
- Jersey Boys [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 5.0
- Bio:bette Davis:if Looks Cou | Movies & TV > A&E Home Video > All A&E Titles | Rating: 5.0
## List of Available Candidate Items:
[
(ID: 1574920286) Road Scholar [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B002LDE9H4) Justice: What s The Right Thing to Do | Movies & TV > Boxed Sets > Documentary | Rating: 4.2
(ID: B000NS1UNA) [Item: B000NS1UNA] | Unknown | Rating: 2.9
(ID: B0B8P8KWF9) [Item: B0B8P8KWF9] | Unknown | Rating: 4.1
(ID: B00C2QWY86) The Merry Widow | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: B00MAL6QGO) Cardcaptor Sakura Collection #1 DVD (Standard Edition) (Eps #1-23) | Movies & TV > Movies | Rating: 4.7
(ID: 0783228031) The War Wagon | Movies & TV > John Wayne Store > All Titles | Rating: 4.8
(ID: B00008G7V9) The New Zoo Revue: Sports/Home/Beauty [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B000EXDSBG) House of Strangers | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B005QROJ0O) Secret Agent, Super Dragon | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.5
(ID: B06VVZJ4M2) [Item: B06VVZJ4M2] | Unknown | Rating: 3.3
(ID: B07C5LQ7N6) Keep the Change | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B00008HCAB) Rhinoceros | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.9
(ID: B00277Q2TM) Mutant Chronicles | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.7
(ID: B000022TSH) Chinatown | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.7
(ID: B00ZWFWD2G) [Item: B00ZWFWD2G] | Unknown | Rating: 4.8
(ID: B00W3D5C3C) [Item: B00W3D5C3C] | Unknown | Rating: 4.3
(ID: B00GI0B2Z8) [Item: B00GI0B2Z8] | Unknown | Rating: 2.7
(ID: B0002M5TQ6) The Hee Haw Collection: Episode 124 | Movies & TV > Music Artists > Cash, Johnny | Rating: 4.4
(ID: B073S2KQGJ) [Item: B073S2KQGJ] | Unknown | Rating: 4.7
(ID: B00G4QJA82) Christmas Carol, A (1938) (DVD) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B00D49YFAA) The Secret of Crickley Hall (miniseries" | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0097BJD2Y) Evening With the Royal Opera | Movies & TV > Musicals & Performing Arts > Opera | Rating: 4.2
(ID: B005R4NBB4) Jeff Allen Live Happy Wife, Happy Life Revisited | Movies & TV > Movies | Rating: 4.0
(ID: B0071UYQH0) [Item: B0071UYQH0] | Unknown | Rating: 4.6
(ID: B00TSTOU2S) [Item: B00TSTOU2S] | Unknown | Rating: 2.6
(ID: B09258F8CR) [Item: B09258F8CR] | Unknown | Rating: 3.2
(ID: B002VDZIJC) Akiballion: Battlemaids of Akihabara - Complete Collection [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.9
(ID: B005UCI7YE) 2011 Tour De France 12 Hour | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B08N6QFHTM) [Item: B08N6QFHTM] | Unknown | Rating: 4.8
(ID: B000MX7TU4) Donizetti - Anna Bolena | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.5
(ID: B00K2LC44M) Monkey King Donnie Yen Imported Region Free 2014 | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.3
(ID: B005ET9OPY) Genevieve | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B003189NNI) [Item: B003189NNI] | Unknown | Rating: 4.2
(ID: B0095R6PW6) [Item: B0095R6PW6] | Unknown | Rating: 4.8
(ID: B00KGGFHFG) Tinto Brass: Maestro Of Erotica Cinema | Movies & TV > Blu-ray > Movies | Rating: 3.6
(ID: B08C32CK1B) [Item: B08C32CK1B] | Unknown | Rating: 3.4
(ID: B003ULQVQI) [Item: B003ULQVQI] | Unknown | Rating: 4.8
(ID: B000092Q4Q) Catch the Heat [DVD] | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.3
(ID: B07P7DY7LV) Evilspeak / Stunts | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00ID3E62O) [Item: B00ID3E62O] | Unknown | Rating: 3.3
(ID: B00NGKQ744) [Item: B00NGKQ744] | Unknown | Rating: 2.7
(ID: B07BSK3GFZ) [Item: B07BSK3GFZ] | Unknown | Rating: 4.5
(ID: B095W91XL6) [Item: B095W91XL6] | Unknown | Rating: 2.7
(ID: B08DK4LYL6) [Item: B08DK4LYL6] | Unknown | Rating: 4.0
(ID: B07WTPMHFW) Last Action Hero & Hudson Hawk | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B0771ZZDNZ) [Item: B0771ZZDNZ] | Unknown | Rating: 4.6
(ID: B000NS1GHK) [Item: B000NS1GHK] | Unknown | Rating: 4.1
(ID: B017V5HHZM) [Item: B017V5HHZM] | Unknown | Rating: 3.8
(ID: B01MRH2GYC) [Item: B01MRH2GYC] | Unknown | Rating: 4.9
(ID: B005EVW832) [Item: B005EVW832] | Unknown | Rating: 4.8
(ID: B00R244D00) Two-Lane Blacktop | Movies & TV > Criterion Collection > All | Rating: 4.6
(ID: B00000ICHA) The Adventures of Ichabod and Mr. Toad (50th Anniversary Edition) [VHS] | Movies & TV > Disney Home Video > By Age | Rating: 4.8
(ID: B07BF39RRL) Pacific Rim Uprising | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B0B3NFTL2W) [Item: B0B3NFTL2W] | Unknown | Rating: 4.8
(ID: B088Q2VFY6) [Item: B088Q2VFY6] | Unknown | Rating: 3.9
(ID: B06ZY2QQC2) [Item: B06ZY2QQC2] | Unknown | Rating: 2.1
(ID: B015UOXGOW) [Item: B015UOXGOW] | Unknown | Rating: 4.4
(ID: B09CYF8W1Z) [Item: B09CYF8W1Z] | Unknown | Rating: 3.3
(ID: B00MO8VUKA) [Item: B00MO8VUKA] | Unknown | Rating: 3.0
(ID: B004BTUWW2) [Item: B004BTUWW2] | Unknown | Rating: 4.7
(ID: B0173149UA) [Item: B0173149UA] | Unknown | Rating: 4.9
(ID: B000056L2T) Toxic Avenger 3 - Unrated Director's Cut (EP Edition) [VHS] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.6
(ID: B0057O6IGY) McMillan & Wife: Complete Series Box Set | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.7
(ID: B00ESY6R0Q) [Item: B00ESY6R0Q] | Unknown | Rating: 3.8
(ID: B006IY4RTW) Richard Thompson-Live at Celtic Connection [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B018JG47A0) [Item: B018JG47A0] | Unknown | Rating: 3.2
(ID: B00F3HLA6I) [Item: B00F3HLA6I] | Unknown | Rating: 3.8
(ID: B09HSGFRXZ) SPIDEY AND HIS AMAZING FRIENDS (HOME VIDEO RELEASE) | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00V5ED502) The Bounty - Twilight Time [Blu ray] [1984] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B000UX6TMK) Love Alive - 25th Anniversary Reunion, Vol. One & Vol. Two [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B0006TPDWK) Nearest To Heaven [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.7
(ID: B01L3C2592) [Item: B01L3C2592] | Unknown | Rating: 4.7
(ID: 6305054002) Wilderness Journey/Canyon Suites | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.4
(ID: B075G2VKFZ) [Item: B075G2VKFZ] | Unknown | Rating: 3.8
(ID: B009N3EGU0) Knave Of Hearts Monsieur Ripois | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.3
(ID: B000QCUA0C) Hillbilly Comedy Collection | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B000PH3BAE) The Shootist (Original Paramount Home Video Release, 1976) | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.8
(ID: B01DN54RQ6) DCU: Superman/Batman: Public Enemies / DCU: Superman/Batman: Apocalypse (DBFE) (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B0BHJHHSVF) Alienoid | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00Q5HHQYA) [Item: B00Q5HHQYA] | Unknown | Rating: 4.8
(ID: B07CZJ3HNF) [Item: B07CZJ3HNF] | Unknown | Rating: 2.6
(ID: B00A4Y62JU) The Hardy Boys: Season 3 | Movies & TV > Boxed Sets > Television | Rating: 4.6
(ID: B00CHIPFZS) Elmo and Abby's Birthday Fun! | Kids | Rating: 4.8
(ID: B009JZS5WW) Hell On Wheels | Drama | Rating: 4.8
(ID: B073FFSJ8P) Bergman - The Collection 2017 | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.2
(ID: 1572523328) What Happened to Kerouac? [VHS] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B00712PDRA) Comedy Central Presents | Comedy > Arts, Entertainment, and Culture > Documentary | Rating: 4.3
(ID: B017ORV3Q6) [Item: B017ORV3Q6] | Unknown | Rating: 5.0
(ID: B00P02O1QW) Jon Moxley - Explicit Violence 5 DVD-R Set | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.8
(ID: B08QYPSMNN) [Item: B08QYPSMNN] | Unknown | Rating: 3.0
(ID: B004AZEZV6) Mystery Science Theater 3000: Hercules Against the Moon Men | Comedy | Rating: 4.5
(ID: B00EP4ESEQ) [Item: B00EP4ESEQ] | Unknown | Rating: 3.8
(ID: B003L3J5Q8) The New American Century | Movies & TV > Movies | Rating: 3.6
(ID: B000V6LSSQ) A Christmas Visitor with Bonus Movie: Angel in the Family | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.7
(ID: B0000714FJ) Alexandra Nechita [VHS] | Movies & TV > Movies | Rating: 5.0
(ID: B0000AP9VH) Pyaar To Hona Hi Tha | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B072ZC8891) The Adventures of Robin Hood (1938) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B00HF95O6E) All Things to All Men | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.6
(ID: B01ENI2X3Q) [Item: B01ENI2X3Q] | 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."
}
|
B000EXDSBG
|
House of Strangers
| 5
|
AFOPGK53CEYANAECBEDKCBDTJWKA
|
overlapping_books_movies
|
B
|
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:
- Beyond the Shadow of Night | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Khaybar, Minnesota (The Wilder Bunch Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Disappeared (A Joe Pickett Novel Book 18) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Darkest Thread (The Flint K-9 Search And Rescue Mysteries Book 1) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 2.0
- Two by Two | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Blood Test (An Alex Delaware Book 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- The River Is Dark (A Liam Dempsey Thriller Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Old Southern Apples: A Comprehensive History and Description of Varieties for Collectors, Growers, and Fruit Enthusiasts, 2nd Edition | Books > Crafts, Hobbies & Home > Gardening & Landscape Design | Rating: 5.0
### User's movies History:
- [Item: B0719N8BZN] | Unknown | Rating: 4.0
- [Item: B00J8C18TS] | Unknown | Rating: 3.0
- Hachi: A Dog's Tale | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00HWPZVAU) 2011 Mavericks | Documentary > Special Interest | Rating: 4.6
(ID: B0B5W374RR) [Item: B0B5W374RR] | Unknown | Rating: 3.9
(ID: B00APQBT7M) [Item: B00APQBT7M] | Unknown | Rating: 4.6
(ID: B003BVJ8V2) Safety Geeks: SVI | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: 6302658810) Last Safari | Movies & TV > Art House & International > By Country | Rating: 2.8
(ID: B00GIY5OGC) Turbo | Comedy > Animation > Joyous | Rating: 4.8
(ID: B07G3JL6XV) [Item: B07G3JL6XV] | Unknown | Rating: 4.0
(ID: B09W3ZGG31) [Item: B09W3ZGG31] | Unknown | Rating: 4.6
(ID: B00BB8VCV6) [Item: B00BB8VCV6] | Unknown | Rating: 4.3
(ID: B002ORDPR2) Wanted Dead Or Alive-Season 1 Volume 1 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B07Y9F1MQN) [Item: B07Y9F1MQN] | Unknown | Rating: 3.8
(ID: B01D5MQPMQ) Yona of the Dawn: Season One - Part One [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B007EG8KP0) [Item: B007EG8KP0] | Unknown | Rating: 4.7
(ID: B01FGKSTJ2) [Item: B01FGKSTJ2] | Unknown | Rating: 4.2
(ID: B00KL5INB2) [Item: B00KL5INB2] | Unknown | Rating: 4.0
(ID: B006GLLR4A) [Item: B006GLLR4A] | Unknown | Rating: 4.6
(ID: B0091CO3OM) [Item: B0091CO3OM] | Unknown | Rating: 4.4
(ID: B00075K84G) The Secret Is There Are No Secrets: An Introduction to Zen Meditation | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B002R1XKG6) [Item: B002R1XKG6] | Unknown | Rating: 3.6
(ID: B0088X7YU0) Starship Troopers: Invasion [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B00VXCFGSU) 4 x Saunders Waterford 300gsm (140lbs) - Rough - High White 1/4 Imperial (28x38cm/11x15") | Movies & TV > Movies | Rating: 2.8
(ID: B0007Y098M) The League of Gentlemen - The Complete Series 2 | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B0058ZPNS6) Set Up [Blu-ray + Digital HD] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.2
(ID: B0064YPOCA) [Item: B0064YPOCA] | Unknown | Rating: 4.8
(ID: B0020EC78C) [Item: B0020EC78C] | Unknown | Rating: 3.8
(ID: B001EZ4MTA) [Item: B001EZ4MTA] | Unknown | Rating: 4.4
(ID: B06WD1SMGM) [Item: B06WD1SMGM] | Unknown | Rating: 4.8
(ID: B00261VZKA) [Item: B00261VZKA] | Unknown | Rating: 4.8
(ID: B00ST1NCFC) [Item: B00ST1NCFC] | Unknown | Rating: 2.2
(ID: B018RHJ41I) [Item: B018RHJ41I] | Unknown | Rating: 2.7
(ID: B000W4PRSO) [Item: B000W4PRSO] | Unknown | Rating: 4.2
(ID: B017TNWF26) [Item: B017TNWF26] | Unknown | Rating: 4.5
(ID: B07S65DHN2) Batman v Superman: Dawn Of Justice UE (Steelbook/Blu-Ray + DVD) (BD) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B000784WCM) Jet Li and the Legend of Wong Fei Hung Pack [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.0
(ID: B07289LMVN) Food Wars! Complete Season 1 (Episodes 1-24) [DVD] | Movies & TV > TV | Rating: 4.3
(ID: B00LFFXRJ0) [Item: B00LFFXRJ0] | Unknown | Rating: 4.7
(ID: B00OGQIBFA) Classic Friars Club Roasts | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B01A9R6T76) Aladdin and the King of Thieves / Return of Jafar [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B075R1K6WQ) [Item: B075R1K6WQ] | Unknown | Rating: 4.4
(ID: B01N1QO8FU) [Item: B01N1QO8FU] | Unknown | Rating: 3.8
(ID: B004P7CMJG) Renaissance / Equilibrium | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 3.2
(ID: B004M8920U) [Item: B004M8920U] | Unknown | Rating: 4.1
(ID: B0023UZ1ZY) [Item: B0023UZ1ZY] | Unknown | Rating: 3.0
(ID: B019NI4J56) [Item: B019NI4J56] | Unknown | Rating: 4.0
(ID: B002S4EOK8) Yorkshire Terrier, Yorkie, Dog Grooming Instructional How To DVD Video and Equipment Guide | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00CI5PHDA) Vh1 Storytellers | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.5
(ID: B07FNWNR4F) [Item: B07FNWNR4F] | Unknown | Rating: 3.5
(ID: B0914K9J9F) [Item: B0914K9J9F] | Unknown | Rating: 4.4
(ID: B0747W5SC9) Timeless - Season 01 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B084SWDX1N) The Wizard Of Oz (75th Anniversary) | Movies & TV > Movies | Rating: 4.8
(ID: B015QO6Z8K) Carl Maria von Weber: Der Freischütz [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.2
(ID: B001M0DMFM) [Item: B001M0DMFM] | Unknown | Rating: 4.5
(ID: B00006IUKU) The Messenger | Movies & TV > Boxed Sets > Documentary | Rating: 3.1
(ID: B07RKH3KRF) [Item: B07RKH3KRF] | Unknown | Rating: 3.6
(ID: B07BNY751K) [Item: B07BNY751K] | Unknown | Rating: 4.5
(ID: B001EDFSIQ) Gonzo: The Life and Work of Dr. Hunter S. Thompson | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.6
(ID: B00ZJGEGXW) [Item: B00ZJGEGXW] | Unknown | Rating: 2.8
(ID: B01LOY123E) Maigret Sees Red (Maigret Voit Rouge) | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.3
(ID: B00AT3S2OE) Suzanne Bowen's Long & Lean Prenatal Workout DVD | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.4
(ID: B00PG8HVAI) Steven Universe #3 | Movies & TV > Movies | Rating: 4.5
(ID: B075FVP8Z8) [Item: B075FVP8Z8] | Unknown | Rating: 3.1
(ID: B00BESNKB8) [Item: B00BESNKB8] | Unknown | Rating: 4.4
(ID: B01JMRXKT4) [Item: B01JMRXKT4] | Unknown | Rating: 3.8
(ID: B000E0OE4Y) Stop Snitchin', Stop Lyin' [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00E5S2HGS) Scream Factory All Night Horror Marathon (Whats the Matter with Helen, The Vagrant, The Godsend & The Outing) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B000EGYWOU) Joan of Arc Interactive DVD | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.7
(ID: B07CNY4KTF) [Item: B07CNY4KTF] | Unknown | Rating: 2.3
(ID: B08LR2W8WX) [Item: B08LR2W8WX] | Unknown | Rating: 5.0
(ID: B00FMGPX2C) In Sickness and in Health / To Love and to Cherish | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B00C0OOFRS) [Item: B00C0OOFRS] | Unknown | Rating: 4.5
(ID: B00000IC5J) Dead Dudes in the House [VHS] | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.2
(ID: B00026L8ZI) The Fanglys | Movies & TV > Movies | Rating: 3.2
(ID: B000HAEK9U) Fighting Tommy Riley | Suspense > Drama > Emotional | Rating: 4.0
(ID: B00OOZUC5K) [Item: B00OOZUC5K] | Unknown | Rating: 3.5
(ID: B0001NBN0W) Galaxy Angel - Angels a la Carte (Vol. 2) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B013TDY186) Pat Robertson Presents Life Beyond the Grave: Meet Real People Who Went to Heaven and Hell ( | Movies & TV > Movies | Rating: 4.7
(ID: B00NXOOMRM) The Burning Bed [ NON-USA FORMAT, PAL, Reg.0 Import - Spain ] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B08Z7H5B9S) [Item: B08Z7H5B9S] | Unknown | Rating: 4.1
(ID: B0777ZBVXX) [Item: B0777ZBVXX] | Unknown | Rating: 4.9
(ID: B07B2SVD9H) [Item: B07B2SVD9H] | Unknown | Rating: 4.8
(ID: B00CWHJTRO) Arthur Newman (Blu-ray / DVD Combo Pack) | Movies & TV > Featured Categories > Blu-ray | Rating: 3.4
(ID: B01MSIM9SE) Right Now Kapow | Comedy > Animation > Kids | Rating: 4.5
(ID: B00HMRHOUI) WWE: The Triumph & Tragedy of World Class Championship Wrestling (One Disc) | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.7
(ID: B07W5CCYQ1) The Fall of the Roman Empire | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B00HV2IA5W) [Item: B00HV2IA5W] | Unknown | Rating: 4.6
(ID: B01N0LWYIZ) [Item: B01N0LWYIZ] | Unknown | Rating: 3.9
(ID: 6305077622) I'm No Angel | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B01M5DQZEW) [Item: B01M5DQZEW] | Unknown | Rating: 3.3
(ID: B07M9ZCVZZ) [Item: B07M9ZCVZZ] | Unknown | Rating: 4.8
(ID: B00STKR50Q) JAG: The Complete Series | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00FUABH8E) Dark Touch | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.9
(ID: B009XPUVKW) [Item: B009XPUVKW] | Unknown | Rating: 3.6
(ID: B00005ALRY) The Interview | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B008ZGB22G) HD Florida Beaches 2 / Waves Relaxation Nature Videos [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B087VNJ6RS) [Item: B087VNJ6RS] | Unknown | Rating: 3.4
(ID: B00EPOHRDU) Ephraim's Rescue | Movies & TV > Independently Distributed > Drama | Rating: 4.3
(ID: B00FIU5VRY) [Item: B00FIU5VRY] | Unknown | Rating: 3.3
(ID: B0002ZQLVK) Cherub Wings #3: Angel Song | Movies & TV > Independently Distributed > Kids & Family | Rating: 3.5
(ID: B00S89I8SG) The Strange Affair of Uncle Harry | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B08DBYMQSP) Finding Neverland | Movies & TV > Genre for Featured Categories > Drama | 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."
}
|
B00EPOHRDU
|
Ephraim's Rescue
| 3
|
AEZK7CPUDUNZFVDFYYM4K6HNEPQA
|
overlapping_books_movies
|
B
|
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 Swerve: How the World Became Modern | Books > Arts & Photography > History & Criticism | Rating: 5.0
- Night Train to Lisbon: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- The Summer Book (New York Review Books Classics) | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- 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 Republic of Pirates: Being the True and Surprising Story of the Caribbean Pirates and the Man Who Brought Them Down | Books > Biographies & Memoirs > True Crime | Rating: 5.0
### User's movies History:
- [Item: B0B8JQCYJR] | Unknown | Rating: 2.0
- [Item: B09SNZL1Z3] | Unknown | Rating: 1.0
- [Item: B09V536PRC] | Unknown | Rating: 3.0
- A Girl Walks Home Alone At Night (English Subtitled) | Suspense > Horror > Eerie | Rating: 2.0
- [Item: B01M4FCC11] | Unknown | Rating: 1.0
- [Item: B005KGOX98] | Unknown | Rating: 2.0
- [Item: B00OVVKARM] | Unknown | Rating: 4.0
- [Item: B00KG2OQ5W] | Unknown | Rating: 1.0
- [Item: B000PUV1ZI] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B07K6SHV8W) [Item: B07K6SHV8W] | Unknown | Rating: 4.7
(ID: B009PXFD9G) [Item: B009PXFD9G] | Unknown | Rating: 4.0
(ID: B0098Y2H3M) [Item: B0098Y2H3M] | Unknown | Rating: 4.7
(ID: B01D55W5KY) The Fear of 13 | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: 0792842731) Tomorrow Never Dies [VHS] | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.6
(ID: B00GIXWXEO) [Item: B00GIXWXEO] | Unknown | Rating: 4.8
(ID: B075RMQ1WS) The Women's Balcony | Comedy > Drama > Charming | Rating: 4.4
(ID: B00KATW7A2) [Item: B00KATW7A2] | Unknown | Rating: 4.1
(ID: B008YWY0HK) Brave | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.8
(ID: B08X621BVN) Shadow Lines. Season 1 | Movies & TV > Studio Specials > Sundance Channel Home Entertainment | Rating: 4.1
(ID: 6301574591) Eat a Bowl of Tea | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.9
(ID: B07BSK3GFZ) [Item: B07BSK3GFZ] | Unknown | Rating: 4.5
(ID: B0010W6EPC) [Item: B0010W6EPC] | Unknown | Rating: 4.1
(ID: B01MT1H4NO) [Item: B01MT1H4NO] | Unknown | Rating: 4.6
(ID: B0000C24DL) Giacomo Puccini: Manon Lescaut - Royal Opera House 1983 [DVD] [2001] [NTSC] | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.0
(ID: B0009IWFW4) Virginia's Great Plantation Homes | Movies & TV > Movies | Rating: 4.8
(ID: B07WM6SW69) [Item: B07WM6SW69] | Unknown | Rating: 4.4
(ID: B001E7LY6M) Slither [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B07N12YT2C) [Item: B07N12YT2C] | Unknown | Rating: 5.0
(ID: B09K2DV8F3) No Time to Die | Action > Suspense | Rating: 4.5
(ID: B00M8G5RW0) Murder One - Season 1 and Season 2 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B07CXKP38C) [Item: B07CXKP38C] | Unknown | Rating: 4.8
(ID: B09PJT7XJC) [Item: B09PJT7XJC] | Unknown | Rating: 2.7
(ID: B006QEZOUU) [Item: B006QEZOUU] | Unknown | Rating: 4.8
(ID: B000FSL8WG) Bellydance: East Coast Tribal, with Sera Solstice: Basics, Combinations & Strength, Tribal fusion belly dance classes, Belly dance instruction, Belly dance how-to | Movies & TV > Musicals & Performing Arts > Independently Distributed | Rating: 4.0
(ID: B01MYORAZG) WWE: Royal Rumble 2017 (BD) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B016DMY00E) [Item: B016DMY00E] | Unknown | Rating: 3.3
(ID: B08KWNV9V7) [Item: B08KWNV9V7] | Unknown | Rating: 3.9
(ID: B004DK5ZMG) The Green Light | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00KCGS6M6) [Item: B00KCGS6M6] | Unknown | Rating: 4.7
(ID: B000067J09) Mystery Science Theater 3000 - The Crawling Hand | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.2
(ID: B00070M0LU) All By Myself, "Getting Dressed", vol. 1 | Movies & TV > Independently Distributed > Kids & Family | Rating: 4.0
(ID: B009MYU2HQ) Zulu | Movies & TV > Movies | Rating: 4.7
(ID: B000H6SY0A) Martha's Holiday Celebrations | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.0
(ID: B07C1DQC47) Storm Warning | Science Fiction > Comedy > Fantasy | Rating: 3.7
(ID: B00UXXF75C) Ping Pong the Animation: Complete Series [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B084CS9TJY) [Item: B084CS9TJY] | Unknown | Rating: 4.4
(ID: B004HMT4TA) The Dance of Death (Special Agent Pendergast Series #6) by Douglas Preston, Lincoln Child | Movies & TV > TV | Rating: 4.7
(ID: B00AA2OBJE) [Item: B00AA2OBJE] | Unknown | Rating: 4.6
(ID: B07WTPTT78) [Item: B07WTPTT78] | Unknown | Rating: 4.0
(ID: B011E55108) [Item: B011E55108] | Unknown | Rating: 4.7
(ID: B01FL1TQM0) Bones: Season 11 (Death and Disappearance Edition) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B004Z4QVSC) [Item: B004Z4QVSC] | Unknown | Rating: 4.7
(ID: B0037A78SC) [Item: B0037A78SC] | Unknown | Rating: 4.8
(ID: B07NDPRCTF) The Morricone Duel | Arts, Entertainment, and Culture > Sophisticated > Stunning | Rating: 4.9
(ID: B075RWJZRQ) [Item: B075RWJZRQ] | Unknown | Rating: 3.9
(ID: B00JKCWLIS) [Item: B00JKCWLIS] | Unknown | Rating: 3.6
(ID: B000F434TK) The Summer of Ben Tyler | Movies & TV > Movies | Rating: 4.0
(ID: B01LTIOITK) The McCarthys Season 1 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00009ZLMB) Professional Photoshop Portrait Retouching | Movies & TV > Independently Distributed > Special Interests | Rating: 5.0
(ID: B00U2YNMYA) Raiders Of The Lost Shark | Movies & TV > Genre for Featured Categories > Horror | Rating: 2.9
(ID: B000UXWD70) Catch a Falling Star - Sela Ward | Movies & TV > Featured Categories | Rating: 4.5
(ID: B01M5EL2NP) [Item: B01M5EL2NP] | Unknown | Rating: 4.5
(ID: B00007AKJB) Discover the World of Antique Tractors | Movies & TV > Independently Distributed > Documentary | Rating: 5.0
(ID: B00MRKX8CS) The Shooting/Ride in the Whirlwind | Movies & TV > Criterion Collection > All | Rating: 3.4
(ID: B0945R18GC) [Item: B0945R18GC] | Unknown | Rating: 3.1
(ID: B002ZNH2JC) Doomsday Machine | Science Fiction | Rating: 3.2
(ID: B000MGAIBS) Basics of The Game | Movies & TV > Independently Distributed > Sports | Rating: 3.0
(ID: 6303389554) The Wonderful, Horrible Life of Leni Riefenstahl VHS | Movies & TV > Art House & International > By Country | Rating: 4.4
(ID: 6300182762) The Pirates of Penzance VHS | Movies & TV > Genre for Featured Categories > Musicals | Rating: 4.6
(ID: B002EZLO2W) Rudy Maxa's World: Exotic Places | Movies & TV > Boxed Sets > Documentary | Rating: 4.0
(ID: B00BYOQ9TW) Lamar, Kendrick - The Journey | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.9
(ID: B06XK9TFYP) [Item: B06XK9TFYP] | Unknown | Rating: 3.0
(ID: B07R553S5K) Creating Woodstock | Documentary | This Is How It Really Happened | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: B000LPRN9A) Xavier: Missionary & Saint | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B004XZOIME) Pickleball Clinics by Coach Mo Strategies & Techniques | Movies & TV > Movies | Rating: 4.0
(ID: B00O2H4SQO) I Am Santa Claus [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B00455IPQM) [Item: B00455IPQM] | Unknown | Rating: 4.2
(ID: B00I06G1K4) Hunchback of Notre Dame | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B01K78RL92) [Item: B01K78RL92] | Unknown | Rating: 4.3
(ID: B0864XD6XJ) [Item: B0864XD6XJ] | Unknown | Rating: 4.8
(ID: B08QDWYJRZ) Better Call Saul: Seasons 1-5 - Complete Series DVD Box Set | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00000JYLZ) Warlock III | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B077TZZ746) [Item: B077TZZ746] | Unknown | Rating: 4.3
(ID: B006RH1L30) Fluidride Flow-Tonic Mountain Bike Dvd | Movies & TV > Movies | Rating: 4.0
(ID: B00E59BA8S) [Item: B00E59BA8S] | Unknown | Rating: 4.6
(ID: 6302763916) Deadly Mantis VHS | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.6
(ID: B00GK3DISC) [Item: B00GK3DISC] | Unknown | Rating: 2.8
(ID: B00BDZV4YM) Dead Man's Gun Complete Season 1 | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.8
(ID: B07TWBSYD3) 2088: A Space Odyssey | Comedy | Rating: 2.7
(ID: B00807TDQW) [Item: B00807TDQW] | Unknown | Rating: 4.2
(ID: B00S4SJI2Q) [Item: B00S4SJI2Q] | Unknown | Rating: 3.5
(ID: B06X9CHD84) Logan [Blu-ray] [2017] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B07XJQBXGY) [Item: B07XJQBXGY] | Unknown | Rating: 5.0
(ID: B0063UKTDO) [Item: B0063UKTDO] | Unknown | Rating: 4.8
(ID: B006B894UW) Eternal Law - Series 1 | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B0000AGQ51) Classic Kung Fu Collection, Volume 2 | Movies & TV > Boxed Sets > Action & Adventure | Rating: 2.6
(ID: B00834OX3U) The Killing | Suspense > Drama | Rating: 4.8
(ID: B00NI2ELWU) [Item: B00NI2ELWU] | Unknown | Rating: 4.8
(ID: B00005YUNT) Bite the Bullet | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B00E3V9UKI) Magic City: Season 2 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B01L37L3QI) [Item: B01L37L3QI] | Unknown | Rating: 4.6
(ID: B005EJIIV0) Lover | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B00HZUGGAG) The End of Time | Movies & TV > Featured Categories > DVD | Rating: 3.2
(ID: B003U657FE) [Item: B003U657FE] | Unknown | Rating: 4.8
(ID: B01CFD5WVQ) [Item: B01CFD5WVQ] | Unknown | Rating: 4.7
(ID: B01DLWEAWC) Macross Delta 01 (Special Limited Edition) Blu-ray | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B004HO6I4W) Rio | Movies & TV > Today's Deals > Spotlight Deals | Rating: 4.8
(ID: B0112SYHWA) [Item: B0112SYHWA] | Unknown | Rating: 4.5
(ID: B00FX1OALG) [Item: B00FX1OALG] | 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."
}
|
B09K2DV8F3
|
No Time to Die
| 2
|
AEKEHPM77AUQHUX7YZOCSA2DQCGQ
|
overlapping_books_movies
|
B
|
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:
- Asymmetry: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Cousin Bella - The Whore of Minsk | Books > Biographies & Memoirs > Community & Culture | Rating: 5.0
- A Tidewater Morning: Three Tales from Youth | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- The Angel Esmeralda: Nine Stories | Books > Literature & Fiction > Short Stories & Anthologies | Rating: 1.0
- Freedom | Books > Literature & Fiction > Literary | Rating: 1.0
- When Pride Still Mattered : A Life Of Vince Lombardi | Books > Sports & Outdoors > Biographies | Rating: 2.0
### User's movies History:
- [Item: B09ML341D8] | Unknown | Rating: 3.0
- The Tomorrow War | Suspense > Drama > Compelling | Rating: 1.0
- [Item: B076DN8R5M] | Unknown | Rating: 1.0
- [Item: B001TH44VY] | Unknown | Rating: 2.0
- [Item: B08B1WCZTH] | Unknown | Rating: 1.0
- [Item: B00Q9WA3XW] | Unknown | Rating: 1.0
- [Item: B00QQW1VJA] | Unknown | Rating: 1.0
- [Item: B07T8K9YSH] | Unknown | Rating: 1.0
- [Item: B00MU6AVQU] | Unknown | Rating: 3.0
- [Item: B07W4VRC8J] | Unknown | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B08S1TXGBZ) [Item: B08S1TXGBZ] | Unknown | Rating: 3.7
(ID: B08RSWJ9WL) [Item: B08RSWJ9WL] | Unknown | Rating: 4.5
(ID: B07BR21BWV) [Item: B07BR21BWV] | Unknown | Rating: 4.1
(ID: B06WWG1QBT) [Item: B06WWG1QBT] | Unknown | Rating: 4.6
(ID: B000OPPADI) Bug Rangers - Submarine Sandwich | Movies & TV > Genre for Featured Categories > Romance | Rating: 5.0
(ID: B01M6730DP) Forrest Gump | Movies & TV > Blu-ray > Movies | Rating: 4.9
(ID: B098Y8CHG7) Right in Front of Me | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B001D5F37Q) Pink Floyd's London & Cambridge | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B000QTCY7M) The Outer Limits, Season one - Vol. 2 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B07639QKYH) Roseanne Season 1 & 2 (Two Pack) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.9
(ID: B00L5OLES2) [Item: B00L5OLES2] | Unknown | Rating: 4.1
(ID: B01LTHZ5G6) Happy Yoga with Sarah Starr | Chair Yoga Volume 8 | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B07D1CKX2K) [Item: B07D1CKX2K] | Unknown | Rating: 3.0
(ID: B004Q5USE8) Adina Tek Di Dancefloor Jamaican Dancehall Aerobics | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B09MDK9W2S) [Item: B09MDK9W2S] | Unknown | Rating: 3.3
(ID: B075XCGNN8) [Item: B075XCGNN8] | Unknown | Rating: 4.4
(ID: 1573306959) Ancient Alien [VHS] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.9
(ID: B075KMPV9X) [Item: B075KMPV9X] | Unknown | Rating: 4.6
(ID: B06XXL6JS1) Space Between Us | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B018IYY9OC) [Item: B018IYY9OC] | Unknown | Rating: 4.0
(ID: B0002B54JY) The Wiggles - Santa's Rockin'! | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B08SCX7WKD) Two by Two: Overboard! [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B08125HKH5) [Item: B08125HKH5] | Unknown | Rating: 3.3
(ID: B009M82XD8) Doggy DvDs: Entertainment for your dog while you are away! | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B00C9R0SH2) A Moment In Time (2013) Filipino DVD Coco Martin Julia Montes | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B076LK1H7H) [Item: B076LK1H7H] | Unknown | Rating: 4.0
(ID: B000F3W9HO) Downtowners (Home Use) | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B00TJ30AHC) Day of the Outlaw | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B09LYZP6K6) [Item: B09LYZP6K6] | Unknown | Rating: 3.9
(ID: B000HXE5II) Ford GT-40 Story | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B01GT2Q76S) [Item: B01GT2Q76S] | Unknown | Rating: 2.2
(ID: B078Y2PCJW) Illumination Presents: 3-Movie Collection (Despicable Me / Despicable Me 2 / Despicable Me 3) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B017E23MME) Youre My Boss DVD (International Edition) | Movies & TV > Movies | Rating: 4.6
(ID: B0070HKDMG) The Coen Brothers Collection A Serious Man / The Big Lebowski / Burn After Reading / Barton Fink / Intolerable Cruelty Divorce Law Reg.A/B/C United Kingdom | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B000TGJ8A8) Next [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B017ORU02Y) [Item: B017ORU02Y] | Unknown | Rating: 4.8
(ID: 6305154880) Tampopo | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.8
(ID: B00065GWMY) Alexander the Great - Footsteps in the Sand: A Documentary [DVD] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.1
(ID: B076KWH1Y8) Rumpole of the Bailey: The Complete Series [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000NA1W3G) Motives 2 - Retribution | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B00AEFXJNQ) Blades of Glory [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B0787LHG3G) Star Wars: The Last Jedi 2017 | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.5
(ID: B01H2HHPVA) [Item: B01H2HHPVA] | Unknown | Rating: 4.7
(ID: B00UGQ4522) A Lot Like Love (Widescreen Edition) by Buena Vista Home Entertainment / Touchstone | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00S8WA9IA) [Item: B00S8WA9IA] | Unknown | Rating: 4.5
(ID: B01I06IH32) Trouble With the Curve [DVD] [2012] [Region 1] [US Import] [NTSC] | Movies & TV > Movies | Rating: 4.7
(ID: B002R8JG58) Stargate Universe SG-U: 1.0 [DVD] | Movies & TV > Studio Specials > Sci Fi Channel | Rating: 4.6
(ID: B07S1XR2DM) Murdoch Mysteries: Series 11 Box Set DVD | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B001CITQZO) The Living Sea [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B07DRWLF36) Cartoon Network: Adventure Time: The Final Seasons (DVD) | Movies & TV > Cartoon Network | Rating: 4.8
(ID: B00DL6LNC4) [Item: B00DL6LNC4] | Unknown | Rating: 3.7
(ID: B000NA28I4) Eragon (Widescreen Edition) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B089M1KTFK) Combattler V The Complete TV Series SDBD | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00925T9L0) I Lombardi Alla Prima Crociata | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B000JJ6K1A) 24: Seasons 1-5 | Movies & TV > Boxed Sets > Action & Adventure | Rating: 4.4
(ID: B00G6M2XCO) DVD Deadliest Prey - In Vietnam He Was The Best... Now He Has To Prove It... Again. | Movies & TV > Movies | Rating: 4.5
(ID: B00B8WW27S) [Item: B00B8WW27S] | Unknown | Rating: 3.4
(ID: B01LA1BSG2) [Item: B01LA1BSG2] | Unknown | Rating: 4.3
(ID: B06Y6B3X59) The Sinbad Trilogy (Limited Edition) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00FABG42W) Heggie: Moby Dick (Featuring the San Francisco Opera) | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B00NRP343K) [Item: B00NRP343K] | Unknown | Rating: 4.7
(ID: B0719XBDPT) Boyka: Undisputed 4 [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B0000A1HO9) Groupies [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B09V53MT85) [Item: B09V53MT85] | Unknown | Rating: 3.0
(ID: B005GKYP0A) [Item: B005GKYP0A] | Unknown | Rating: 4.0
(ID: B004A3FFLC) Three's Company - The Complete Series - Seasons 1-8 | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B00574PAJA) [Item: B00574PAJA] | Unknown | Rating: 4.3
(ID: B07D55J8Y8) DVD COCOON - DVD | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B0016GOLZC) Eklavya (Amitabh Bachchan / Indian Cinema / Bollywood Movie / Hindi Film) | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00BN4Q7JA) [Item: B00BN4Q7JA] | Unknown | Rating: 3.8
(ID: B002I2PHYM) So Smart! Beginnings: Letters | Movies & TV > Independently Distributed > Kids & Family | Rating: 3.7
(ID: B0041J69OM) Oblivion | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.4
(ID: B004G6TJSS) Space Patrol and the Ralston Rocket | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B00YBX4DOQ) [Item: B00YBX4DOQ] | Unknown | Rating: 4.2
(ID: B0007GP7UU) The Best of Court TV: Body of Evidence | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B000646MMA) Going Upriver - The Long War of John Kerry | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.9
(ID: B00T4H503W) [Item: B00T4H503W] | Unknown | Rating: 4.8
(ID: B003FW1DBU) Interstellar Moonlight Therapy | Movies & TV > Genre for Featured Categories > Documentary | Rating: 2.6
(ID: B00P826P86) Welcome to Inspiration | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B0035YTG30) Roman Holiday | Comedy > Romance > Exotic | Rating: 4.8
(ID: B004E9FNKA) [Item: B004E9FNKA] | Unknown | Rating: 4.3
(ID: B00D8HU0L6) [Item: B00D8HU0L6] | Unknown | Rating: 4.7
(ID: B00RGY44Y6) History of Christian Worship: Part 2, The Body | Documentary | Rating: 3.9
(ID: B00RNV7EVC) [Item: B00RNV7EVC] | Unknown | Rating: 4.7
(ID: B017RTMY1Y) MasterChef Junior | Unscripted | Rating: 4.6
(ID: B00005Y723) Johnny Greyeyes [DVD] | Movies & TV > Cult Movies > Prison | Rating: 4.0
(ID: B00LTZ288C) Silent Night | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.2
(ID: B00594M53M) [Item: B00594M53M] | Unknown | Rating: 4.3
(ID: B01N2153OE) [Item: B01N2153OE] | Unknown | Rating: 4.6
(ID: B015OBBXGO) [Item: B015OBBXGO] | Unknown | Rating: 4.7
(ID: B07HGCFVL8) [Item: B07HGCFVL8] | Unknown | Rating: 4.5
(ID: B00K6J7PBM) Doonby | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.6
(ID: B007TYI77I) Drums Across the River | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.8
(ID: B07N366Z1K) [Item: B07N366Z1K] | Unknown | Rating: 4.7
(ID: B001FB0W2O) Journey To The Center Of The Earth 2008 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B009N9XV1Y) [Item: B009N9XV1Y] | Unknown | Rating: 3.9
(ID: B06XS32FXH) Dark Matter: Season Two [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B000EQ45CO) If Only | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B087JLW9SS) [Item: B087JLW9SS] | Unknown | Rating: 4.4
(ID: B07JRF8GZS) [Item: B07JRF8GZS] | 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."
}
|
B08RSWJ9WL
|
[Item: B08RSWJ9WL]
| 2
|
AFUDA5EB7YYBXVV7W5ENOVHLRSYQ
|
overlapping_books_movies
|
B
|
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:
- Torpedo Juice: A Novel (Serge Storms) | Books > Humor & Entertainment > Humor | Rating: 1.0
- The Enemy (Jack Reacher, No. 8) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Quiller Memorandum | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Down and Dirty Pictures: Miramax, Sundance, and the Rise of Independent Film | Books > Humor & Entertainment > Movies | Rating: 2.0
- The Annotated Sherlock Holmes: The Four Novels and Fifty-Six Short Stories Complete | Books > Literature & Fiction > History & Criticism | Rating: 5.0
- The Complete Sherlock Holmes | Books > Literature & Fiction > Short Stories & Anthologies | Rating: 1.0
- Planetary: Crossing Worlds | Books > Comics & Graphic Novels > Graphic Novels | Rating: 4.0
### User's movies History:
- Saturday Night Live - The Best of Tracy Morgan | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 5.0
- Nero Wolfe - The Complete First Season | Movies & TV > A&E Home Video > All A&E Titles | Rating: 2.0
- Mr. Bean - The Whole Bean (Complete Set) | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.0
- Millennium - The Complete First Season | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
- Blazing Saddles | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 5.0
- Returner | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 1.0
- Disinformation: The Complete Series | Movies & TV > Independently Distributed > Documentary | Rating: 3.0
- Chappelle's Show - Season 1 Uncensored | Movies & TV > Boxed Sets > Comedy | Rating: 4.0
- Pirates of the Caribbean: The Curse of the Black Pearl (Two-Disc Collector's Edition) | Movies & TV > Walt Disney Studios Home Entertainment > Live Action | Rating: 2.0
- The Tick: The Entire Series | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B01GW8GIZY) Lucha Mexico | Special Interest > Emotional > Fun | Rating: 4.5
(ID: B0000C9JEO) Rahxephon: Aria - Volume 6 | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.5
(ID: B002OVO17Q) The House of the Devil [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B07WRQZNZ5) [Item: B07WRQZNZ5] | Unknown | Rating: 3.6
(ID: B0030CI4FS) The Harbortown Bobber | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: B0042K4T2Y) The Singles Ward | Comedy > Drama > Romance | Rating: 4.5
(ID: 6304123523) Neon Genesis Evangelion: Genesis 0:1 | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.5
(ID: B004W3EM3W) [Item: B004W3EM3W] | Unknown | Rating: 4.6
(ID: B07KCQVGF4) [Item: B07KCQVGF4] | Unknown | Rating: 3.6
(ID: B07PJM8XP7) [Item: B07PJM8XP7] | Unknown | Rating: 4.9
(ID: B01IU55R0E) [Item: B01IU55R0E] | Unknown | Rating: 4.1
(ID: B001V32TTA) A Time to Love and a Time to Die (Import , All Regions), Douglas Sirk | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B0025UTUT0) [Item: B0025UTUT0] | Unknown | Rating: 4.7
(ID: B0006M4S82) Festival Express [DVD] (15) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B000VMV722) [Item: B000VMV722] | Unknown | Rating: 4.7
(ID: B00VTJ5XYE) [Item: B00VTJ5XYE] | Unknown | Rating: 2.9
(ID: B098J5FCHB) [Item: B098J5FCHB] | Unknown | Rating: 4.6
(ID: B00S83WENM) Vice (Blu-ray + DVD) | Movies & TV > Blu-ray > Movies | Rating: 3.8
(ID: B0873WZHJK) Urban Myths | Suspense > Drama > Horror | Rating: 2.9
(ID: B00727Z51S) [Item: B00727Z51S] | Unknown | Rating: 4.7
(ID: B000JGDMZA) Winged Migration | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.8
(ID: B00TP6K8UM) Joe Strummer - I Need A Dodge: Joe Strummer On The Run | Movies & TV > Independently Distributed > Documentary | Rating: 3.9
(ID: B004SNI08O) Triple Hit | Movies & TV > Featured Categories > DVD | Rating: 2.5
(ID: B01I06DVXI) Tom Goes to the Mayor: Complete Series [DVD] [Region 1] [US Import] [NTSC] | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B0773C7ZDS) Batman Two-Face/ Return of the Caped Cru | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B07QXLRW7M) [Item: B07QXLRW7M] | Unknown | Rating: 4.7
(ID: B000EOXK4U) Colorado's Narrow Gauge Railroad | Movies & TV > Movies | Rating: 3.4
(ID: B002RNOS3S) The Big Blue English Language | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: 0739075934) Billy Martin's Life on Drums (DVD) | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.6
(ID: B00BQ1D7WK) Andre Rieu - Live in Brazil | Movies & TV > Music Artists > Rieu, Andre | Rating: 4.6
(ID: B08BPK8FL5) [Item: B08BPK8FL5] | Unknown | Rating: 3.5
(ID: B00V1QXDE2) [Item: B00V1QXDE2] | Unknown | Rating: 3.8
(ID: B086RJ3ZZ9) [Item: B086RJ3ZZ9] | Unknown | Rating: 4.2
(ID: B00NT5Z7CY) [Item: B00NT5Z7CY] | Unknown | Rating: 4.7
(ID: B001GHL5HS) The Marilyn Monroe Treasures | Prime Video > Prime Video > TV | Rating: 4.9
(ID: B002TF0QLW) [Item: B002TF0QLW] | Unknown | Rating: 3.1
(ID: B001EOJI9U) Ehrengard | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B005P2BLEM) The Story | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B084ZD8JFW) [Item: B084ZD8JFW] | Unknown | Rating: 1.0
(ID: B004I4SGZA) Bruce Lee Jeet Kune Do Course Volume 8- Chinese Wushu Series | Movies & TV > TV | Rating: 4.0
(ID: B07KK8C1CZ) Animated Animals - Short Films for Kids | Comedy > Fantasy > Cheerful | Rating: 4.9
(ID: B00EE149Y4) Sci-Fi Live Action - Space Amoeba (Gezora Ganime Kameba Kessen! Nankai No Daikaijyu) (Limited Low-Priced Edition) [Japan DVD] TDV-24091D | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B077MJ2CS9) [Item: B077MJ2CS9] | Unknown | Rating: 4.8
(ID: B00CW85VQG) [Item: B00CW85VQG] | Unknown | Rating: 4.3
(ID: B000A36KA6) More than Mat Pilates Intermediate | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.0
(ID: B00A2JNFH4) Stand by Me [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00I15WWMU) [Item: B00I15WWMU] | Unknown | Rating: 3.5
(ID: B00J2R3W6G) The Break-Up - Blu-ray + Digital | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B01JR5R0UG) [Item: B01JR5R0UG] | Unknown | Rating: 3.5
(ID: 6304428456) Daylight [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B07W6Y2PQ4) [Item: B07W6Y2PQ4] | Unknown | Rating: 4.7
(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: B0064H8HRG) Sutro's the Palace At Lands End Dvd | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B07KBRZ7KC) Wildlife [DVD] | Movies & TV > Movies | Rating: 4.2
(ID: B018J06GAK) [Item: B018J06GAK] | Unknown | Rating: 3.6
(ID: B004SIP6A4) Chicago [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B002WZUNX0) Charlie Brown's Christmas Tales | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.7
(ID: B01CHHHQ78) [Item: B01CHHHQ78] | Unknown | Rating: 4.6
(ID: B002QWX3F4) [Item: B002QWX3F4] | Unknown | Rating: 3.0
(ID: B07FP8V5PD) [Item: B07FP8V5PD] | Unknown | Rating: 3.4
(ID: B01M3UMY05) Surprised By Love | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.8
(ID: B0007ZD78A) Waqt | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.3
(ID: B003EVQA92) Why S*** So Crazy? | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B07DD2PX2Z) [Item: B07DD2PX2Z] | Unknown | Rating: 3.3
(ID: B01HNB1X8G) [Item: B01HNB1X8G] | Unknown | Rating: 4.7
(ID: B07XN49V8R) Badland | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: 6302705509) Consenting Adults | Movies & TV > Movies | Rating: 4.4
(ID: 1929779054) Big Band, Swing & Nightclub Dancing How To Become a Good Dancer | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B0042X2BB2) [Item: B0042X2BB2] | Unknown | Rating: 4.7
(ID: B009NI2XVO) 5 Broken Cameras | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B007PT39JI) [Item: B007PT39JI] | Unknown | Rating: 4.7
(ID: B074P132LX) The Presidio | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B07KKPPLWX) Ant-Man and The Wasp (DVD, 2018) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B084JT4491) [Item: B084JT4491] | Unknown | Rating: 4.8
(ID: B085FQW9YT) [Item: B085FQW9YT] | Unknown | Rating: 4.6
(ID: B000Y0BJF6) Learn the fundamentals of Chicago-style Steppin' | Movies & TV > Disc on Demand | Rating: 3.7
(ID: B001F608J6) [Item: B001F608J6] | Unknown | Rating: 4.4
(ID: B001DR9TJ2) Purenrg Live! | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B002ZP5DN2) Modern Sniper | Documentary > Special Interest | Rating: 4.5
(ID: B00U362L30) [Item: B00U362L30] | Unknown | Rating: 4.3
(ID: B008H13T3Y) [Item: B008H13T3Y] | Unknown | Rating: 2.6
(ID: B0007U7D0S) The Loretta Young Show | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00005NX1J) Dragon Ball Z - The Saiyan Conflict (Boxed Set I - Episodes 1-25) | Movies & TV > Boxed Sets > Anime | Rating: 4.1
(ID: B0007Y8ALK) The Mystery Science Theater 3000 Collection, Vol. 7 (The Killer Shrews / Hercules Against the Moon Men / Hercules Unchained / Prince of Space) | Movies & TV > Boxed Sets > Comedy | Rating: 4.7
(ID: B000M2E3FO) Teenage Mutant Ninja Turtles: Original Series - Season 4 | Movies & TV > Boxed Sets > Kids & Family | Rating: 4.8
(ID: B000LJAVTA) [Item: B000LJAVTA] | Unknown | Rating: 4.5
(ID: B019E6S43U) [Item: B019E6S43U] | Unknown | Rating: 4.6
(ID: B0B8LT16J5) [Item: B0B8LT16J5] | Unknown | Rating: 4.3
(ID: B001F7Q4IY) Meet Dave | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.5
(ID: B08TYV4FCV) Criminal Minds Season 13 14 15 DVD | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B00K8HAIAW) Louie Season 3 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B00FG5E03W) [Item: B00FG5E03W] | Unknown | Rating: 4.3
(ID: B01I05YZCA) Cinderella by Cheryl Smith | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00VFTCPLM) [Item: B00VFTCPLM] | Unknown | Rating: 4.6
(ID: B00007KK5J) Sanford and Son - The Second Season | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B00VTHSY92) Sci-Real (English Subtitled) | Documentary | Rating: 3.1
(ID: B09NMSGGS4) Angel Cop Remastered Steelbook Edition | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: 630197123X) Love Me Or Leave Me VHS | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.7
(ID: B00Q1C34MM) [Item: B00Q1C34MM] | Unknown | Rating: 4.7
(ID: B000066734) DragonBall Z: Fusion - Hope Returns [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 5.0
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B0007Y8ALK
|
The Mystery Science Theater 3000 Collection, Vol. 7 (The Killer Shrews / Hercules Against the Moon Men / Hercules Unchained / Prince of Space)
| 4
|
AFOX5KGKIX3XT67BGBK5DNGU2QSA
|
overlapping_books_movies
|
B
|
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 Greater Journey: Americans in Paris | Books > History > Americas | Rating: 1.0
- Insects and Flowers: The Art of Maria Sibylla Merian | Books > Arts & Photography > History & Criticism | Rating: 1.0
- Secrets of the Soil : New Solutions for Restoring Our Planet | Books > Religion & Spirituality > Occult & Paranormal | Rating: 2.0
- The Secret Hour: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Wesley the Owl: The Remarkable Love Story of an Owl and His Girl | Books > Science & Math > Biological Sciences | Rating: 5.0
### User's movies History:
- [Item: B00BS4N946] | Unknown | Rating: 1.0
- [Item: B006885LZM] | Unknown | Rating: 5.0
- [Item: B001EBTQ6S] | Unknown | Rating: 3.0
- [Item: B003NRWVMC] | Unknown | Rating: 5.0
- [Item: B003VPK1DW] | Unknown | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B002V3AM8Y) THE ROAD FROM COORAIN | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B001ZEHRWY) Marty Friedman: Exotic Metal Guitar | Movies & TV > Independently Distributed > Special Interests | Rating: 4.3
(ID: B00K2HNAVW) Called to Dance - DVD - Lynn M. Hayden | Movies & TV > Featured Categories > DVD | Rating: 3.1
(ID: B07DP94515) [Item: B07DP94515] | Unknown | Rating: 3.7
(ID: B01MTY4MA1) Attack of the Lederhosen Zombies | Comedy > Horror > Bleak | Rating: 4.0
(ID: B007H9CNNE) The 300 Spartans / The Mark of Zorro / Bandolero ! / Quigley Down Under (Own the Moments Feature) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.2
(ID: B07ZHHQN88) [Item: B07ZHHQN88] | Unknown | Rating: 3.9
(ID: B087G1VR6S) [Item: B087G1VR6S] | Unknown | Rating: 4.7
(ID: B07LD4SSMN) The Final Wish | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B001XI23E4) Trauma Releasing Exercises Step By Step Video Instruction and Demonstration | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.6
(ID: B00APDRV6I) Hellboy | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B000I0D7L6) Orange County | Drama > Comedy > Coarse | Rating: 4.7
(ID: B0009RCPUM) Dragon Tales - Sing and Dance in Dragonland | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B0041JCAUO) [Item: B0041JCAUO] | Unknown | Rating: 4.4
(ID: B004BU76ZM) [Item: B004BU76ZM] | Unknown | Rating: 4.6
(ID: 6302289017) Frankie & Johnny | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B002VD5SFQ) The Bargee [DVD] (PG) | Movies & TV > Movies | Rating: 4.6
(ID: 6304870256) Number 17 | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 3.9
(ID: B0B675GZ4Y) [Item: B0B675GZ4Y] | Unknown | Rating: 3.4
(ID: B008Y6T2SS) [Item: B008Y6T2SS] | Unknown | Rating: 4.4
(ID: B00ISDWTZU) Our Blushing Brides | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: B000RGUN5O) Temptation As Never Seen B4 | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B002BO2RX6) Collection | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B007V339V6) Roger Waters - Live At Rock In Rio, Lisbon, Portugal | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B000CDIOY4) Mozart - Mitridate, Re di Ponto | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.4
(ID: B00E3H2Q8K) Farscape | Science Fiction > Drama > Adventure | Rating: 4.7
(ID: B006GXLIVU) The Great Waltz | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B016BSPXKG) 99 Homes | Movies & TV > Independently Distributed > Drama | Rating: 4.4
(ID: B01CDOPM76) [Item: B01CDOPM76] | Unknown | Rating: 4.8
(ID: B0189GNZ44) Honeydripper [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B000MGBSM6) Final Shot - The Hank Gathers Story (True Stories Collection TV Movie) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00I8H5DHM) [Item: B00I8H5DHM] | Unknown | Rating: 3.4
(ID: B000JRYOPQ) Hooked on Baby: Read, Rhyme and Clap | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B07FCW6RXT) [Item: B07FCW6RXT] | Unknown | Rating: 4.8
(ID: B004MYF6ZY) Ironclad [Blu-ray][Region Free][2011] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B00BW4S87U) Stephen King's The Langoliers | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.7
(ID: B0055EHUPE) Fairly OddParents: Season 7 | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.9
(ID: B000BYWZO4) Shadow of the Thin Man | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B017AOY4WS) [Item: B017AOY4WS] | Unknown | Rating: 4.8
(ID: 630144910X) I Dream Too Much [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.6
(ID: B0054NQR8W) [Item: B0054NQR8W] | Unknown | Rating: 4.7
(ID: B015O6QYJU) [Item: B015O6QYJU] | Unknown | Rating: 3.6
(ID: B074L942XW) [Item: B074L942XW] | Unknown | Rating: 4.7
(ID: B001BR7CZW) The Blues Brothers | Comedy > Adventure > Exciting | Rating: 4.8
(ID: B000980GWU) Wake [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.8
(ID: B0018KBQSQ) Gigi [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B01IO0CB54) [Item: B01IO0CB54] | Unknown | Rating: 4.2
(ID: B008NC9WN8) [Item: B008NC9WN8] | Unknown | Rating: 3.6
(ID: 6302662346) Gunsmoke- Return to Dodge VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B07T7YYBYV) [Item: B07T7YYBYV] | Unknown | Rating: 4.5
(ID: B003VRZ680) 30 Rock - Season 1-4 [DVD] [2017] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B000GNOGW4) Lower City | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B0797LTJXM) [Item: B0797LTJXM] | Unknown | Rating: 4.2
(ID: B00005LINB) The Silence of the Lambs (Full Screen Special Edition) | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.8
(ID: B001H5O96I) Sam Kinison - Why Did We Laugh? A Film About The Man | Movies & TV > Independently Distributed > Comedy | Rating: 4.1
(ID: B01LYA8V6U) Mob Wives Complete Collection / Big Ang Season 1 / Mob Wives Chicago | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B000TCX6G4) UFO Cover Up: Keeper of Cosmic Secrets | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B01HPFM23A) Compadres Digital | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B00UL8CK9U) [Item: B00UL8CK9U] | Unknown | Rating: 3.3
(ID: B0054OGQOQ) Back to the Future: 25th Anniversary Trilogy [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B003VU6MZI) [Item: B003VU6MZI] | Unknown | Rating: 4.6
(ID: B01C30L422) Sleepers: The Complete Series [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00CSCJ02M) Hallmark Double Feature: Meddling Mom / Sweeter Side of Life | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B07C45K96T) [Item: B07C45K96T] | Unknown | Rating: 5.0
(ID: B08LJXQVLP) Friday Night Dinner - The Complete Collection (Series 1 - 6) [DVD] [2020] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B000006GJI) Oscar & Lucinda VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B01JHS1LRG) [Item: B01JHS1LRG] | Unknown | Rating: 2.9
(ID: B00142F6P2) RECON GAME - (1974) - aka " OPEN SEASON " | Movies & TV > TV | Rating: 3.0
(ID: B07CT7WK88) [Item: B07CT7WK88] | Unknown | Rating: 3.0
(ID: B00KACSCY4) [Item: B00KACSCY4] | Unknown | Rating: 4.7
(ID: B01NANEW54) Dead in 5 Heartbeats | Drama > Bold > Coarse | Rating: 4.1
(ID: B009MRVLMI) [Item: B009MRVLMI] | Unknown | Rating: 4.8
(ID: B005Y1ZU8M) Archer: Season 2 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.9
(ID: B086BMY147) [Item: B086BMY147] | Unknown | Rating: 4.0
(ID: B00022PYQG) The Best of The Dick Van Dyke Show, Vol. 3 | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.0
(ID: B002B7CFR6) [Item: B002B7CFR6] | Unknown | Rating: 4.6
(ID: B00MQSUM4S) The Pink Panther Cartoon Collection [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B000AQGL34) Sabrina (Special Collecter's Edition) | Movies & TV > Featured Categories | Rating: 4.8
(ID: B001OSGR5O) [Item: B001OSGR5O] | Unknown | Rating: 4.0
(ID: B00JDB4I4G) Unacceptable Levels | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.0
(ID: B001O17SX6) Zack And Miri Make A Porno [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B0000DZTM7) Herbie Rides Again | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.7
(ID: B00DSUDXFI) [Item: B00DSUDXFI] | Unknown | Rating: 4.8
(ID: B00000JMQH) Napoleon & Samantha VHS | Movies & TV > Disney Home Video > By Age | Rating: 4.6
(ID: B07QFJ9CYD) [Item: B07QFJ9CYD] | Unknown | Rating: 4.7
(ID: B000MGTQ7K) The Caine Mutiny (Combat Classics) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B0041NXWK2) [Item: B0041NXWK2] | Unknown | Rating: 4.7
(ID: B000WP0SEG) 5 Trading Tactics that Beat the Market | Movies & TV > Featured Categories > DVD | Rating: 2.3
(ID: B0041JF6PA) [Item: B0041JF6PA] | Unknown | Rating: 4.6
(ID: B01CJCQCPS) King & Four Queens [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.9
(ID: B0719F42J4) [Item: B0719F42J4] | Unknown | Rating: 3.3
(ID: B07JZJFHWX) [Item: B07JZJFHWX] | Unknown | Rating: 4.7
(ID: B01KPF0KQS) [Item: B01KPF0KQS] | Unknown | Rating: 4.5
(ID: B01HFRBJ8C) Wallander: The Complete Collection [DVD] | Movies & TV > BBC > All BBC Titles | Rating: 4.6
(ID: B00S8Q0L5W) [Item: B00S8Q0L5W] | Unknown | Rating: 4.0
(ID: B0018FPHNQ) Yoga for Cyclists 2 - Road Edition | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.5
(ID: B01KJ9FY6Q) Tangled [Blu-ray] [Region Free] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00HPI97GS) Beach Body Workout Bundle (Shape, Tone, Firm, and Mix It Up) | Movies & TV > TV | Rating: 4.4
(ID: B00005JXY8) Cardcaptors: Vol. 5 Firestorm (ep. 13-15) [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 3.9
(ID: B000EWBOHC) Rock N Roll Space Patrol Action Is Go | Movies & TV > Science Fiction & Fantasy > Science Fiction | 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."
}
|
B017AOY4WS
|
[Item: B017AOY4WS]
| 5
|
AG7BORSEEDR7IAIAQBCWMSWW4WTQ
|
overlapping_books_movies
|
B
|
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 Thought They Were Free: The Germans, 1933-45 | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
- Apocalypse 2012: A Scientific Investigation into Civilization's End | Books > Religion & Spirituality > Religious Studies | Rating: 1.0
- Out: A Thriller | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- The Politically Incorrect Guide to Global Warming (and Environmentalism) | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 1.0
- Our Endangered Values: America's Moral Crisis | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
### User's movies History:
- Waiting for God: Season 1 | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Black Books - The Complete First Series [DVD] | Movies & TV > BBC > All BBC Titles | Rating: 5.0
- The Kingdom - Series One (Riget) | Movies & TV > Genre for Featured Categories > Drama | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B01H0KCA5K) [Item: B01H0KCA5K] | Unknown | Rating: 2.9
(ID: B06WVY91TW) [Item: B06WVY91TW] | Unknown | Rating: 4.0
(ID: B00BL9GCUG) 4 Film Favorites: Brad Pitt (The Curious Case Of Benjamin Button, Babel, Troy, Seven) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.6
(ID: B001LXN7CS) [Item: B001LXN7CS] | Unknown | Rating: 4.3
(ID: B01MRTEZ53) [Item: B01MRTEZ53] | Unknown | Rating: 3.8
(ID: B01K5VJ2XY) [Item: B01K5VJ2XY] | Unknown | Rating: 3.2
(ID: B00K0MM4AM) Under The Skin [Blu-ray + Digital] | Movies & TV > Blu-ray > Movies | Rating: 3.9
(ID: B00MSFEUZQ) Humpty Sharma Ki Dulhania | Movies & TV > Movies | Rating: 4.5
(ID: B0094M1OJQ) [Item: B0094M1OJQ] | Unknown | Rating: 4.6
(ID: B00BC0WQWM) Barrymore [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B07VMBLBNK) Anne of Green Gables 20th Anniversary Collector's Edition - Five Disc DVD Set | Movies & TV > Movies | Rating: 4.4
(ID: B004WBZUNU) Anne the Animated Series Vol. 4-6 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B00OGTA1K0) [Item: B00OGTA1K0] | Unknown | Rating: 4.3
(ID: B0009PVZDM) Wise Guys [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B00004XPQ1) First Daughter | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: 0792153367) Breakfast at Tiffany's | Movies & TV > Widescreen > Comedy | Rating: 4.7
(ID: B078JNC22P) [Item: B078JNC22P] | Unknown | Rating: 3.9
(ID: B001CLSO2C) In-Fisherman Flathead Catfish: Day On The River DVD | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.3
(ID: B000PQLY4U) Dave Mills Mills Youth Wrestling By The Numbers-Pinning DVD | Movies & TV > Movies | Rating: 3.7
(ID: B00MOKKK6S) [Item: B00MOKKK6S] | Unknown | Rating: 4.8
(ID: B016NVSEDE) Hill Street Blues: The Final Season [DVD] | Movies & TV > Boxed Sets > Television | Rating: 4.7
(ID: 908970048X) Aquariums DVD - Aquarium TV Jukebox 2 - Choose Out of 9 Fish Tanks with Music and Nature Sounds | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B01IWFPHMK) Gremlins Collection(GiftSet/Funko) | Movies & TV > Blu-ray > Movies | Rating: 3.5
(ID: 6302354110) Land of the Pharaohs [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B0076Q99JO) [Item: B0076Q99JO] | Unknown | Rating: 4.3
(ID: B007R0XHVK) [Item: B007R0XHVK] | Unknown | Rating: 4.6
(ID: B000ITORMK) Vintage Popeye the Sailor Man Cartoons DVD featuring the characters: Popeye the Sailorman, Bluto & Olive Oyl | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B01KW5L0EC) Lots & Lots of Jets and Planes - Thunder in the Skies | Action | Rating: 4.1
(ID: B01F8ITCZC) Merli - 1 Temporada [Non-usa Format: Pal -Import- Spain ] | Movies & TV > Movies | Rating: 3.8
(ID: B000GTLB4Y) MacGyver - The Complete Final Season | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.8
(ID: B074R58HRR) Chasing The Star | Movies & TV > Independently Distributed > Drama | Rating: 3.6
(ID: B06XS5RVWC) Dead of Night | Horror > Drama > Eerie | Rating: 4.5
(ID: B08ZK349DG) [Item: B08ZK349DG] | Unknown | Rating: 4.8
(ID: B07L38KBZT) [Item: B07L38KBZT] | Unknown | Rating: 4.3
(ID: B0BH98DFCJ) Station Eleven | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B00PLYU5PU) Aviators | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00CJXYPSO) Yellow Submarine | Movies & TV > Movies | Rating: 4.8
(ID: B007JG5I3M) Wallander 3 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: B002WNUVIY) For Love of Liberty | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B000W5KBMK) [Item: B000W5KBMK] | Unknown | Rating: 4.8
(ID: B00005OW0E) Aquaria - The Complete Aquarium | Movies & TV > Fully Loaded DVDs > DTS | Rating: 3.7
(ID: B0172OIWTW) [Item: B0172OIWTW] | Unknown | Rating: 4.3
(ID: B00006FDAG) The Land Before Time: The Great Valley Adventure | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.7
(ID: B009CGGOT4) [Item: B009CGGOT4] | Unknown | Rating: 4.6
(ID: B000W2P5BK) The Story of P. J. Sparkles | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B08QBDCQVN) [Item: B08QBDCQVN] | Unknown | Rating: 4.7
(ID: B00VK1BDPO) [Item: B00VK1BDPO] | Unknown | Rating: 4.3
(ID: B003XKQ61Q) Over America Deluxe | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B0064712IW) [Item: B0064712IW] | Unknown | Rating: 4.8
(ID: B01CFFUXRW) [Item: B01CFFUXRW] | Unknown | Rating: 4.6
(ID: B00KPQAFMM) [Item: B00KPQAFMM] | Unknown | Rating: 4.7
(ID: B00005QBZA) Chopper | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.3
(ID: B00DXI45G6) [Item: B00DXI45G6] | Unknown | Rating: 4.8
(ID: B001SGEUOM) Julieta Venegas - MTV Unplugged [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B001T7LSP4) Perfume: The Story of a Murderer | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.6
(ID: B01A7OPIXC) [Item: B01A7OPIXC] | Unknown | Rating: 4.4
(ID: B07R22FN9M) [Item: B07R22FN9M] | Unknown | Rating: 4.8
(ID: B01N944UQ2) Pet Fooled | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B000LC4ZMQ) Solo Drums | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.4
(ID: B00N35SVSC) [Item: B00N35SVSC] | Unknown | Rating: 4.4
(ID: B00EL8IG2G) [Item: B00EL8IG2G] | Unknown | Rating: 4.2
(ID: B01C8DF1PA) [Item: B01C8DF1PA] | Unknown | Rating: 2.7
(ID: B0749BMLLW) [Item: B0749BMLLW] | Unknown | Rating: 4.9
(ID: B000GOTGF0) [Item: B000GOTGF0] | Unknown | Rating: 4.7
(ID: B077XP4SWN) [Item: B077XP4SWN] | Unknown | Rating: 4.7
(ID: B00CB3E9QK) [Item: B00CB3E9QK] | Unknown | Rating: 3.7
(ID: B00IGRPV7Q) [Item: B00IGRPV7Q] | Unknown | Rating: 2.2
(ID: B08NTDWY86) [Item: B08NTDWY86] | Unknown | Rating: 4.2
(ID: B07WGJJWH3) Haunt [DVD] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.2
(ID: B00008DDJW) Sharon, Lois & Bram: ABC's Alphabet Sing & Dance-Along | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.3
(ID: B000VLZ26K) Optimistic snowboarding dvd | Movies & TV > Independently Distributed > Sports | Rating: 4.8
(ID: B08FF8SNXW) [Item: B08FF8SNXW] | Unknown | Rating: 2.5
(ID: B000055YVX) DeepStar Six | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.2
(ID: B07YVLYSBJ) [Item: B07YVLYSBJ] | Unknown | Rating: 4.2
(ID: B07XCSV7MK) Unknown | | Rating: 0.0
(ID: B00VKW00LQ) [Item: B00VKW00LQ] | Unknown | Rating: 4.9
(ID: B00AL3LM4O) [Item: B00AL3LM4O] | Unknown | Rating: 4.9
(ID: B001LPWGC8) Saw V - 2 Disc Director's Cut [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00000IQCA) Ready to Wear | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.0
(ID: B00006HAYR) Liberty Stands Still | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: 6302642507) Jim Henson Video: The Tale of the Bunny Picnic | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B00GNKGERE) [Item: B00GNKGERE] | Unknown | Rating: 4.7
(ID: B08M5SKDW8) Endless Corridor | Drama > Historical > Compelling | Rating: 4.0
(ID: B072HQCZGX) Wycliffe:The Complete Series [DVD] | Movies & TV > TV | Rating: 4.6
(ID: B09X7ZJZS2) Hunter x Hunter: The Complete Series | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B0758QGXLP) [Item: B0758QGXLP] | Unknown | Rating: 4.9
(ID: 1561589055) Building Decks: with Scott Schuttner | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.1
(ID: B018RGXYAG) [Item: B018RGXYAG] | Unknown | Rating: 3.8
(ID: B09N6R4Q76) Triumph of the Will | Movies & TV > Movies | Rating: 4.5
(ID: B0058ZZEL2) [Item: B0058ZZEL2] | Unknown | Rating: 4.5
(ID: B000324Y98) A Cinderella Story (Full Screen Edition) | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B07R6BTL89) [Item: B07R6BTL89] | Unknown | Rating: 4.3
(ID: B00XX3VTEM) Blaze & The Monster Machines: High-Speed Adventure | Movies & TV > Movies | Rating: 4.8
(ID: B0083V2VZK) Lonesome (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00EIA4ZNG) [Item: B00EIA4ZNG] | Unknown | Rating: 1.5
(ID: B005QAGBXO) Adventures of Ozzie & Harriet: Christmas Collection - 8 Episodes | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.3
(ID: B0013LPS1Q) Sergeant Preston of the Yukon | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B08D9D7XNB) [Item: B08D9D7XNB] | Unknown | Rating: 3.9
(ID: B07SWQ1N7N) Nightmare Cinema | Movies & TV > Blu-ray > Movies | Rating: 3.5
(ID: B077Y87PR3) John Wayne 10-Movie Collection [DVD] | Movies & TV > John Wayne Store > All Titles | 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."
}
|
B00K0MM4AM
|
Under The Skin [Blu-ray + Digital]
| 5
|
AHX4LU7RGJGRHPA2POHVNYYKHKJQ
|
overlapping_books_movies
|
B
|
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:
- Witness | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Official High Times Cannabis Cookbook: More Than 50 Irresistible Recipes That Will Get You High | Books > Cookbooks, Food & Wine > Cooking by Ingredient | Rating: 4.0
- Swansong (DI Nick Dixon Crime Book 4) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Gone The Next (Roy Ballard Mysteries Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Gray Matter (Thomas Prescott Book 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Lies to Die for (Max Larkin Detective Series Book 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Crooked Man: A Hard-Boiled but Humorous New Orleans Mystery (Tubby Dubonnet Series #1) (The Tubby Dubonnet Series) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Slow Curve on the Coquihalla (A Hunter Rayne Highway Mystery, Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
### User's movies History:
- The Man in the High Castle | Suspense > Drama > Historical | Rating: 5.0
- [Item: B003AZCYCE] | Unknown | Rating: 3.0
- [Item: B01CH2IDDE] | Unknown | Rating: 2.0
- [Item: B00RSGIVVO] | Unknown | Rating: 5.0
- [Item: B01EIM5SCU] | Unknown | Rating: 5.0
- [Item: B00MR9VDDA] | Unknown | Rating: 4.0
- [Item: B01J4SRJFW] | Unknown | Rating: 5.0
- [Item: B01J4SST1K] | Unknown | Rating: 5.0
- [Item: B00EC7W70S] | Unknown | Rating: 3.0
- [Item: B01AB17IGQ] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0B8NKL3QV) [Item: B0B8NKL3QV] | Unknown | Rating: 4.5
(ID: B07ZG3YGD9) [Item: B07ZG3YGD9] | Unknown | Rating: 3.5
(ID: B0748YD6HP) Dynasty: The Complete Series | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.7
(ID: B01730BK26) [Item: B01730BK26] | Unknown | Rating: 4.5
(ID: B006QRF312) [Item: B006QRF312] | Unknown | Rating: 4.4
(ID: B0000CGCXJ) Battlestar Galactica | Movies & TV > Studio Specials > Sci Fi Channel | Rating: 4.7
(ID: B00WKKV2IW) April Love [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00OPGTL2S) [Item: B00OPGTL2S] | Unknown | Rating: 4.8
(ID: B01DWNPLSC) [Item: B01DWNPLSC] | Unknown | Rating: 4.4
(ID: B000WDROYK) [Item: B000WDROYK] | Unknown | Rating: 4.5
(ID: B08T6R8QRR) [Item: B08T6R8QRR] | Unknown | Rating: 4.8
(ID: B07QCH7FZW) Barnwood Builders | Unscripted > Documentary > Special Interest | Rating: 4.7
(ID: B004WLJI0Q) [Item: B004WLJI0Q] | Unknown | Rating: 3.3
(ID: 6302032385) Reunion VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B005UD67IQ) Senna The Movie Special Edition 2xDVD (UK Region 2 Version) | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.8
(ID: B088GMJ38D) SWANS - Where Does A Body End? Deluxe Edition 2 Disc [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B000JYW5UK) Sasquatch Mountain | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B01NBIU84I) RiffTrax Live: Santa Claus Conquers the Martians | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B000FTCLTY) History of Texas Longhorns Football, The | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B00UVZIMW2) [Item: B00UVZIMW2] | Unknown | Rating: 3.8
(ID: B00VANC4C8) Get Hard (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B001KNLO88) Five Man Army - Peter Graves - Dario Argento | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.3
(ID: B00GJ0L9AA) [Item: B00GJ0L9AA] | Unknown | Rating: 4.7
(ID: B0088WFZQG) [Item: B0088WFZQG] | Unknown | Rating: 4.7
(ID: B017Y3V784) [Item: B017Y3V784] | Unknown | Rating: 2.7
(ID: B000059TPG) Street Fighter II V, Vol. 4 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B000I8OOXS) Rik Mayall Presents: The Complete First And Second Series [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B07N8SY6NJ) Bundy and the Green River Killer | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.8
(ID: B008U4S0SC) [Item: B008U4S0SC] | Unknown | Rating: 3.7
(ID: B00023BLXK) Dirty Dancing - Havana Nights | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B084ZNTSN1) [Item: B084ZNTSN1] | Unknown | Rating: 3.5
(ID: B0049ER1YQ) [Item: B0049ER1YQ] | Unknown | Rating: 4.9
(ID: B004GIURMI) [Item: B004GIURMI] | Unknown | Rating: 4.7
(ID: B099GPBQJF) The Outsider (1961) | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B0000U5ROO) Care Bears 3-Pack (Last Laugh / Bedtime Stories / To the Rescue) - Amazon.com Exclusive | Movies & TV > Boxed Sets > Kids & Family | Rating: 3.8
(ID: B001XUPF2O) [Item: B001XUPF2O] | Unknown | Rating: 4.7
(ID: B00MSR4XFG) Live and Let Live | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: 1569383456) Gilbert & Sullivan - The Mikado, The Pirates of Penzance, Iolanthe (Stratford Festival, Canada) [DVD] | Movies & TV > Musicals & Performing Arts > Classical | Rating: 3.7
(ID: B00005MP5N) Maisy Farm | Movies & TV > Movies | Rating: 4.0
(ID: B00N8MA9VM) [Item: B00N8MA9VM] | Unknown | Rating: 4.8
(ID: B0092SBMEO) Iranian Taboo; a Documentary By Reza Allamehzadeh (English Sub-title) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B075ZJFFJV) [Item: B075ZJFFJV] | Unknown | Rating: 4.7
(ID: B015XML1OS) [Item: B015XML1OS] | Unknown | Rating: 3.6
(ID: B07DNHX4JH) [Item: B07DNHX4JH] | Unknown | Rating: 5.0
(ID: B004GIICGG) Flying the P-51 Mustang - Classic Cockpits | Movies & TV > Genre for Featured Categories > Military & War | Rating: 3.9
(ID: B019H96LA2) Hymns | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.7
(ID: B00004WG5F) Sand Fairy VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.8
(ID: B008J4U1F8) [Item: B008J4U1F8] | Unknown | Rating: 4.3
(ID: B00UJ5MRWK) [Item: B00UJ5MRWK] | Unknown | Rating: 4.2
(ID: B00J5AB7Z8) [Item: B00J5AB7Z8] | Unknown | Rating: 4.8
(ID: B0091XT3BE) [Item: B0091XT3BE] | Unknown | Rating: 4.8
(ID: B000EHHEH6) N Farmers Market | Prime Video > Prime Video > TV | Rating: 4.5
(ID: B000IZVYZC) Much Ado About Nothing | Comedy > Drama > Emotional | Rating: 4.7
(ID: B00KWP6JOY) Scandal At Scourie (1953) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B07TZTNFXF) [Item: B07TZTNFXF] | Unknown | Rating: 4.6
(ID: B00005RDSQ) Atlantis - The Lost Empire | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.7
(ID: B005IQDD64) [Item: B005IQDD64] | Unknown | Rating: 3.8
(ID: B000ZJ2ZI6) Las Juanas | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.6
(ID: B004W1GB0G) [Item: B004W1GB0G] | Unknown | Rating: 3.9
(ID: B01G06T00S) Hidden Colors 4: The Religion Of White Supremacy | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.8
(ID: B01MFBS5MR) [Item: B01MFBS5MR] | Unknown | Rating: 4.5
(ID: B0000E69H9) The Lowrider Experience | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.9
(ID: B07BF2PQL5) Sunny Day | Movies & TV > Movies | Rating: 4.8
(ID: B079VQBQYK) [Item: B079VQBQYK] | Unknown | Rating: 4.8
(ID: B085RNM5SM) NCIS: The Seventeenth Season | Movies & TV > Paramount Home Entertainment | Rating: 4.8
(ID: B008I34YS0) The Nebraskan | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00SZJKWB0) Cheek To Cheek - Live DVD for All Region by Tony Bennett And Lady Gaga | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B07DL8TNGX) The Predator (2018) [4K UHD] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(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: B0743LB6DK) [Item: B0743LB6DK] | Unknown | Rating: 4.2
(ID: B01N1U3LZC) [Item: B01N1U3LZC] | Unknown | Rating: 4.2
(ID: B07T1G32HW) ALADDIN | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.5
(ID: B00SI46ATA) [Item: B00SI46ATA] | Unknown | Rating: 4.5
(ID: B000HDR87S) Everybody Hates Chris: Season 1 | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 4.8
(ID: B001DJ7PW8) Rivalry Series: Ohio State Beats Michigan | Movies & TV > Boxed Sets > Sports | Rating: 4.4
(ID: B0000B1OD8) Riverdance - Live from Geneva | Movies & TV > Music Artists > Riverdance | Rating: 4.3
(ID: B01FTCPIWI) [Item: B01FTCPIWI] | Unknown | Rating: 2.7
(ID: B00LFG00X0) Dom Hemingway Extended Preview | Comedy > Drama > Dark | Rating: 2.7
(ID: B0007LLPXI) Rookie of the Year | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B0001MDQ7Q) Cypress Hill - The Ultimate Video Collection | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B009JW1BNK) [Item: B009JW1BNK] | Unknown | Rating: 4.5
(ID: B01CZO2TB6) [Item: B01CZO2TB6] | Unknown | Rating: 4.6
(ID: B00A5IYGZC) [Item: B00A5IYGZC] | Unknown | Rating: 4.7
(ID: B0015YY740) Bugsy Malone [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B0011UMC4K) The Ghost & Mrs. Muir (TV Series) | Movies & TV > First to Know > Television | Rating: 4.5
(ID: B00UHCNTQS) [Item: B00UHCNTQS] | Unknown | Rating: 4.6
(ID: B07KPR3GDX) [Item: B07KPR3GDX] | Unknown | Rating: 4.2
(ID: B078F5Q9MB) [Item: B078F5Q9MB] | Unknown | Rating: 4.6
(ID: B007NF0AUA) [Item: B007NF0AUA] | Unknown | Rating: 3.8
(ID: B07HHM46HF) [Item: B07HHM46HF] | Unknown | Rating: 4.3
(ID: B001LRL4X8) Pucca: Sooga Super Squad | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B0051491AU) [Item: B0051491AU] | Unknown | Rating: 4.7
(ID: B0136J9M64) [Item: B0136J9M64] | Unknown | Rating: 4.6
(ID: B002XW0ZXU) [Item: B002XW0ZXU] | Unknown | Rating: 3.0
(ID: B009NNM9TU) 42 | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B07M68GS17) [Item: B07M68GS17] | Unknown | Rating: 4.0
(ID: B08NC1RKY3) [Item: B08NC1RKY3] | Unknown | Rating: 2.8
(ID: B01N4F4Y46) Shopkins Season 6 Chef Club 12 Pack Set 8 | Movies & TV > TV | Rating: 4.5
(ID: B00AUOUG8W) [Item: B00AUOUG8W] | Unknown | Rating: 4.8
(ID: B09DM8YT18) Vanilla Sky | Movies & TV > Blu-ray > Movies | 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."
}
|
B00UJ5MRWK
|
[Item: B00UJ5MRWK]
| 3
|
AFVJSKAHNHHRMQXOGGLI4GKWVMEA
|
overlapping_books_movies
|
B
|
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:
- Art 2015 Gallery Calendar | Books > Calendars > Arts | Rating: 3.0
- Cute Overload Page-A-Day Calendar 2011 | Books > Humor & Entertainment > Humor | Rating: 3.0
- Eden's Outcasts: The Story of Louisa May Alcott and Her Father | Books > Biographies & Memoirs > Arts & Literature | Rating: 5.0
- My Sister's Keeper: A Novel (Wsp Readers Club) | Books > Politics & Social Sciences > Politics & Government | Rating: 3.0
- Ya-Yas in Bloom | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- A Patriot's Handbook: Songs, Poems, Stories, and Speeches Celebrating the Land We Love | Books > Literature & Fiction > History & Criticism | Rating: 5.0
### User's movies History:
- The Office: Season 2 | Movies & TV > Award Winners in Movies & TV > Emmy Central | Rating: 5.0
- Rudolph the Red-Nosed Reindeer & the Island of Misfit Toys [DVD] | Movies & TV > Featured Categories > DVD | Rating: 1.0
- Two Brothers (Widescreen Edition) | Movies & TV > Movies & TV Holiday Wishlist | Rating: 5.0
- Top of the World Tour Live | Movies & TV > Featured Categories > DVD | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000GIXLXE) Gormenghast (Dbl DVD) (Repackaged) | Movies & TV > BBC > All BBC Titles | Rating: 4.5
(ID: B000LRC5RS) Revelation Revealed: Verse by Verse... | Movies & TV > Movies | Rating: 4.2
(ID: B0B1443NM1) [Item: B0B1443NM1] | Unknown | Rating: 4.4
(ID: B07YF29V64) [Item: B07YF29V64] | Unknown | Rating: 4.7
(ID: B071RMS2HH) [Item: B071RMS2HH] | Unknown | Rating: 1.0
(ID: 0876046189) Six-Sensory Living: Walking the Psychic Pathway | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: 6302035074) Last House on the Left [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B01LXE2RD6) [Item: B01LXE2RD6] | Unknown | Rating: 4.7
(ID: 156585697X) The Theory of Evolution: A History of Controversy | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00BL9NQ00) Steve McQueen: 4 Film Favorites (The Hunter, Nevada Smith, Bullit, Papillon) | Movies & TV > Boxed Sets > Action & Adventure | Rating: 4.7
(ID: B001AEF6AY) The Office: Season 4 | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.9
(ID: B0031L5CR6) Expedition Great White | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B00NT96346) Live In Memphis | Movies & TV > Movies | Rating: 4.0
(ID: B0829G1C4R) [Item: B0829G1C4R] | Unknown | Rating: 3.7
(ID: B00006FDG1) Festival in Cannes VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.7
(ID: B07581QS6T) [Item: B07581QS6T] | Unknown | Rating: 4.8
(ID: B003A3T5DM) Lisa Lampanelli: Take It Like A Man | Arts, Entertainment, and Culture > Music Videos and Concerts | Rating: 4.5
(ID: B000WHS742) One Down, Two to Go (1982) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B000UP87X2) Pumpkin Scissors, Vol. 1: Honor and Blood [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B08D6283K7) Mythica: The Godslayer | Science Fiction > Drama > Ambitious | Rating: 4.3
(ID: B08NPC75Y5) Silent Trigger | Suspense > Drama > Outlandish | Rating: 3.6
(ID: B016Q40P5S) [Item: B016Q40P5S] | Unknown | Rating: 3.1
(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: B07235XF2W) Fairy Tail: Collection Nine | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B081QW913B) [Item: B081QW913B] | Unknown | Rating: 3.4
(ID: B00VE6XS1M) [Item: B00VE6XS1M] | Unknown | Rating: 3.2
(ID: B003XL01T8) Ruby / Kiss of the Tarantula (70's Drive-In Horror Double Feature) | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.0
(ID: B005QODEEE) ICE AGE: A MAMMOTH CHRISTMAS | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.7
(ID: B00DYQDCFW) [Item: B00DYQDCFW] | Unknown | Rating: 4.5
(ID: B0046A9RN6) Shrek Forever After (Single-Disc Edition) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B0000AOV6X) Spiderbabe | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.0
(ID: B075LRXHST) [Item: B075LRXHST] | Unknown | Rating: 3.0
(ID: B07TTTS3TD) [Item: B07TTTS3TD] | Unknown | Rating: 4.0
(ID: B001UNY0Q6) [Item: B001UNY0Q6] | Unknown | Rating: 4.6
(ID: B004SEUJBE) Chicago (Fullscreen Edition) | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B001U6YI92) The Good, the Bad and the Ugly (Two-Disc Blu-ray/DVD Combo in Blu-ray Packaging) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B01N47BB16) The Mummy (1999) [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B0060CUHWI) [Item: B0060CUHWI] | Unknown | Rating: 4.8
(ID: B01B8FAO9M) [Item: B01B8FAO9M] | Unknown | Rating: 4.7
(ID: B0009ML1Z2) Throw Momma From the Train | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.6
(ID: B07DB3GZJ6) [Item: B07DB3GZJ6] | Unknown | Rating: 4.3
(ID: B004GFCFN0) [Item: B004GFCFN0] | Unknown | Rating: 4.6
(ID: 6300213064) Star Trek - The Original Series, Episode 2: Where No Man Has Gone Before VHS | Movies & TV > Science Fiction & Fantasy | Rating: 4.0
(ID: B002WYE2N8) [Item: B002WYE2N8] | Unknown | Rating: 3.6
(ID: B007CMFLEE) Reel Rock Film Tour 2011 | Movies & TV > Genre for Featured Categories > Sports | Rating: 5.0
(ID: B00U0SSDYW) The Train | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B00VM2Z79O) [Item: B00VM2Z79O] | Unknown | Rating: 4.1
(ID: B0035Q638Y) Jim Henson's The Song of the Cloud Forest and Other Earth Stories | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.4
(ID: B001JV5BA8) I Do | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B0009P42SC) Steamboy - Director's Cut (DVD Gift Set) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.4
(ID: B004ZJZQF6) Backdraft [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B09FS63TMV) [Item: B09FS63TMV] | Unknown | Rating: 4.6
(ID: 193648871X) Jonathan Cahn's Biblical Teachings - Volume 2 (3 DVD Set) | Movies & TV > Genre for Featured Categories > Faith & Spirituality | Rating: 4.5
(ID: B006JN8770) Transformers: Prime - Season One | Movies & TV > Boxed Sets > Television | Rating: 4.8
(ID: B08LB3B81N) [Item: B08LB3B81N] | Unknown | Rating: 4.6
(ID: B001CY2LQY) In-Fisherman Crankbait Craft DVD | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.6
(ID: B08NFJWLQ5) [Item: B08NFJWLQ5] | Unknown | Rating: 4.8
(ID: B01DYZ6NFS) Camel Rock & Roll Dance Party | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.0
(ID: B0018CMJNU) One West Waikiki | Movies & TV > First to Know > Television | Rating: 5.0
(ID: B00NTT3286) Nature Collection | Documentary | Rating: 4.4
(ID: B08Z7KVRTK) [Item: B08Z7KVRTK] | Unknown | Rating: 3.0
(ID: B000062XEM) Walk Away the Pounds 2-Pack: Super Fat Burning + Get Up and Get Started High Calorie Burn [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.3
(ID: B08CPBHZJ8) Jaws 3-Movie Collection [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00LOPHH6K) Annedroids | Science Fiction > Action > Kids | Rating: 4.6
(ID: B002BKU8HC) Karaoke: RANCHERAS Volume 2 | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 3.6
(ID: B09YT31JND) [Item: B09YT31JND] | Unknown | Rating: 4.6
(ID: B088MHK2Z2) [Item: B088MHK2Z2] | Unknown | Rating: 4.2
(ID: B07DHYNJKS) [Item: B07DHYNJKS] | Unknown | Rating: 4.7
(ID: B07CG1QP96) Annihilation / Arrival Double Feature | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B000EW73V8) CURIOUS GEORGE FLIES A KITE & OTHER ADVENTURES | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 5.0
(ID: B07BFGJM3M) Travelers: Season One | Movies & TV > Movies | Rating: 4.4
(ID: B00FO1Y7HC) [Item: B00FO1Y7HC] | Unknown | Rating: 4.5
(ID: B008N3D5R6) [Item: B008N3D5R6] | Unknown | Rating: 4.5
(ID: B079VDJ5ZH) [Item: B079VDJ5ZH] | Unknown | Rating: 3.3
(ID: B000GY729C) Peel: The Peru Project - A Surf Odyssey | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.9
(ID: B08SPSXG1Y) Mackintosh And T.J. | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.7
(ID: B00DFYZ2VA) [Item: B00DFYZ2VA] | Unknown | Rating: 4.1
(ID: B06VXL143V) [Item: B06VXL143V] | Unknown | Rating: 2.8
(ID: B07NMT5213) [Item: B07NMT5213] | Unknown | Rating: 3.5
(ID: B07CL79FDJ) In Another World with My Smartphone: The Complete Series [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B000AM4PK4) Vlad | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.2
(ID: B09RQDB4HB) Monster Portal | Suspense > Horror > Drama | Rating: 3.0
(ID: B00HZU0K6W) [Item: B00HZU0K6W] | Unknown | Rating: 4.5
(ID: B07L43C6QN) [Item: B07L43C6QN] | Unknown | Rating: 3.5
(ID: B0147IWHRY) [Item: B0147IWHRY] | Unknown | Rating: 2.4
(ID: B00004R99T) Pocahontas II: Journey to a New World [VHS] | Movies & TV > Disney Home Video > By Age | Rating: 4.5
(ID: B00SH0BILA) [Item: B00SH0BILA] | Unknown | Rating: 3.9
(ID: B000XBBT74) [Item: B000XBBT74] | Unknown | Rating: 3.4
(ID: B00FIO27RM) [Item: B00FIO27RM] | Unknown | Rating: 3.5
(ID: B00AH86266) Ghastly - Korean movie with English subtitle | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B01BK8EJYI) [Item: B01BK8EJYI] | Unknown | Rating: 4.2
(ID: B07X926J25) [Item: B07X926J25] | Unknown | Rating: 3.7
(ID: B00I2WHW40) [Item: B00I2WHW40] | Unknown | Rating: 3.5
(ID: B009LAH1K2) [Item: B009LAH1K2] | Unknown | Rating: 3.9
(ID: 6300208435) High School Confidential VHS | Movies & TV > Cult Movies > Landmark Cult Classics | Rating: 4.2
(ID: B000W8OM8Q) Threshold | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.4
(ID: B01C01RBSU) [Item: B01C01RBSU] | Unknown | Rating: 3.0
(ID: B08957M2VZ) Madagascar "Everything and the Kitchen Sink" Ultimate Collection | Movies & TV > Movies | Rating: 4.9
(ID: B014A4PYOI) Catfight (English Subtitled) | Comedy | Rating: 2.5
(ID: B07QZV3MDL) MegaloBox Season 1 (Limited Edition BD) [Blu-ray] | Movies & TV > Blu-ray > TV | 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."
}
|
B0B1443NM1
|
[Item: B0B1443NM1]
| 5
|
AEFOUOVN43CDAWXVMYNWY6FJENVQ
|
overlapping_books_movies
|
B
|
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 Book of Spies: A Novel (The Judd Ryder Books 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Order to Kill: A Novel (Mitch Rapp Book 15) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Gender Experiment: A Medical Military Speculative Thriller | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Once Dead (The Rho Agenda Inception Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Lions of Lucerne (The Scot Harvath Series Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Covert Reich | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
### User's movies History:
- [Item: B0188NMZ9O] | Unknown | Rating: 4.0
- [Item: B00HZ3C4N6] | Unknown | Rating: 3.0
- Marvel's The Avengers | Science Fiction > Adventure > Ambitious | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B00TJRSHUU) When Dinosaurs Ruled the Earth (1970, Ntsc, All Region, Import) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B001120R4U) The Good German | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00002SSKH) Corrina, Corrina | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B0013D8LEA) The Fall Of The Roman Empire (Three-Disc Limited Collector's Edition) | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B01GULLI4Y) They Might Be Giants | Comedy > Suspense | Rating: 4.4
(ID: B000A2X9YW) Backyardigans - It's Great to be a Ghost [VHS] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.7
(ID: B000HXDWSC) The Battle of Iwo Jima | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: B00UJYCXOS) [Item: B00UJYCXOS] | Unknown | Rating: 4.2
(ID: B01M66UQR4) [Item: B01M66UQR4] | Unknown | Rating: 4.6
(ID: B0892B4D83) Toto the Hero [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B07D9T14CN) [Item: B07D9T14CN] | Unknown | Rating: 4.4
(ID: B0000C23HO) Elaine Stritch at Liberty [DVD] | Movies & TV > Broadway > Musicals | Rating: 4.6
(ID: B01KMVO6NS) The Darkness | Suspense > Horror > Dark | Rating: 4.2
(ID: B08F4XPHD5) [Item: B08F4XPHD5] | Unknown | Rating: 3.9
(ID: B000V6FVKM) Between the Lions Season 1 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00TNSRAN0) [Item: B00TNSRAN0] | Unknown | Rating: 4.4
(ID: B0149W74F8) [Item: B0149W74F8] | Unknown | Rating: 4.2
(ID: B00ESL6GMI) The Mod Squad Season 5 Volume Two | Movies & TV > Boxed Sets > Television | Rating: 4.2
(ID: 1629972614) Archaeology: An Introduction to the World's Greatest Sites | Movies & TV > Movies | Rating: 3.8
(ID: 6304765142) Wild Rebels [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 2.3
(ID: B00F91GOX2) [Item: B00F91GOX2] | Unknown | Rating: 4.6
(ID: B00APO2G80) [Item: B00APO2G80] | Unknown | Rating: 3.4
(ID: B08YY1JRNL) 1066: The Year That Changed Everything | Documentary > Special Interest | Rating: 4.3
(ID: B06Y48VMR3) [Item: B06Y48VMR3] | Unknown | Rating: 4.7
(ID: B0741R8SG7) RESIDENT EVIL VENDETTA 4K/Blu-ray/Bonus Blu-ray/Digital HD Steelbook (Limited Edition 4K Steelbook) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B094Q5L8DJ) [Item: B094Q5L8DJ] | Unknown | Rating: 4.1
(ID: B009699JX0) [Item: B009699JX0] | Unknown | Rating: 3.6
(ID: B00F4JQY2A) [Item: B00F4JQY2A] | Unknown | Rating: 4.7
(ID: B000050GQ4) Oliver! | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.7
(ID: 6305203105) Hobbit | Movies & TV > Science Fiction & Fantasy | Rating: 4.0
(ID: B00000G3DZ) The Landlady | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.7
(ID: B00NC9TSY0) The Device | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.3
(ID: B004HGJCA2) [Item: B004HGJCA2] | Unknown | Rating: 4.6
(ID: B000WE5GKI) Kidel, Mark - Joe Zawinul | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.7
(ID: B0B3GQFVS6) Jurassic World Dominion - Blu-ray + DVD + Digital | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00004ZEPP) Barney - Be My Valentine VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B01GGLMF04) [Item: B01GGLMF04] | Unknown | Rating: 3.6
(ID: B000QUM3FY) [Item: B000QUM3FY] | Unknown | Rating: 4.4
(ID: B003L7XBE6) Baywatch: Season Four | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.4
(ID: B07986VQSS) [Item: B07986VQSS] | Unknown | Rating: 3.6
(ID: B0B8HR6W6Q) The Story of Home | Unscripted > Special Interest | Rating: 4.5
(ID: B0042VWQRS) [Item: B0042VWQRS] | Unknown | Rating: 4.3
(ID: B07Y4S866Z) Ardour VANAABBDD Shades of Blue - Season 3 | Movies & TV > TV | Rating: 4.8
(ID: B00B7YL2E6) Beyond | Science Fiction > Horror > Special Interest | Rating: 3.2
(ID: B088B7NPG2) The Queen's Corgi | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.0
(ID: B000K7VHTQ) The Tom Hanks Comedy Favorites Collection (The Money Pit / The Burbs / Dragnet) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0000E6FOK) John Mayall and the Bluesbreakers - 70th Birthday Concert | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B07PMFYKDZ) [Item: B07PMFYKDZ] | Unknown | Rating: 4.3
(ID: B000NOIVTU) The Perfect Marriage | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.7
(ID: 0990794369) Tom Hegna Talks About Guaranteed Lifetime Income | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B0798V3BMN) Homeland Season 1-6 Bundle | Movies & TV > Movies | Rating: 4.3
(ID: B079MKCRLC) [Item: B079MKCRLC] | Unknown | Rating: 4.7
(ID: B07GZYTNVW) [Item: B07GZYTNVW] | Unknown | Rating: 5.0
(ID: B08MBDGY1T) [Item: B08MBDGY1T] | Unknown | Rating: 2.5
(ID: B01HB28ZSI) [Item: B01HB28ZSI] | Unknown | Rating: 4.4
(ID: B07CH9LG67) [Item: B07CH9LG67] | Unknown | Rating: 3.5
(ID: B074R64BPB) Blessed: Hymns And Songs Of Faith | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B006Z493WQ) [Item: B006Z493WQ] | Unknown | Rating: 3.8
(ID: B00AMHFQWI) Yes - And You & I: A Musical Documentary | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B06WWNZTWS) T-Tapp Barefoot Basic Plus | Movies & TV > TV | Rating: 3.6
(ID: B00005N91J) Roughnecks - The Starship Troopers Chronicles - The Tesca Campaign | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.5
(ID: B00QSMFS2E) Saving Westbrook High | Movies & TV > Independently Distributed > Drama | Rating: 4.7
(ID: B00F5GFWB6) Que te ha dado esa mujer [NTSC/Region 1&4 dvd. Import - Latin America] Pedro Infante (Subtitles: English, Portuguese, French) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B01E4GI4LW) Jackie Chan's First Strike | Suspense > Comedy > Exciting | Rating: 4.7
(ID: 6305051089) Price Above Rubies VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B00AD4KE8G) Rebecca DVD - Hitchcock <Ff> (1940) Laurence Olivier, Joan Fontaine <Strong> | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B011VXPFSQ) [Item: B011VXPFSQ] | Unknown | Rating: 4.6
(ID: B07RN37QFV) The Death and Return of Superman: The Complete Film Collection Giftset (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B08QF2ZG9V) Jew Suss : Rise And Fall | Action > Drama > Emotional | Rating: 4.1
(ID: B000PC72TA) What Not To Wear Season 3 - Episode 40: Worst Dressed Woman on the Rise | Movies & TV > Discovery Channel > Channels | Rating: 2.4
(ID: B008Y6T5VW) [Item: B008Y6T5VW] | Unknown | Rating: 4.8
(ID: B00009KU7Q) Frida Kahlo - La Cinta que Envuelve una Bomba (The Ribbon That Ties the Bomb) [DVD] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.1
(ID: B001EMPLGQ) Lords of Dogtown - Unrated Extended Cut | Movies & TV > Movies | Rating: 4.8
(ID: B004RQDBEU) The Comancheros (50th Anniversary Edition) [Blu-ray Book] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B01INNMZ80) American Guinea Pig: Bloodshock Blu-ray/DVD/CD | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B001QYOSEI) Susan Slade | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B01M5D29LB) [Item: B01M5D29LB] | Unknown | Rating: 4.5
(ID: B011MHT3G6) [Item: B011MHT3G6] | Unknown | Rating: 4.5
(ID: B07D5952RB) Trench 11 | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.9
(ID: B000PMGR9Q) March of the Penguin | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B001JNNE1O) A History of Violence | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B01JJUC9CS) The Andy Griffith Show: Christmas Special | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.8
(ID: B00A3717C0) Battlestar Galactica: Blood & Chrome | Movies & TV > Studio Specials > Sci Fi Channel | Rating: 4.6
(ID: B07N9K45DQ) Hallmark Collection 4 (The Art of Us/Like Cats and Dogs/Love Once and Always) | Movies & TV > Movies | Rating: 4.5
(ID: B00B034QTM) The Lucy Collection (Gift Box) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.6
(ID: B005QWM38E) [Item: B005QWM38E] | Unknown | Rating: 4.3
(ID: B00P7PFT22) [Item: B00P7PFT22] | Unknown | Rating: 4.2
(ID: 6301254759) Secrets of the Unknown: Pyramids | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: B07J33Q4RC) Better Call Saul - Season 04 [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00003ETNM) Life Beyond Earth [VHS] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.6
(ID: B01J6VDEGK) Real Murders: An Aurora Teagarden Mystery | Suspense > Drama > Charming | Rating: 4.7
(ID: B0915BLFCG) The Game Changers | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.6
(ID: B00EYTDHV2) The Stories of O (Parts 1 & 2) - 2-DVD Set ( Histoire d'O / Histoire d'O: Chapitre 2 ) ( The Story of O / The Story of O 2 ) [ NON-USA FORMAT, PAL, Reg.0 Import - Denmark ] | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B004YHPKIM) [Item: B004YHPKIM] | Unknown | Rating: 4.3
(ID: 6304424841) 8 Minute Buns/Bonus 8 Minute Thighs VHS | Movies & TV > Featured Categories | Rating: 4.1
(ID: B076HWCRP1) The Spring | Documentary | Rating: 3.7
(ID: B00HG19Q0Q) [Item: B00HG19Q0Q] | Unknown | Rating: 4.5
(ID: B074NZQ2WD) [Item: B074NZQ2WD] | Unknown | Rating: 4.5
(ID: B074J4TLWR) Biker Boyz | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B004D3RD1Y) [Item: B004D3RD1Y] | 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."
}
|
B0000E6FOK
|
John Mayall and the Bluesbreakers - 70th Birthday Concert
| 5
|
AHOZOUBX5VNOEKKO5KFT43HEPPPA
|
overlapping_books_movies
|
B
|
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:
- 1Q84: A novel | Books > Science Fiction & Fantasy > Fantasy | Rating: 1.0
- Intel Wars: The Secret History of the Fight Against Terror | Books > Politics & Social Sciences > Politics & Government | Rating: 3.0
- The Singularity Is Near: When Humans Transcend Biology | Books > Computers & Technology > Computer Science | Rating: 1.0
- Bicycle Diaries | Books > Reference > Writing, Research & Publishing Guides | Rating: 3.0
- Ghost Wars: The Secret History of the CIA, Afghanistan, and Bin Laden, from the Soviet Invasion to September 10, 2001 | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
- The Human Factor: Inside the CIA's Dysfunctional Intelligence Culture (Encounter Broadsides) | Books > Politics & Social Sciences > Politics & Government | Rating: 4.0
- American Prometheus: The Triumph and Tragedy of J. Robert Oppenheimer | Books > Biographies & Memoirs > Historical | Rating: 5.0
### User's movies History:
- L.A. Confidential | Suspense > Drama > Gritty | Rating: 5.0
- [Item: B01EIM5NGG] | Unknown | Rating: 4.0
- [Item: B07GDRKPGX] | Unknown | Rating: 5.0
- Blade Runner 2049 | Science Fiction > Fantasy > Atmospheric | Rating: 4.0
- Whiplash [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 1.0
- [Item: B001OGWY1W] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B000FC2FX8) Tsotsi [DVD] | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.5
(ID: B000BKVS6E) El Cielo Y Tu | Movies & TV > 4-for-3 DVD | Rating: 4.2
(ID: B01530383M) The Amazing Race | Unscripted > Sports > Adventure | Rating: 4.4
(ID: B00PT3AAEO) Innocent Thing / Thorn (Korean Movie , English Sub, All Region DVD) | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B001NYABQA) [Item: B001NYABQA] | Unknown | Rating: 4.6
(ID: B00ZKEKN62) [Item: B00ZKEKN62] | Unknown | Rating: 3.8
(ID: B06XGXD5LL) [Item: B06XGXD5LL] | Unknown | Rating: 4.5
(ID: B09NKWBFX2) [Item: B09NKWBFX2] | Unknown | Rating: 3.9
(ID: B09854W2J6) [Item: B09854W2J6] | Unknown | Rating: 4.1
(ID: B0773QX5HG) Planet Earth II & Blue Planet II 4K 2017 | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B0014TEWNW) [Item: B0014TEWNW] | Unknown | Rating: 4.7
(ID: B000GI36BG) PixelProtector Edition V2 | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B0721CLJC1) [Item: B0721CLJC1] | Unknown | Rating: 4.6
(ID: B0017JKEL8) Mad Men: Season 1 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B01LQZTJAO) [Item: B01LQZTJAO] | Unknown | Rating: 3.1
(ID: B001AMTTVS) [Item: B001AMTTVS] | Unknown | Rating: 4.6
(ID: B00JRB01RK) Jarhead 2: Field of Fire | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B008Y72VKI) [Item: B008Y72VKI] | Unknown | Rating: 3.5
(ID: B001MEJYAK) Martyrs [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B000HKCSTY) How To Play Banjo For Beginners - Learn Bluegrass Banjo Lessons Tuning, Chords and Classic Songs on Your 5 String Banjo with this Instructional DVD. | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B0012HF5NC) [Item: B0012HF5NC] | Unknown | Rating: 4.7
(ID: B008PZGPMO) [Item: B008PZGPMO] | Unknown | Rating: 4.1
(ID: B08F6JZ315) The Ipcress File | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00005NOM5) Bedazzled [Region2] Requires a Multi Region Player | Movies & TV > Movies | Rating: 4.7
(ID: B0847JKYY3) Grave of the Fireflies | Movies & TV > Movies | Rating: 4.8
(ID: B08F6MNFH8) [Item: B08F6MNFH8] | Unknown | Rating: 3.8
(ID: B09J1NSJD2) [Item: B09J1NSJD2] | Unknown | Rating: 4.1
(ID: B01BD6Y1MW) [Item: B01BD6Y1MW] | Unknown | Rating: 3.1
(ID: B000RMJ5QQ) Great Railroad Adventures: Scandinavian Train Journeys [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B075FDVKRW) [Item: B075FDVKRW] | Unknown | Rating: 4.2
(ID: B003EYDU42) [Item: B003EYDU42] | Unknown | Rating: 4.4
(ID: B00AICC5C6) Certified Pediatric Emergency Nurse Educator Kit - CPEN | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B001BM2C66) [Item: B001BM2C66] | Unknown | Rating: 4.6
(ID: B0091C6LD8) [Item: B0091C6LD8] | Unknown | Rating: 4.7
(ID: B001QW6XM0) True Crime | Drama > Suspense > Bold | Rating: 4.5
(ID: B01I67DX0M) [Item: B01I67DX0M] | Unknown | Rating: 2.7
(ID: B004AILAFC) Triggerman [DVD] | Movies & TV > Genre for Featured Categories > Westerns | Rating: 3.8
(ID: B002HW5FWC) CHS Essential BluRay Concert Giftset (Motley Crue: Carnival of Sins / Ozzfest: 10th Anniversary / New Orleans Concert: Music of America's Soul) [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 2.0
(ID: B011MFBV04) [Item: B011MFBV04] | Unknown | Rating: 3.2
(ID: B00MB6L55K) [Item: B00MB6L55K] | Unknown | Rating: 4.1
(ID: B00005MM69) Double Dragon | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.5
(ID: B00AMSLDT2) Hotel For Dogs / Best In Show (DBFE) | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: 6304277539) Maximum Impact 1997 [VHS] | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.4
(ID: B004C7V4MK) [Item: B004C7V4MK] | Unknown | Rating: 4.5
(ID: B01JB6X0PA) [Item: B01JB6X0PA] | Unknown | Rating: 4.4
(ID: B005HBVCD6) Back to the Future (Import) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B006V7G0ZU) 101 Mukesh Hits Solo & Duets Forever Cyber Monday | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B0031O471K) Othello (1995) | Drama > Romance > Anxious | Rating: 4.5
(ID: B005IF160U) [Item: B005IF160U] | Unknown | Rating: 3.5
(ID: B01LWJMASS) [Item: B01LWJMASS] | Unknown | Rating: 4.6
(ID: B0032JHWYI) [Item: B0032JHWYI] | Unknown | Rating: 4.0
(ID: B09TJ4SJM1) [Item: B09TJ4SJM1] | Unknown | Rating: 4.0
(ID: B002XUBDZ6) The Running Man [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B0000BV1Z7) Sea Marks (Broadway Theatre Archive) | Movies & TV > Broadway > Broadway Theatre Archive | Rating: 4.8
(ID: B000E371EQ) A&E Home Video: American Justice: Death Penalty | Movies & TV > A&E Home Video > All A&E Titles | Rating: 5.0
(ID: B0168TQEV0) [Item: B0168TQEV0] | Unknown | Rating: 4.1
(ID: B006DJNPCC) Karlson, Kotoriy Zhiviot na Kryshe / Vinni Pux I Vse, Vse, Vse - Karlson On The Roof, Karlson Returns & Winnie The Pooh Trilogy DIGITALLY REMASTERED VIDEO & AUDIO [NTSC DVD] Russian Audio - English Subtitles | Movies & TV > Featured Categories > DVD | Rating: 3.2
(ID: B010ND1IH2) [Item: B010ND1IH2] | Unknown | Rating: 4.7
(ID: B076B4SRH2) [Item: B076B4SRH2] | Unknown | Rating: 4.6
(ID: B08WHDFXWX) Death in Paradise (Series 1-9) - 18-DVD Box Set ( Death in Paradise - Series One to Nine ) [ NON-USA FORMAT, PAL, Reg.0 Import - Netherlands ] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00MYRFADE) The Empress Ki (PMP Version Complete Series, All Zone, Good English Sub, Korean Drama) | Movies & TV > TV | Rating: 4.8
(ID: B00LB3L2MK) [Item: B00LB3L2MK] | Unknown | Rating: 4.2
(ID: B016J408S4) [Item: B016J408S4] | Unknown | Rating: 4.6
(ID: B01N41UZHM) [Item: B01N41UZHM] | Unknown | Rating: 3.9
(ID: B0000W5JAY) The Callas Conversations, Vol. 1 [DVD] | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.9
(ID: B077H7396S) The Star | Comedy > Animation > Inspiring | Rating: 4.9
(ID: B00009N83Y) City Heat [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B004V8W50A) UConn 2011 National Basketball Championship | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.9
(ID: B00FN8PPNQ) [Item: B00FN8PPNQ] | Unknown | Rating: 4.3
(ID: B000MDDSB8) [Item: B000MDDSB8] | Unknown | Rating: 4.6
(ID: B08HT86TZ4) The Office: The Complete Series [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B0073JVA9Q) [Item: B0073JVA9Q] | Unknown | Rating: 3.6
(ID: B00VFSL2ZI) [Item: B00VFSL2ZI] | Unknown | Rating: 3.7
(ID: B0949S4PG6) [Item: B0949S4PG6] | Unknown | Rating: 5.0
(ID: B09HY6SK2M) [Item: B09HY6SK2M] | Unknown | Rating: 4.3
(ID: B08N6Z2QK4) [Item: B08N6Z2QK4] | Unknown | Rating: 3.5
(ID: B016J3YPW0) [Item: B016J3YPW0] | Unknown | Rating: 4.5
(ID: B004ZJ9VDO) thirtysomething - Season 1, Volume 2 - 11 Episode Set | Movies & TV > TV | Rating: 4.5
(ID: B005OA6QY0) The Devil's Double [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B00365QSHU) Anaconda/Ghosts of Mars (Special Edition) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: 6305045429) Wacky World of Doctor Morgus [VHS] | Movies & TV > Cult Movies > Sci-Fi & Fantasy | Rating: 4.5
(ID: B0011YTYU6) Enspelled | Movies & TV > Movies | Rating: 4.2
(ID: B009MUW7DM) [Item: B009MUW7DM] | Unknown | Rating: 4.7
(ID: B01N7K1IUQ) [Item: B01N7K1IUQ] | Unknown | Rating: 4.6
(ID: B002QSUIAG) [Item: B002QSUIAG] | Unknown | Rating: 4.0
(ID: B07RK1H9C1) [Item: B07RK1H9C1] | Unknown | Rating: 4.2
(ID: B01F8HMIOA) Mr. What | Drama > Kids | Rating: 3.8
(ID: 1573301264) Yo-Yo Ma - Inspired by Bach No. 2, The Sound of the Carceri Cello Suite 2 VHS | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.0
(ID: B076MG35P9) [Item: B076MG35P9] | Unknown | Rating: 4.8
(ID: B000BPL2EW) 'Allo, 'Allo! Complete Series Four [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B07YQ72XZT) [Item: B07YQ72XZT] | Unknown | Rating: 4.8
(ID: B002UERXJU) Ken Burns: National Parks Set - America's Best Idea (Set of 6 DVDs Plus CD Soundtrack) | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B0896T372R) [Item: B0896T372R] | Unknown | Rating: 4.8
(ID: B01MRANFRK) Game of Thrones: Season 1 - 2 (2pk/VivaSlipcase/DVD) | Movies & TV > HBO > All HBO Titles | Rating: 4.7
(ID: B003Y2WMNY) [Item: B003Y2WMNY] | Unknown | Rating: 4.5
(ID: B000B8QG4A) Lady and the Tramp (Two-Disc 50th Anniversary Platinum Edition) | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.8
(ID: B000087F7R) The Man from Elysian Fields | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.1
(ID: B004NWPY6Q) Pale Flower (The Criterion Collection) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0028J00M4) Bender Ball: The Bender Method of Core Training | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.8
(ID: B002Q4GITK) The Pelican Brief | Movies & TV > Studio Specials > Warner Home Video | 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."
}
|
B076MG35P9
|
[Item: B076MG35P9]
| 4
|
AHZ5Y6EHYJIZNRURXH5FE5EZL2IA
|
overlapping_books_movies
|
B
|
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:
- Big Book of Backing Tracks: 200 High-Quality Play-Along Tracks in All Styles | Books > Arts & Photography > Music | Rating: 2.0
- Amped: The Illustrated History of the World's Greatest Amplifiers | Books > Arts & Photography > Music | Rating: 5.0
- George Washington's Secret Six: The Spy Ring That Saved the American Revolution | Books > History > Americas | Rating: 4.0
- Switching to the Mac: The Missing Manual, Lion Edition (Missing Manuals) | Books > Computers & Technology > Hardware & DIY | Rating: 2.0
- Proof of Heaven: A Neurosurgeon's Journey into the Afterlife | Books > Medical Books > Medicine | Rating: 3.0
- Shanghai Girls: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Swerve: How the World Became Modern | Books > Arts & Photography > History & Criticism | Rating: 3.0
### User's movies History:
- The Imaginarium of Doctor Parnassus [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 5.0
- Fantastic Beasts: The Crimes of Grindelwald (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 2.0
- [Item: B07H817S6H] | Unknown | Rating: 5.0
- [Item: B01J94A5GQ] | Unknown | Rating: 4.0
- Hiccups: Season 1 | Movies & TV > Featured Categories > DVD | Rating: 5.0
- CORNER GAS: SEASON 1 | Movies & TV > Featured Categories > Prime Video | Rating: 5.0
- Longmire: Season 3 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 5.0
- There Be Dragons | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 2.0
- The Lone Ranger (Blu-ray + DVD + Digital Copy) | Movies & TV > Featured Categories > Blu-ray | Rating: 5.0
- 1 The Movie | Movies & TV > Blu-ray > Movies | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B01MU7R5PH) [Item: B01MU7R5PH] | Unknown | Rating: 3.2
(ID: B0042PS5L0) [Item: B0042PS5L0] | Unknown | Rating: 3.6
(ID: B00C37GPSY) [Item: B00C37GPSY] | Unknown | Rating: 4.8
(ID: B075TTH5JD) New Fist Of Fury | Drama > Action > Biting | Rating: 4.0
(ID: B074MMJTDD) Logan | Comedy > Drama > Kids | Rating: 4.5
(ID: B00ERPCAS4) [Item: B00ERPCAS4] | Unknown | Rating: 3.2
(ID: B005XC5YYW) UFO's: Chariots of the Beast | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.6
(ID: B00D2YCLEE) Mari Winsor's Pink Ribbon Pilates | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B000JBXY44) Dungeons & Dragons - The Complete Animated Series [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.8
(ID: B00000F6RL) The Greatest '70s Cop Shows (Charlie's Angels / Starsky and Hutch / S.W.A.T. / Police Woman / The Rookies) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B009I6UW8M) [Item: B009I6UW8M] | Unknown | Rating: 3.8
(ID: B003R2BWKU) Nanoboy: Adventures of the World's Smallest Superhero! | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B00M8F1LN0) Noah | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B00BLGQZ1U) [Item: B00BLGQZ1U] | Unknown | Rating: 3.8
(ID: B00GMM19ZA) American Experience: The Rise and Fall of Penn Station | Movies & TV > Independently Distributed > Documentary | Rating: 4.7
(ID: B006WY0VRU) Curiosity With Stephen Hawking | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B000BB151Q) The Battle History of the United States Military: Complete Set | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B06Y19V52K) [Item: B06Y19V52K] | Unknown | Rating: 4.4
(ID: B0189VLL4K) Super Chicken original TV Cartoons DVD (1967) | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B000FI8MKC) German Jets & V-1 and V-2 Flying Bombs | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B00IR6Q6VQ) Love | Movies & TV > Genre for Featured Categories > Romance | Rating: 3.8
(ID: 6302921112) Nukie [VHS] | Movies & TV > Science Fiction & Fantasy | Rating: 3.0
(ID: B013EMEMWC) [Item: B013EMEMWC] | Unknown | Rating: 4.6
(ID: B017TBWXV6) [Item: B017TBWXV6] | Unknown | Rating: 3.7
(ID: B0B5JQRXKZ) [Item: B0B5JQRXKZ] | Unknown | Rating: 3.6
(ID: B01MRR6EG2) [Item: B01MRR6EG2] | Unknown | Rating: 3.1
(ID: B00IJUIY60) Legend (1986) | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 3.7
(ID: B00000JKNP) A Christmas Story (1983) [VHS] | Prime Video > Prime Video > Movies | Rating: 4.7
(ID: B00D6C0W2U) [Item: B00D6C0W2U] | Unknown | Rating: 3.7
(ID: B09LCBXN4B) [Item: B09LCBXN4B] | Unknown | Rating: 4.6
(ID: B000LAZQIK) Day After D-Day | Movies & TV > Discovery Channel > Channels | Rating: 5.0
(ID: B00DXZMPTI) [Item: B00DXZMPTI] | Unknown | Rating: 4.0
(ID: 6304092091) THE THREE STOOGES [3 episodes] ~ False Alarms (1936) / Three Pests in a Mess (1945) / Flat Foot Stooges (1938) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.7
(ID: B000O79GAO) Hyperspace - ArcaneRealities | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 3.3
(ID: B000DN5VN0) The Perils of Pauline | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B0000A0LAK) Learn To Play Bottleneck Blues Guitar #1 DVD | Movies & TV > Musicals & Performing Arts > Independently Distributed | Rating: 3.8
(ID: B00094ARVO) The Garbage Pail Kids Movie (1987) | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.6
(ID: B01LW17BIQ) [Item: B01LW17BIQ] | Unknown | Rating: 4.7
(ID: B084SZF4DQ) [Item: B084SZF4DQ] | Unknown | Rating: 3.6
(ID: B003E1QCZO) 2001 Maniacs: Field of Screams (Unrated) | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.2
(ID: B00NARLVVW) UFC 1 | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B009146OSS) Urban Legends – Volume 2 – 2 DVD Set (5 Hours) - Amazon.com Exclusive | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.5
(ID: B01K6ZY2RK) [Item: B01K6ZY2RK] | Unknown | Rating: 1.0
(ID: B00MMVA4Q0) Fargo: Ssn 1 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: 6305761302) Cabaret Balkan - ("Bure Baruta") [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.9
(ID: B0041KW7PQ) Erin Brockovich | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00YTSH2MS) Reality (Bluray/DVD) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: 6305466912) Tim [VHS] | Movies & TV > Art House & International > By Country | Rating: 4.2
(ID: B00LBVQZWY) Bound by Flesh | Documentary > Cerebral > Strange | Rating: 4.0
(ID: B000NY1EAI) Best of Bonanza | Movies & TV > Boxed Sets > Television | Rating: 4.5
(ID: 0767812174) Money Train | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B00005O06Z) At the Earth's Core [DVD] | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.3
(ID: B002DH20Q0) Dungeons & Dragons: The Complete Animated Series | Movies & TV > Boxed Sets > Kids & Family | Rating: 4.8
(ID: B001RRCK76) Susan Tuttle's In Home Fitness: Standing Pilates | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.2
(ID: B0047XAEJS) Judy Carter's Speaking Career in a Box | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 5.0
(ID: B00F2CEHYG) [Item: B00F2CEHYG] | Unknown | Rating: 4.6
(ID: B00B5AAW9I) Fringe: The Complete Series (Blu-ray) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B013IYBRWE) [Item: B013IYBRWE] | Unknown | Rating: 4.4
(ID: B00DZFKNFO) Ambush at Cimarron Pass | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.0
(ID: B002QQ0KFG) [Item: B002QQ0KFG] | Unknown | Rating: 3.2
(ID: B004PHE924) LeapFrog: Learn to Read at the Storybook Factory | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0751M42ZJ) [Item: B0751M42ZJ] | Unknown | Rating: 2.7
(ID: B00KD5HULY) A New Identity: The Gospel of Matthew | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: B000N4SHW6) Sands Of Iwo Jima / Flying Tigers [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0B8T44YYW) [Item: B0B8T44YYW] | Unknown | Rating: 4.1
(ID: B0041ONFK8) Public Enemy - Welcome To The Terrordome | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B01M69M746) [Item: B01M69M746] | Unknown | Rating: 3.2
(ID: B0007LXOUK) Dragon Ball Z - The Movie - Dead Zone (Uncut) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
(ID: B00HUTB47M) Kirby Grant & Chinook Adventure Triple Feature: Volume Two | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.1
(ID: B0082TXB16) [Item: B0082TXB16] | Unknown | Rating: 3.4
(ID: B002O3Z4UM) Monster-in-Law (DVD) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.7
(ID: B00005QW6Y) Roots | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B000HXDWYG) Lady Libertine | Movies & TV > Independently Distributed > Drama | Rating: 3.4
(ID: B00EO2I6O2) MMS Deceptive Practice: The Mysteries and Mentors of Ricky Jay | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B00H1O3XPC) [Item: B00H1O3XPC] | Unknown | Rating: 4.8
(ID: B005ETALOM) Games | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.4
(ID: B00UGPM958) Red Dawn [Blu-ray] by 20th Century Fox | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B0076PILL2) [Item: B0076PILL2] | Unknown | Rating: 4.2
(ID: B00IGRPOYG) NSFW | Comedy > Romance | Rating: 2.2
(ID: B00000F13O) Nothing But Trouble VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B000RMPFPG) John Callahan's Quads - The Complete First Season (2-Disc Box Set) | Movies & TV > TV | Rating: 4.5
(ID: B07N1SQJV4) [Item: B07N1SQJV4] | Unknown | Rating: 4.6
(ID: B00HT16GM4) [Item: B00HT16GM4] | Unknown | Rating: 4.6
(ID: B002KB8O4Q) Ancient Mysteries: Vampires | Movies & TV > A&E Home Video > All A&E Titles | Rating: 5.0
(ID: B077VTV97T) Jeepers Creepers 3 | Horror > Eerie > Frightening | Rating: 4.2
(ID: B0021NXN7G) Courage the Cowardly Dog: Season 1 [Region 4] | Movies & TV > Cartoon Network | Rating: 4.8
(ID: B08DBNH6RL) Tanks For Stalin | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.0
(ID: B009BRVKUM) [Item: B009BRVKUM] | Unknown | Rating: 4.4
(ID: B0006D3HGA) Cellular (New Line Platinum Series) | Movies & TV > Fully Loaded DVDs > New Line Platinum Series | Rating: 4.5
(ID: B006WPZSOA) [Item: B006WPZSOA] | Unknown | Rating: 4.3
(ID: B00005B1X7) Winds of the Wasteland [DVD] | Movies & TV > John Wayne Store > All Titles | Rating: 3.5
(ID: B0137A2LCY) Down and Derby: Feature Films for Families | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B002PA1HHI) [Item: B002PA1HHI] | Unknown | Rating: 4.6
(ID: B07L9G3593) [Item: B07L9G3593] | Unknown | Rating: 3.9
(ID: B0094M4R3Q) [Item: B0094M4R3Q] | Unknown | Rating: 4.8
(ID: B0B6XX4CM2) [Item: B0B6XX4CM2] | Unknown | Rating: 3.6
(ID: B002LBZTH0) The Count of Monte Cristo: Gankutsuou | Science Fiction > Suspense > Animation | Rating: 4.4
(ID: B00005JOKL) Hooperman | Movies & TV > First to Know > Television | Rating: 4.3
(ID: B07GSNSHJM) Queen of Outer Space (1958) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B009MSCEWI) [Item: B009MSCEWI] | 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."
}
|
B00B5AAW9I
|
Fringe: The Complete Series (Blu-ray)
| 5
|
AGJJC3UVE2J5TFAG5AGCIFSMKZIA
|
overlapping_books_movies
|
B
|
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:
- Supreme Justice (Reeder and Rogers Thriller) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- The Bird Eater | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Descending Son | Books > Mystery, Thriller & Suspense > Mystery | Rating: 4.0
- The Max Brand Megapack | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- The Line (Witching Savannah Book 1) | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Inside of a Dog: What Dogs See, Smell, and Know | Books > Crafts, Hobbies & Home > Pets & Animal Care | Rating: 4.0
- The Complete Idiot's Guide to Ventriloquism | Books > Arts & Photography > Performing Arts | Rating: 2.0
- Worlds Torn Asunder - A Holocaust Survivor’s Memoir of Hope and Resilience | Books > History > World | Rating: 3.0
- The Collected Works of Willa Cather (Unexpurgated Edition) (Halcyon Classics) | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- The Remnant - The Jewish Resistance in WWII (The Jewish History Novel Series Book 3) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
### User's movies History:
- [Item: B0084OTWAI] | Unknown | Rating: 5.0
- [Item: B002UJRM64] | Unknown | Rating: 3.0
- [Item: B000JQYE34] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00IEPIYCO) Highway to Heaven: Seasons 1 2 & 3 | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B0001ABVNY) Men At Work: Live In San Francisco Or Was It Berkeley | Movies & TV > Movies | Rating: 5.0
(ID: B0183014FS) [Item: B0183014FS] | Unknown | Rating: 3.5
(ID: B01MQQUOOP) Star Trek: Deep Space Nine: Season 6 | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.7
(ID: B0141BIC3A) [Item: B0141BIC3A] | Unknown | Rating: 4.3
(ID: B00JAFIL1Q) [Item: B00JAFIL1Q] | Unknown | Rating: 2.9
(ID: 0965555984) Watercolor Workshop Set with Don Andrews AWS Landscape | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B000050HNB) Royal Concertgebouw Orchestra - Symphonie Fantastique | Movies & TV > Musicals & Performing Arts > Classical | Rating: 3.5
(ID: B074PFVZW1) The Nut Job 2: Nutty by Nature [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B0058FW2GC) Max Manus: Man of War (English Subtitled) | Suspense > International > Historical | Rating: 4.5
(ID: B00IQ3XKPU) [Item: B00IQ3XKPU] | Unknown | Rating: 3.6
(ID: B07J3KHJ7T) The House That Jack Built [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B003FSTV5Y) Great American Scenic Railroads: Continental Divide & Donner Summit | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00330Y91K) [Item: B00330Y91K] | Unknown | Rating: 4.0
(ID: B00IA1Q190) [Item: B00IA1Q190] | Unknown | Rating: 4.6
(ID: B07817Y9QC) [Item: B07817Y9QC] | Unknown | Rating: 4.7
(ID: B01M9AMR0D) Daniel Boone: Season Three | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B002X6LSIC) Marley & Me : Widescreen Edition | Movies & TV > Movies | Rating: 4.6
(ID: B07F5DKT4G) [Item: B07F5DKT4G] | Unknown | Rating: 3.0
(ID: B07N3VYTKS) I Puritani [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B001GTR14M) [Item: B001GTR14M] | Unknown | Rating: 3.2
(ID: 6305769443) Coming Apart | Movies & TV > Cult Movies > Drama | Rating: 4.3
(ID: 5550195402) Rivals (1981) - aka "The Stranger at Jefferson High" [VHS] | Movies & TV > Movies | Rating: 4.5
(ID: B00005UWBG) Megiddo - Omega Code 2 VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.1
(ID: 1933233036) Island of Hope Island of Tears: The story of Ellis Island and the American immigration experience - By Four-Time Academy Award Winner | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B00006IUJ3) The Tale of Tsar Saltan [DVD] | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.8
(ID: B009DB9PEE) [Item: B009DB9PEE] | Unknown | Rating: 3.6
(ID: B018L3O6DO) COWspiracy (DVD) | Movies & TV > Movies | Rating: 4.2
(ID: B0776981XJ) Wuthering Nights: Live In Birmingham [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: B001OGUF4K) [Item: B001OGUF4K] | Unknown | Rating: 4.5
(ID: B07QXWM3RS) Christmas In The Clouds | Comedy > Romance > Charming | Rating: 4.4
(ID: B000N4M2RC) [Item: B000N4M2RC] | Unknown | Rating: 3.8
(ID: B00L2FYOMM) [Item: B00L2FYOMM] | Unknown | Rating: 4.5
(ID: B004AGJICG) [Item: B004AGJICG] | Unknown | Rating: 4.4
(ID: B00589WJ16) Laramie in Color | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B088PC876H) [Item: B088PC876H] | Unknown | Rating: 4.5
(ID: 6303223400) Step Reebok:Circuit Challenge VHS | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.3
(ID: B002LH42GS) BYE, BYE Braverman | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.1
(ID: B009JW4R9K) [Item: B009JW4R9K] | Unknown | Rating: 3.4
(ID: B07HLR8XZS) The Passion: A Brickfilm | Animation > Drama > Special Interest | Rating: 4.1
(ID: B01N980LBL) [Item: B01N980LBL] | Unknown | Rating: 4.8
(ID: B002Q31MXS) [Item: B002Q31MXS] | Unknown | Rating: 4.6
(ID: B07TQRQ3J4) [Item: B07TQRQ3J4] | Unknown | Rating: 3.6
(ID: B001Q53ADM) [Item: B001Q53ADM] | Unknown | Rating: 4.7
(ID: B00CKKIVIG) [Item: B00CKKIVIG] | Unknown | Rating: 4.8
(ID: B005DWACMQ) [Item: B005DWACMQ] | Unknown | Rating: 3.1
(ID: B000FOQ04Q) On the Buses // The Ultimate Collection | Movies & TV > Boxed Sets > Comedy | Rating: 4.6
(ID: B0B1HCYR49) [Item: B0B1HCYR49] | Unknown | Rating: 4.9
(ID: B00JM1NQWC) [Item: B00JM1NQWC] | Unknown | Rating: 4.8
(ID: B000QGDJGA) Thomas & Friends: Carnival Capers | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.6
(ID: 6303377203) Ray Stevens: Comedy Video Classics VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B01M614SO9) American Gothic: Season One | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.7
(ID: B000CQQI94) Erik the Viking | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B0010PI6LY) Lidia's Italy: Delicious Main Courses (4-Disc Set) | Movies & TV > Disc on Demand | Rating: 3.0
(ID: B098YJ2KTC) Tampa Bay Lightning 2021 Stanley Cup Champions COMBO | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B0B6T1LW23) [Item: B0B6T1LW23] | Unknown | Rating: 4.5
(ID: B00BQK4Y7S) Wilfred: The Complete Series | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B000096IBH) The Great Dictator (2 Disc Special Edition) [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B00EY89UGY) [Item: B00EY89UGY] | Unknown | Rating: 3.7
(ID: B00F0Q2Q10) Betty la fea,Ecomoda y Betty Toons Telenovela Completa | Movies & TV > Movies | Rating: 5.0
(ID: B01EK3DC2A) Beginners Meditation & Mindful Stretching with Nadia Narain | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.2
(ID: B004U7S9AC) Eastbound & Down: Season 1 [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B08413RHBV) [Item: B08413RHBV] | Unknown | Rating: 4.7
(ID: B001FYJ3OY) Cinderella | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.2
(ID: B01I4J05WG) [Item: B01I4J05WG] | Unknown | Rating: 4.2
(ID: B002X78DFC) Year of the Fish | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.6
(ID: B0884PDDBC) [Item: B0884PDDBC] | Unknown | Rating: 4.5
(ID: B00RSGJ0DW) [Item: B00RSGJ0DW] | Unknown | Rating: 4.8
(ID: B000KGH08O) Carlos Santana & Wayne Shorter - Live at Montreux (1988) | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.4
(ID: B083XRCD6F) STAR WARS: THE RISE OF SKYWALKER | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.5
(ID: B006QF5DIM) [Item: B006QF5DIM] | Unknown | Rating: 4.5
(ID: B000HEWGWE) Casanova (Masterpiece Theater) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B0007OP1Z8) Norman Granz Jazz in Montreux Presents Clark Terry Sextet '77 | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B07G5P8DJT) [Item: B07G5P8DJT] | Unknown | Rating: 4.5
(ID: B07627MQ97) [Item: B07627MQ97] | Unknown | Rating: 2.9
(ID: B002L17F0O) CN: Classic Ben 10: Alien Swarm (DVD) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B0046HCONE) Gurrelieder | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.2
(ID: B004BDDIY2) [Item: B004BDDIY2] | Unknown | Rating: 4.1
(ID: B073X7N55Z) [Item: B073X7N55Z] | Unknown | Rating: 4.4
(ID: B000035Z5H) Outrageous Fortune | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B009NZXMJO) Arbitrage [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B00A01CQ8S) Cattle Drive | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.6
(ID: B003JA2OS4) [Item: B003JA2OS4] | Unknown | Rating: 4.4
(ID: B004YDSMZY) Lee & Grant | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B0BVJQLNCW) [Item: B0BVJQLNCW] | Unknown | Rating: 4.2
(ID: B002NU6IGU) Scotland's Secret Bunker: An Amazing Journey into the Paranormal | Movies & TV > Genre for Featured Categories > Documentary | Rating: 2.8
(ID: B0047O2FNK) Hawk Watch: A Video Guide to Eastern Raptors | Movies & TV > Disc on Demand | Rating: 3.5
(ID: B00N2GP4FA) 6-Movie Sci-Fi vs. Horror | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.1
(ID: B00O8NQ7OI) [Item: B00O8NQ7OI] | Unknown | Rating: 2.8
(ID: 0767856449) The Horsemen | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.3
(ID: B00UFF8UKW) No God, No Master | Suspense > Historical > Ambitious | Rating: 3.8
(ID: B00B2QA9TI) [Item: B00B2QA9TI] | Unknown | Rating: 4.2
(ID: B01I67A4KE) [Item: B01I67A4KE] | Unknown | Rating: 3.9
(ID: B000LPR6FQ) American Hardcore - The History of Punk Rock 1980 - 1986 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B009AGF0WI) The Invisible Ray | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.5
(ID: B00009B8CV) El Hazard - The Alternative World - Limited Edition Boxed Set [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B089N33PCJ) [Item: B089N33PCJ] | Unknown | Rating: 3.4
(ID: B002394Z6Q) El Sacerdote | Movies & TV > Movies | Rating: 4.2
(ID: B003CJXIOG) Mary and Max [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B01BPT236S) [Item: B01BPT236S] | 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."
}
|
B0058FW2GC
|
Max Manus: Man of War (English Subtitled)
| 4
|
AH72XWSZEHE37DJEUAFSJU3VQIYQ
|
overlapping_books_movies
|
B
|
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 Couple Next Door: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Through the Fog | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Girl on the Train: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- The Serpent of Venice: A Novel | Books > Mystery, Thriller & Suspense > Mystery | Rating: 1.0
- Fingal O'Reilly, Irish Doctor: An Irish Country Novel (Irish Country Books) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- In the Shadow of the Banyan: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
### User's movies History:
- Suits | Comedy > Drama | Rating: 5.0
- [Item: B01J4SS7NA] | Unknown | Rating: 5.0
- [Item: B01J4SST1K] | Unknown | Rating: 4.0
- [Item: B0088W9PD0] | Unknown | Rating: 5.0
- [Item: B0026IPAHW] | Unknown | Rating: 5.0
- [Item: B008Y6MDCA] | Unknown | Rating: 5.0
- [Item: B00RSI6A56] | Unknown | Rating: 5.0
- [Item: B00ZGTS68S] | Unknown | Rating: 5.0
- [Item: B007G5GYHA] | Unknown | Rating: 1.0
- [Item: B00JUKEBH4] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B07BN7RCD3) Paul, Apostle of Christ [Blu-ray + DVD] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B081NQ212J) Jumanji: The Next Level [Blu-ray] [2019] [Region Free] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00EBN7VA4) [Item: B00EBN7VA4] | Unknown | Rating: 3.4
(ID: B08CK25RBW) A Stampede of Happiness | Documentary | Rating: 4.9
(ID: B000056BSI) Smilla's Sense of Snow | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B012PJJ75C) [Item: B012PJJ75C] | Unknown | Rating: 3.8
(ID: B00BB8RIJQ) [Item: B00BB8RIJQ] | Unknown | Rating: 4.7
(ID: B08P7WQVVW) Ocean to Sky | Documentary > Cerebral > Compelling | Rating: 4.7
(ID: B000LC3IDS) Man About Town | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.4
(ID: B009PODJ2S) Don Currie's Focus Movement Faith | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B010CXT5LY) [Item: B010CXT5LY] | Unknown | Rating: 4.5
(ID: B009HIP60K) [Item: B009HIP60K] | Unknown | Rating: 3.2
(ID: B0001M1K0G) Runaway Jury | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00HV3O3IO) Argo/The Town (DBFE)(DVD) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B000OTHVWC) Born to Fight/Thai Police Story [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B079NCCK2P) It's Alive Trilogy [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B015X7I41G) [Item: B015X7I41G] | Unknown | Rating: 4.7
(ID: B077V16FRZ) Endeavour Series 1-5 [DVD] [2018] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B003VOVW54) Kurau Phantom Memory - The Complete Box Set S.A.V.E. | Movies & TV > Boxed Sets > Anime | Rating: 4.1
(ID: B00LBFFPDA) Prom Night | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.7
(ID: 6300178307) Reynolds:Debbie Does Las Vegas VHS | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 5.0
(ID: B000RIWAVW) Halloween | Movies & TV > Today's Deals > Anchor Bay Deals | Rating: 4.7
(ID: B00007G1TS) Space Pirate Mito, Vol. 2: Courting Disaster | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B000MR8SJ6) Reflections On Psalm 23 For People With Cancer | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B0756QLWHT) [Item: B0756QLWHT] | Unknown | Rating: 4.6
(ID: B082P91NQX) Once Upon a Time in... Hollywood (Limited Edition Steelbook) [4K Ultra HD + Blu-ray + Digital HD] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: 6300174875) Andrew Lloyd Webber Requiem VHS | Movies & TV > Featured Categories | Rating: 3.8
(ID: B00009VTYF) Paris Was a Woman | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B009KRHQ0G) [Item: B009KRHQ0G] | Unknown | Rating: 4.5
(ID: B01GF3WU2Q) [Item: B01GF3WU2Q] | Unknown | Rating: 4.3
(ID: B00004W1A2) Stranger From Venus | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.1
(ID: B000HWZ4HK) 7th Heaven - The Complete Seasons 1-3 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B0037FFB9A) Mars Rising | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: B000VG8WKS) Jungle Book Collector's Gift Set | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.8
(ID: B0035LGXXO) [Item: B0035LGXXO] | Unknown | Rating: 4.8
(ID: B000NOIX7U) Rawhide: Season 2, Vol. 1 | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.6
(ID: B00005JP86) Flyboys | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00CSUBND8) Rodney Yees Daily Yoga | Movies & TV > Movies | Rating: 3.9
(ID: B0002XM9MM) The Opium Connection | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.1
(ID: B002P8S8RC) Passport to Adventure: Kauai Hawaii's Garden Isle | Documentary > Special Interest | Rating: 2.8
(ID: B00CEIOH3M) The Devil's Backbone (The Criterion Collection) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B07R94FWFB) Batman vs. Teenage Mutant Ninja Turtles | Adventure > Action > Fantastic | Rating: 4.6
(ID: B07J2S47LM) [Item: B07J2S47LM] | Unknown | Rating: 3.6
(ID: B00E96AYDO) Snuff | Movies & TV > Blu-ray > Movies | Rating: 3.5
(ID: B07GSKVNB9) [Item: B07GSKVNB9] | Unknown | Rating: 4.4
(ID: B01CH6SA5Q) QUACKERZ BDC | Movies & TV > Blu-ray > Movies | Rating: 3.4
(ID: 0789421631) Seashore Animals | Movies & TV > Independently Distributed > Kids & Family | Rating: 5.0
(ID: B011PR3JHM) Thomas & Friends: Wild Water Rescue & Other Engine Adventures [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B01LXTSU0B) [Item: B01LXTSU0B] | Unknown | Rating: 4.1
(ID: B00ES5N9YC) [Item: B00ES5N9YC] | Unknown | Rating: 3.7
(ID: B0798V94FP) [Item: B0798V94FP] | Unknown | Rating: 4.9
(ID: B09VPDT182) [Item: B09VPDT182] | Unknown | Rating: 5.0
(ID: B001KN16RM) Rumi Returning: The Triumph of Divine Passion | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 3.6
(ID: B075GXZX85) Stick Man & Other Stories [DVD] [2017] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B073Q7MNB1) [Item: B073Q7MNB1] | Unknown | Rating: 4.5
(ID: B015EV84PC) [Item: B015EV84PC] | Unknown | Rating: 4.7
(ID: B01648P9HA) Superwhy: Three Billy Goats Gruff & Other Fairy | Movies & TV > PBS > All | Rating: 4.7
(ID: B004BBMF98) Riverdance Live in Beijing (Dvd) Irish Release | Movies & TV > Music Artists > Riverdance | Rating: 4.6
(ID: B0B6GS16MV) [Item: B0B6GS16MV] | Unknown | Rating: 3.3
(ID: B017RR5LZW) Freeheld [Blu-ray + Digital HD] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B07NR8PZXK) Funny Games (The Criterion Collection) [DVD] | Movies & TV > Criterion Collection > All | Rating: 4.8
(ID: B08SR5YV8F) Tai Chi Fit for Women (YMAA) David-Dorian Ross **NEW BESTSELLER** | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.6
(ID: B00AKAN8U4) [Item: B00AKAN8U4] | Unknown | Rating: 4.7
(ID: B0000B1OFI) The Italian Job [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B00008CMSW) The Duel at Silver Creek | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B000L6S92E) Violame(baise-moi) | Movies & TV > Movies | Rating: 4.1
(ID: B00X3J33B8) [Item: B00X3J33B8] | Unknown | Rating: 4.5
(ID: B00ERV46M6) [Item: B00ERV46M6] | Unknown | Rating: 3.7
(ID: B0002TVX00) Christmas at Home | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B00KG2QQKA) [Item: B00KG2QQKA] | Unknown | Rating: 4.8
(ID: B0009RSGFU) The Three Musketeers: Part 2 - Chapters 7-12 | Movies & TV > Genre for Featured Categories > Westerns | Rating: 3.1
(ID: B0013FSXSM) A Passage to India [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B003L77GW4) Stargate SG-U: Season 2.0 | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B000TQLJ14) Old Boy [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B0011NVC16) Sisters | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 3.7
(ID: B00JLX2ABE) Tonari-No Kashiwagi-San | Science Fiction > Comedy | Rating: 3.1
(ID: B00HG25RQM) The Natural Dog Training Method: Essential training techniques for a healthy, balanced, obedient companion | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00DVZHUA4) Bath Crashers | Unscripted > Special Interest | Rating: 4.6
(ID: B006E9GOM4) [Item: B006E9GOM4] | Unknown | Rating: 4.7
(ID: B00HUFWB3W) [Item: B00HUFWB3W] | Unknown | Rating: 4.2
(ID: B08LR5NLJZ) The Alienist: Angel of Darkness (Blu-ray + Digital) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00BGKJQBC) Innocent Movie by Alyze Elyse | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.7
(ID: B096YJ8XY9) [Item: B096YJ8XY9] | Unknown | Rating: 3.3
(ID: B01E5DNMQG) Shtisel - The 2nd Season - Best Israeli Drama Tv Series with English Subtitles | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B00DY13YVE) [Item: B00DY13YVE] | Unknown | Rating: 3.6
(ID: B0046A8796) Avatar Extended | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B0009GD08Y) Horse, Follow Closely | Movies & TV > Movies | Rating: 4.7
(ID: B012RC89Z6) Air | Movies & TV > Blu-ray > Movies | Rating: 3.9
(ID: B0002ADW80) One Foot in the Grave Region 2 | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B00EAUNUU8) [Item: B00EAUNUU8] | Unknown | Rating: 4.7
(ID: B08HRBPFBL) [Item: B08HRBPFBL] | Unknown | Rating: 4.1
(ID: B005EKHEDM) The Others [2001] [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B07W17D277) The Stray (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B004W1GB4W) [Item: B004W1GB4W] | Unknown | Rating: 3.0
(ID: B01IE05V0Q) [Item: B01IE05V0Q] | Unknown | Rating: 4.5
(ID: B00RUT3DFI) Katt Williams Triple Play 3-DVD Collection (Katt Williams Kattpacalypse / Katt Williams Live / Chocolate Sundaes: Live on Sunset Strip) [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B00XF9K1I4) Spring | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B07KKBWC8Z) [Item: B07KKBWC8Z] | Unknown | Rating: 4.1
(ID: B07KFDSLT1) [Item: B07KFDSLT1] | Unknown | Rating: 3.1
(ID: B0052MXJ0O) All About Ultimate Collection | Movies & TV > Featured Categories > DVD | 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."
}
|
B015EV84PC
|
[Item: B015EV84PC]
| 5
|
AEKNJJEB2YRH6DGS4FLEZMIA2ANA
|
overlapping_books_movies
|
B
|
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:
- Fahrenheit 451 | Books > Politics & Social Sciences > Politics & Government | Rating: 2.0
- The Baker's Appendix: The Essential Kitchen Companion, with Deliciously Dependable, Infinitely Adaptable Recipes: A Baking Book | Books > Cookbooks, Food & Wine > Baking | Rating: 4.0
- French Desserts | Books > Cookbooks, Food & Wine > Regional & International | Rating: 2.0
- Tea: History, Terroirs, Varieties | Books > Cookbooks, Food & Wine > Beverages & Wine | Rating: 4.0
- American Pie: My Search for the Perfect Pizza | Books > Reference > Writing, Research & Publishing Guides | Rating: 4.0
### User's movies History:
- [Item: B00T54021E] | Unknown | Rating: 5.0
- [Item: B0081L37Z0] | Unknown | Rating: 5.0
- [Item: B00GNFS8YQ] | Unknown | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B01AKR8K3Q) [Item: B01AKR8K3Q] | Unknown | Rating: 2.5
(ID: B074NBHZK2) [Item: B074NBHZK2] | Unknown | Rating: 3.7
(ID: B07TH9JTPM) Alias - Seasons 1-5 (Complete Series) [DVD] | Movies & TV > TV | Rating: 4.4
(ID: B00BEBNO16) [Item: B00BEBNO16] | Unknown | Rating: 3.5
(ID: B006AYZ1D6) BluScenes: The Fractal Plane 1080p | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B002VUNT3M) [Item: B002VUNT3M] | Unknown | Rating: 4.3
(ID: B00074DY6G) Barn Red [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00I6C3IJE) [Item: B00I6C3IJE] | Unknown | Rating: 4.5
(ID: B07CZGGV48) Seven Brides for Seven Brothers (1954) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00B8UIUKS) Downton Abbey Season 1-3 | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B005KRPYKY) Suzanne McNeill - Video Art Lessons "Zentangle" DVD | Movies & TV > Movies | Rating: 3.4
(ID: B081S6VZ59) Float Like A Butterfly | Drama > Action > Gritty | Rating: 4.0
(ID: B00006SFIU) East Side Kids: Let's Get Tough! | Movies & TV > Independently Distributed > Comedy | Rating: 3.3
(ID: B00PMKCWIG) [Item: B00PMKCWIG] | Unknown | Rating: 4.4
(ID: B0002PYSYC) Beyond Christmas | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.5
(ID: B01J9WL6WK) Finding Dory and Finding Nemo Double Pack | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.2
(ID: B00IPB8QKM) [Item: B00IPB8QKM] | Unknown | Rating: 4.7
(ID: B0002KPI28) Baseball - A Film by Ken Burns | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.8
(ID: B087QZ982P) [Item: B087QZ982P] | Unknown | Rating: 4.0
(ID: B001KN3MQ0) Taiji . . . the details | Movies & TV > Disc on Demand | Rating: 4.0
(ID: B0B5Y54KPN) The Devil's Fortune | Suspense > Action | Rating: 3.2
(ID: B008Y7EVCE) [Item: B008Y7EVCE] | Unknown | Rating: 4.5
(ID: B08MBGJNTX) [Item: B08MBGJNTX] | Unknown | Rating: 5.0
(ID: B004LK3DD6) [Item: B004LK3DD6] | Unknown | Rating: 3.5
(ID: 1565857267) A History of Hitler's Empire, 2nd Edition | Movies & TV > Movies | Rating: 4.1
(ID: B009K9R51E) LaBlast Level 3 DVD “Hot ‘n Spicy" | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.4
(ID: B00U3N0MC0) [Item: B00U3N0MC0] | Unknown | Rating: 4.7
(ID: B000HKT9PA) Murder Mansion / How Awful About Allan (Double Feature) | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B075ZZ35SQ) A Haunting on Hamilton Street 2 | Documentary | Rating: 4.5
(ID: B07HMKR42K) [Item: B07HMKR42K] | Unknown | Rating: 4.6
(ID: 6302424879) Young Winston | Movies & TV > Art House & International > By Country | Rating: 4.5
(ID: B08RJWNPCP) [Item: B08RJWNPCP] | Unknown | Rating: 4.3
(ID: B01MF8O2JN) [Item: B01MF8O2JN] | Unknown | Rating: 3.8
(ID: B00114UUA4) Fingerprints | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.6
(ID: B07NHX8GZK) [Item: B07NHX8GZK] | Unknown | Rating: 4.4
(ID: B01BG1WQMG) Beachbody Tony Horton's 22 Minute Hard Corps Special Ops Workout DVD | Movies & TV > TV | Rating: 4.3
(ID: B08XLN7WTG) [Item: B08XLN7WTG] | Unknown | Rating: 3.9
(ID: B0064DZQ60) [Item: B0064DZQ60] | Unknown | Rating: 4.7
(ID: B08SXWRW46) [Item: B08SXWRW46] | Unknown | Rating: 2.2
(ID: B001GT9DUM) Welcome to the NHK: Season 1, Part Two | Movies & TV > Boxed Sets > Anime | Rating: 5.0
(ID: B01LYTCJ8L) [Item: B01LYTCJ8L] | Unknown | Rating: 4.5
(ID: B000EQ5U8M) IMAX Presents - Straight Up: Helicopters in Action | Movies & TV > Independently Distributed > Documentary | Rating: 4.0
(ID: B001FB4W0W) True Blood: Season 1 | Movies & TV > HBO > All HBO Titles | Rating: 4.7
(ID: B003M9ZA5Q) DOA: Dead or Alive [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B000BOH8ZU) The 40-Year-Old Virgin | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.7
(ID: B00J9KLA0G) The Negotiator [Blu-ray] [1998] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00R8C83U2) [Item: B00R8C83U2] | Unknown | Rating: 2.7
(ID: B01IARP6L2) [Item: B01IARP6L2] | Unknown | Rating: 3.7
(ID: B00CWV9FQA) [Item: B00CWV9FQA] | Unknown | Rating: 4.6
(ID: B000XRNDLS) M.A.S.K. - Collection 2 (4 Disc Box Set) | Movies & TV > Movies | Rating: 3.5
(ID: 6305587159) Star Trek - Insurrection (Widescreen Edition) [VHS] | Movies & TV > Widescreen > Sci-Fi & Fantasy | Rating: 4.7
(ID: B009OYSAQE) [Item: B009OYSAQE] | Unknown | Rating: 4.8
(ID: B002XUBE0A) Stick Up Kids | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B01MTWH340) Oklahoma! | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.8
(ID: B00004TJO8) Halloween Hijinks | Movies & TV > Featured Categories | Rating: 3.5
(ID: B09BHPRS5D) Respect [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B000M86HPC) [Item: B000M86HPC] | Unknown | Rating: 4.0
(ID: B01LW5LVKP) [Item: B01LW5LVKP] | Unknown | Rating: 3.8
(ID: B0018Q7HZ6) X Visual Shock Box 1989-1992 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B06VT2B18X) Live By Night (Blu-ray)(BD) | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B075VW712Z) NOVA: Killer Volcanoes DVD | Movies & TV > Independently Distributed > Documentary | Rating: 4.0
(ID: B00742IR9S) [Item: B00742IR9S] | Unknown | Rating: 2.5
(ID: B004V7IKUA) Raju Ban Gaya Gentleman (1992) (Shahrukh Khan - Juhi Chawla / Hindi Film / Bollywood Movie / Indian Cinema DVD) | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.3
(ID: B06WWGM7T5) [Item: B06WWGM7T5] | Unknown | Rating: 4.5
(ID: B004D7GU32) The Brian Setzer Orchestra: It's Gonna Rock 'Cause That's What I Do | Movies & TV > Blu-ray > TV | Rating: 4.4
(ID: B09XQFLSJ3) [Item: B09XQFLSJ3] | Unknown | Rating: 3.2
(ID: B00UKO5EI4) Free! Iwatobi Swim Club Season 1 English Subtitled | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B08RQVJQ2X) [Item: B08RQVJQ2X] | Unknown | Rating: 4.8
(ID: B0048EANYW) Gone With the Wind | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B07BFFJ2F7) [Item: B07BFFJ2F7] | Unknown | Rating: 3.6
(ID: B01GSUVS5G) [Item: B01GSUVS5G] | Unknown | Rating: 3.9
(ID: B00KTFJ7QY) Transformers Prime: Ultimate Autobots | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B01CYYFX6U) Blood Orange | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.6
(ID: 630169175X) Meatballs 4 | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: 6304498969) Eric Clapton - Unplugged | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B002ZXVZSQ) [Item: B002ZXVZSQ] | Unknown | Rating: 4.3
(ID: B09PX9BQST) BattleBots | Unscripted > Documentary | Rating: 4.8
(ID: B079P55GBT) [Item: B079P55GBT] | Unknown | Rating: 2.9
(ID: B00DUGC202) Ballet Beautiful Ballet Workout DVD - Cardio Fat Burn. Mary Helen Bowers Barre Dance Inspired Fitness DVD | Movies & TV > Musicals & Performing Arts > Ballet & Dance | Rating: 4.5
(ID: B009CPHFUW) [Item: B009CPHFUW] | Unknown | Rating: 4.9
(ID: B003IMJDJQ) [Item: B003IMJDJQ] | Unknown | Rating: 4.8
(ID: B078WGZRDL) [Item: B078WGZRDL] | Unknown | Rating: 4.5
(ID: B0001UZZTA) You Got Served | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B086H6FLSS) [Item: B086H6FLSS] | Unknown | Rating: 4.4
(ID: B011MJTU7G) [Item: B011MJTU7G] | Unknown | Rating: 4.4
(ID: B07H3J1S82) [Item: B07H3J1S82] | Unknown | Rating: 2.6
(ID: B09MZSBS2N) [Item: B09MZSBS2N] | Unknown | Rating: 4.7
(ID: B015DCNGY6) [Item: B015DCNGY6] | Unknown | Rating: 4.8
(ID: B017OJLWXS) [Item: B017OJLWXS] | Unknown | Rating: 5.0
(ID: 6305816565) It Came from the Sky VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.9
(ID: B009NY5K9K) The Final Season | Drama > Sports > Exciting | Rating: 4.5
(ID: B0084CAU10) Redemption of a Dog | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B014R1TWZ6) [Item: B014R1TWZ6] | Unknown | Rating: 4.3
(ID: B000089AUD) Khartoum | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B0B5KMV116) [Item: B0B5KMV116] | Unknown | Rating: 3.4
(ID: B004LB5FBI) Flight From Ashiya | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.1
(ID: B009IUC0J2) [Item: B009IUC0J2] | Unknown | Rating: 4.5
(ID: B009CGG63I) [Item: B009CGG63I] | Unknown | Rating: 4.4
(ID: B000BDH6CG) Man in the Vault | Movies & TV > Paramount Home Entertainment > Drama | Rating: 3.6
(ID: B00PZ3M88Y) The Dead Files – Season 1 | Movies & TV > Featured Categories > DVD | 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."
}
|
B01IARP6L2
|
[Item: B01IARP6L2]
| 3
|
AHBIJ47557DT34UAFTOKETHEOTVQ
|
overlapping_books_movies
|
B
|
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 Man Who Could Be King: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- The 14th Colony: A Novel (Cotton Malone Book 11) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The River Is Dark (A Liam Dempsey Thriller Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- The Gemini Effect | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- City of Screams: A Short Story Exclusive (Order of the Sanguines Series) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
### User's movies History:
- Beyond The Reach [DVD + Digital] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.0
- Lone Survivor | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Duck Dynasty: Season 2 | Movies & TV > Genre for Featured Categories > Comedy | Rating: 5.0
- Duck Dynasty: Season 1 | Movies & TV > Boxed Sets > Television | Rating: 5.0
- Identity Thief | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B0001ENXX6) Mike Stern: Featuring Live Performances at the 55 Bar in New York City | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.9
(ID: B00JLJ0ARE) Dark Space | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.7
(ID: B01MR0W7FS) [Item: B01MR0W7FS] | Unknown | Rating: 3.8
(ID: B004KV93GC) Arthur and the Invisibles 2 & 3: The New Minimoy Adventures | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B000ICXQQU) The Border | Suspense > Action > Bleak | Rating: 4.5
(ID: B004L7QD2W) Toonpur Ka Superhero Bollywood DVD With English Subtitles | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B000GG4XV0) Elvira's Movie Macabre: Doomsday Machine | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B000009CTM) Honey I Shrunk the Kids VHS | Movies & TV > Disney Home Video > Live Action | Rating: 4.7
(ID: B00006B1HJ) Nick Jr. Holiday DVD Sampler (Dora the Explorer/Blue's Clues/Little Bill/Rugrats) | Movies & TV > Birth-2 Years | Rating: 4.7
(ID: B0882T3CGK) [Item: B0882T3CGK] | Unknown | Rating: 4.1
(ID: B07YCVJH1Z) [Item: B07YCVJH1Z] | Unknown | Rating: 3.8
(ID: B0775159TN) [Item: B0775159TN] | Unknown | Rating: 4.6
(ID: B004WSA4CK) Empire Of Assassins [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B0011Z7B28) Fantastic 4 (Fun, Fast, and Fantastic!) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.2
(ID: B0015D4FAC) [Item: B0015D4FAC] | Unknown | Rating: 4.6
(ID: B01737SDBK) Jeeves and Wooster | Comedy > Kids | Rating: 4.5
(ID: B0716X1TXJ) All By Myself | Drama > Special Interest > Arthouse | Rating: 3.4
(ID: B0B8K3Y8RH) [Item: B0B8K3Y8RH] | Unknown | Rating: 3.5
(ID: B078WHDQV1) [Item: B078WHDQV1] | Unknown | Rating: 4.7
(ID: B00CS9NKPI) Joey + Rory Inspired | Movies & TV > Movies | Rating: 4.7
(ID: B005V27B90) Aquaponic Basics | Special Interest | Rating: 3.7
(ID: B07W6XRY96) [Item: B07W6XRY96] | Unknown | Rating: 2.4
(ID: B01MRUC58J) [Item: B01MRUC58J] | Unknown | Rating: 5.0
(ID: B0981PT1SK) [Item: B0981PT1SK] | Unknown | Rating: 4.0
(ID: B002WJHBCC) Boulevard Nights | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B0058W16D0) [Item: B0058W16D0] | Unknown | Rating: 4.3
(ID: B0001I54P2) Casey Kasem's Rock n' Roll Goldmine - The Sixties | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00DZED7V2) [Item: B00DZED7V2] | Unknown | Rating: 4.7
(ID: B00TPJE7AG) [Item: B00TPJE7AG] | Unknown | Rating: 4.6
(ID: B005EF3B5W) Strike Back Project Dawn [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.3
(ID: B07D33GD31) [Item: B07D33GD31] | Unknown | Rating: 4.6
(ID: B004MNM1FI) The Colors of the Mountain | Movies & TV > Independently Distributed > Drama | Rating: 4.8
(ID: B002L9N4O2) Hogan's Heroes: The Komplete Series, Kommandant's Kollection | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 4.7
(ID: B000RIWANK) Mozart - Don Giovanni (Salzburg Marionette Theater) [DVD] | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.0
(ID: B004NRMGGM) The Filmmaker Series: Cinematography | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.6
(ID: B001A4GAR2) Disney's Safety Hits Volume 1: Bike Safety with Bill Nye the Science Guy and I'm No Fool on Wheels [Classroom Edition] | Movies & TV > Movies | Rating: 4.7
(ID: B00004T700) Mary Rice Hopkins Live! In Concert [VHS] | Movies & TV > Independently Distributed > Kids & Family | Rating: 5.0
(ID: B00ID4HOB8) [Item: B00ID4HOB8] | Unknown | Rating: 4.0
(ID: B08Q85YZGL) [Item: B08Q85YZGL] | Unknown | Rating: 5.0
(ID: B00T1254QS) [Item: B00T1254QS] | Unknown | Rating: 2.5
(ID: B000053VA3) The Prisoner - Set 4: A Change of Mind/Hammer Into Anvil/Do Not Forsake Me Oh My Darling/Living in Harmony | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.7
(ID: B0B61NKDV5) [Item: B0B61NKDV5] | Unknown | Rating: 4.6
(ID: B00EA7UYSM) [Item: B00EA7UYSM] | Unknown | Rating: 4.4
(ID: B00W8FGWWK) [Item: B00W8FGWWK] | Unknown | Rating: 3.9
(ID: B07D18SG69) [Item: B07D18SG69] | Unknown | Rating: 3.6
(ID: B0041KW5KS) Avatar | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B000R91NLO) Roseanne | Drama > Comedy | Rating: 4.8
(ID: B000BQJ4QO) History of Rock N Roll - Punk, New Wave and Hip Hop | Movies & TV > Musicals & Performing Arts | Rating: 5.0
(ID: B00F3L8OP4) Silent Night & A Christmas Memory & Angel of Pennsylvania Ave - Holiday Triple Feature | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.6
(ID: B007X8LCZY) Eric Pearl - Reconnective Healing Part 2 | Movies & TV > Featured Categories > DVD | Rating: 1.5
(ID: B0030BOCGE) Tailgate Party | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00UB468H4) [Item: B00UB468H4] | Unknown | Rating: 4.5
(ID: B08HGMVMPX) [Item: B08HGMVMPX] | Unknown | Rating: 4.4
(ID: B000H5TVL2) Young Guns [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B09JVVQ99J) Signed Sealed Delivered Collection (Pilot Movie/TV Series / 11 TV Movies) | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B0B5PCZ2VQ) [Item: B0B5PCZ2VQ] | Unknown | Rating: 4.4
(ID: B0091WQQGA) [Item: B0091WQQGA] | Unknown | Rating: 4.6
(ID: B09MHTQ2Q8) Symphoria | Suspense > Drama > Romance | Rating: 4.2
(ID: B00007KQ9Y) Otello (1986) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B07JQ9NV31) [Item: B07JQ9NV31] | Unknown | Rating: 3.1
(ID: B0000687DI) The Childhood of Maxim Gorky | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 5.0
(ID: B079T265WH) [Item: B079T265WH] | Unknown | Rating: 4.4
(ID: B0007TV65M) Self:Bikini Ready Fast [VHS] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.5
(ID: B00000JN65) Mars and Venus on a Date | Movies & TV > Movies | Rating: 4.1
(ID: B008Y79LII) [Item: B008Y79LII] | Unknown | Rating: 3.7
(ID: B085WL1MK3) [Item: B085WL1MK3] | Unknown | Rating: 4.4
(ID: B072K44R72) My Cousin Rachel (2017) | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B008OQRX2A) [Item: B008OQRX2A] | Unknown | Rating: 4.8
(ID: B004LUKI9I) Libel [Remaster] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B007P7UF06) Camelot [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B0000640SB) Men in Black (Deluxe Edition) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.7
(ID: B00IO92PKC) 4 Film Favorites: Tim Burton Collection | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B004SEUIZG) Bounce | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B071RCP7TG) Brannigan (1975) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000UYX4Q8) Jerome Bixby's The Man from Earth | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.3
(ID: B000F4TMK0) Pushed to the Limit [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B00004VVMZ) Royal Wedding | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B005IFKGHE) [Item: B005IFKGHE] | Unknown | Rating: 2.2
(ID: B083ZL9JSN) [Item: B083ZL9JSN] | Unknown | Rating: 3.7
(ID: B005FOLGU4) [Item: B005FOLGU4] | Unknown | Rating: 4.4
(ID: B00BSBUHYE) [Item: B00BSBUHYE] | Unknown | Rating: 3.5
(ID: B001N2PRYS) Edward James: Builder of Dreams | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: 6304458924) Turbulence [VHS] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B07PW89QBF) Beauty And The Beast | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00005RYP7) Glass House | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B07Z9TTZKZ) [Item: B07Z9TTZKZ] | Unknown | Rating: 4.5
(ID: 6317790418) Tom Clancy's Jack Ryan - Season One | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.6
(ID: B00KWI7BP2) [Item: B00KWI7BP2] | Unknown | Rating: 4.4
(ID: B001JTTJAS) Death Note Vol. 9 Standard [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B07GJ397F1) Murphy Brown: The Complete First Season (RPKG/DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B07HQKK6CX) [Item: B07HQKK6CX] | Unknown | Rating: 4.5
(ID: B01ECKPGUW) Bruce Molsky Can't Stay Here This A-Way (2 Disc DVD/CD Set) | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 5.0
(ID: B08W9H898H) [Item: B08W9H898H] | Unknown | Rating: 4.6
(ID: B004EK91LQ) [Item: B004EK91LQ] | Unknown | Rating: 4.6
(ID: B001JYXE9K) [Item: B001JYXE9K] | Unknown | Rating: 3.0
(ID: B07JGYZ134) Howl | Suspense > Fantasy > Anxious | Rating: 4.3
(ID: B002FK1GZ6) Geri Yoga / Geribody Yoga 2-DVD Set | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.7
(ID: B00004CXT1) Brassed Off | Movies & TV > Music Artists > Jackson, Michael | Rating: 4.6
(ID: B07BRY7637) [Item: B07BRY7637] | Unknown | Rating: 2.0
(ID: B001SZ12AI) Council of Doom | Movies & TV > Featured Categories > DVD | 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."
}
|
B085WL1MK3
|
[Item: B085WL1MK3]
| 2
|
AHPZKMH65E6MDOCSZAW3DUV4Q5LA
|
overlapping_books_movies
|
B
|
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:
- Life Undercover: Coming of Age in the CIA | Books > Biographies & Memoirs > Community & Culture | Rating: 3.0
- The Reckoning: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Mississippi Blood: A Novel ((Penn Cage #6)) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Wives of War | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- The Collectors (Camel Club Series) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
### User's movies History:
- [Item: B001XUW0TU] | Unknown | Rating: 5.0
- [Item: B007FH9GT2] | Unknown | Rating: 2.0
- [Item: B00978WJI2] | Unknown | Rating: 5.0
- [Item: B001F4UHFS] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00009MEDQ) Neil Young & Crazy Horse Live: Year of the Horse | Movies & TV > Music Artists > Young, Neil | Rating: 4.4
(ID: B01C7PNLT2) The Boy (2016) | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B081K9XDKJ) [Item: B081K9XDKJ] | Unknown | Rating: 4.5
(ID: B0041ONFIK) Man of the West / Hour of the Gun / Duel at Diablo | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 3.7
(ID: B07FSB986H) Hitori No Shita - The Outcast (Original Japanese Version) | Science Fiction > Anime > Action | Rating: 4.1
(ID: B004DME5NY) DMT: The Spirit Molecule DVD (NTSC) | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: B012RC8DNE) Air | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.9
(ID: 6304296177) Run for the Dream - The Gail Devers Story VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 5.0
(ID: B000UUX2SC) Rebelde: 3 Temporadas en 1 | Movies & TV > Boxed Sets > Art House & International | Rating: 4.1
(ID: B001CUB87G) A&E -- Investigative Reports Chappaquiddick | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.0
(ID: B0001Z3HIG) The Cheetah Girls | Movies & TV > Walt Disney Studios Home Entertainment > Disney Channel | Rating: 4.7
(ID: B004LKDIX6) [Item: B004LKDIX6] | Unknown | Rating: 3.9
(ID: B012G02VXU) Bates Motel (Season 1-3) - 6-Disc Box Set ( Bates Motel - Seasons One, Two & Three (30 Episodes) ) (+ UV Copy) [ Blu-Ray, Reg.A/B/C Import - United Kingdom ] | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B01ERRG0CS) The Immortal path | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B015S4DS1K) Gran Torino (Rpkg/BD) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: 1598032860) Understanding the Fundamentals of Music | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.0
(ID: B002PSTK4C) [Item: B002PSTK4C] | Unknown | Rating: 4.5
(ID: B009AQ51YA) [Item: B009AQ51YA] | Unknown | Rating: 4.0
(ID: B000UDNNS8) Hummer Sonata | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B0B6KH137D) [Item: B0B6KH137D] | Unknown | Rating: 3.7
(ID: B07B3HXPHH) Shadow Killers Tiger Force | Drama > Action | Rating: 3.6
(ID: B00CERJJ68) Frankenstein's Army [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B00F6PM8AY) [Item: B00F6PM8AY] | Unknown | Rating: 4.1
(ID: B005HFB020) [Item: B005HFB020] | Unknown | Rating: 4.8
(ID: B005IONAJQ) [Item: B005IONAJQ] | Unknown | Rating: 2.9
(ID: B005ND879K) At Close Range/Colors/Blown Away/The Killer Elite | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B0011X9SDA) Andrea Bocelli: Vivere - Live in Tuscany | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.6
(ID: B071LPDH87) [Item: B071LPDH87] | Unknown | Rating: 3.3
(ID: B086DQK1C2) [Item: B086DQK1C2] | Unknown | Rating: 3.6
(ID: 0944049117) The Eastern Woodland American Indian Pow-wow [DVD] | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.5
(ID: B0082CDGWM) Paranormal State: The Ultimate Collection | Movies & TV > Boxed Sets > Documentary | Rating: 4.4
(ID: B009Z7X4NE) [Item: B009Z7X4NE] | Unknown | Rating: 4.3
(ID: B00N37QABU) AGE OF DECEIT 2: Alchemy and the Rise of the Beast Image (Disc Three) | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B00BDA7PXQ) Firing Line with William F. Buckley Jr. "Is England Still Influencing America?" | Special Interest | Rating: 4.8
(ID: B01M0D8IOY) The Bourne Supremacy | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B07T5VVLC9) A Dark Place | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B072ZNSZK4) Maurice | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B000YCAN42) [Item: B000YCAN42] | Unknown | Rating: 4.5
(ID: B00GDUGU5K) [Item: B00GDUGU5K] | Unknown | Rating: 4.3
(ID: B083CNVCF9) [Item: B083CNVCF9] | Unknown | Rating: 4.4
(ID: B07BWCQ7HD) [Item: B07BWCQ7HD] | Unknown | Rating: 5.0
(ID: B00G9FGJ32) Shadowland | Suspense > Horror > Cerebral | Rating: 3.3
(ID: B013TAEE5E) Rules Of Engagement [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B016KAAAO4) [Item: B016KAAAO4] | Unknown | Rating: 4.6
(ID: B0033SY19M) [Item: B0033SY19M] | Unknown | Rating: 3.8
(ID: B00C36A8DI) [Item: B00C36A8DI] | Unknown | Rating: 4.2
(ID: B07PYXTPW8) [Item: B07PYXTPW8] | Unknown | Rating: 3.8
(ID: B002SJZWGS) [Item: B002SJZWGS] | Unknown | Rating: 3.5
(ID: B00P2QSX9M) [Item: B00P2QSX9M] | Unknown | Rating: 4.7
(ID: 0788812475) Legend of Lobo VHS | Movies & TV > Disney Home Video > All Disney Titles | Rating: 4.6
(ID: B004L1ZXY2) Tea And Sympathy [Remaster] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000FFJYL6) Mirage | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B00006IUIG) 8 1/2 (Single Disc Edition) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B000I2J62I) Leonard Cohen I'm Your Man | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B07RJB3JPH) [Item: B07RJB3JPH] | Unknown | Rating: 4.6
(ID: B001JG9ZOQ) Masters of Heaven and Earth | Movies & TV > Independently Distributed > Documentary | Rating: 4.2
(ID: B01DYN0MJ8) Deadline U.S.A. (1952) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01K56B7QY) [Item: B01K56B7QY] | Unknown | Rating: 4.7
(ID: B0040B39DK) [Item: B0040B39DK] | Unknown | Rating: 4.7
(ID: B00TYIPZD6) [Item: B00TYIPZD6] | Unknown | Rating: 2.4
(ID: B00AOLM0JY) [Item: B00AOLM0JY] | Unknown | Rating: 4.0
(ID: B0042G529C) [Item: B0042G529C] | Unknown | Rating: 4.7
(ID: B000E5LF0U) SUGAR DADDY | Movies & TV > Featured Categories > DVD | Rating: 2.0
(ID: B014LIHY2I) [Item: B014LIHY2I] | Unknown | Rating: 2.7
(ID: B00GWEVFGQ) [Item: B00GWEVFGQ] | Unknown | Rating: 3.9
(ID: B00UHPWSW6) Family Matters | Science Fiction > Comedy > Drama | Rating: 4.8
(ID: B007O61DF4) [Item: B007O61DF4] | Unknown | Rating: 4.5
(ID: B00005NZJ2) Sailor Moon - Big Changes TV Show, Vol. 14 VHS | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.6
(ID: B003Y5H4SY) Devil [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B000WWGSFC) The Geometry Tutor - 9 Hour Course - 2 DVD Set - Learn By Examples! | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B000KHJGXK) GUNNAR PETERSON'S CORE SECRETS: 25 MINUTE FULL BODY WORKOUT | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.6
(ID: B00005JNF2) Almost Angels | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.7
(ID: B0112HPUW2) Boulevard [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B0012OSGUE) Mike Marshall's Mandolin Fundamentals For All Players #2- Mastering Chords and Theory | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B00CBNPHDO) [Item: B00CBNPHDO] | Unknown | Rating: 3.6
(ID: B000LXS8V4) King of the Hill - Season 5 (2007) Mike Judge; Kathy Najimy | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B06XYJ7L62) Money & Making Change | Animation > Kids | Rating: 4.5
(ID: B08976YW3T) Star Trek: Picard - Season One | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B09LKGZ943) [Item: B09LKGZ943] | Unknown | Rating: 4.5
(ID: B003IMHLW2) Akira Kurosawa - The Samurai Collection [DVD] [1954] | Movies & TV > Movies | Rating: 4.2
(ID: B071P33XBW) [Item: B071P33XBW] | Unknown | Rating: 4.2
(ID: B00CB6F1QO) [Item: B00CB6F1QO] | Unknown | Rating: 4.6
(ID: 6303454089) Dumb & Dumber [VHS] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B07TJKBDZ1) Gunsmoke: The Fifteenth Season, Volume One | Movies & TV > Paramount Home Entertainment | Rating: 4.8
(ID: B018WMCSB6) [Item: B018WMCSB6] | Unknown | Rating: 3.7
(ID: B004DNWE54) Patti Stanger: Married in a Year | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.8
(ID: B000PWQP7K) Thomas and Friends: James Goes Buzz Buzz [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B002PJ4S84) Women In Boxes | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: B07DLHSGB3) New Girl: The Final Season | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B07N8Z7TDH) [Item: B07N8Z7TDH] | Unknown | Rating: 3.6
(ID: B0716SRF21) [Item: B0716SRF21] | Unknown | Rating: 4.0
(ID: B0C8ZCNXW7) Guardians of the Galaxy Vol. 3 | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B003B1TIBW) [Item: B003B1TIBW] | Unknown | Rating: 4.4
(ID: B08JLM1NYK) [Item: B08JLM1NYK] | Unknown | Rating: 3.8
(ID: B01MCWUAD2) [Item: B01MCWUAD2] | Unknown | Rating: 4.8
(ID: B01BPQ6WN6) [Item: B01BPQ6WN6] | Unknown | Rating: 4.8
(ID: B084D389KM) [Item: B084D389KM] | Unknown | Rating: 3.1
(ID: B00M574FCU) Forbidden Cinema, Volume 7: Vintage Naughty Nudies | Movies & TV > Movies | Rating: 4.5
(ID: B01CTF0B98) [Item: B01CTF0B98] | Unknown | Rating: 3.8
(ID: B000C1VAWO) Macross Super Dimension Fortress Macross, Vol. 1 - Upon the Shoulders of Giants | 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."
}
|
B01K56B7QY
|
[Item: B01K56B7QY]
| 1
|
AFO57QUWRUBI3VAJFJKNNBWT4ISA
|
overlapping_books_movies
|
B
|
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:
- Franklin D. Roosevelt: A Political Life | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 5.0
- No Fears, No Excuses: What You Need to Do to Have a Great Career | Books > Business & Money > Business Culture | Rating: 5.0
- Hustling Hitler: The Jewish Vaudevillian Who Fooled the Führer | Books > Arts & Photography > Performing Arts | Rating: 5.0
- For the Love of Money: A Memoir | Books > Sports & Outdoors > Biographies | Rating: 1.0
- To Make Men Free: A History of the Republican Party | Books > Politics & Social Sciences > Politics & Government | Rating: 2.0
- A Nation of Deadbeats: An Uncommon History of America's Financial Disasters | Books > Business & Money > Economics | Rating: 3.0
- The Crash Course: The Unsustainable Future of Our Economy, Energy, and Environment | Books > Business & Money > Economics | Rating: 3.0
### User's movies History:
- American Hustle [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 2.0
- The Clearing (2004) | Movies & TV > Featured Categories > DVD | Rating: 2.0
- Holcroft Covenant [DVD] | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B01I6ISIH4) [Item: B01I6ISIH4] | Unknown | Rating: 4.2
(ID: B07N3PVHB7) Aftermath, The | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.3
(ID: B004T0D9W8) Hard Time | Documentary | Rating: 4.4
(ID: B002IYDRDI) freedom | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 5.0
(ID: B00PGAZOTQ) [Item: B00PGAZOTQ] | Unknown | Rating: 4.2
(ID: B00T1NXUTK) [Item: B00T1NXUTK] | Unknown | Rating: 4.5
(ID: B09KG7YYJL) [Item: B09KG7YYJL] | Unknown | Rating: 4.2
(ID: B07C33TM28) [Item: B07C33TM28] | Unknown | Rating: 3.7
(ID: B002PSTZ3S) [Item: B002PSTZ3S] | Unknown | Rating: 4.8
(ID: B00KBERO2C) Cinema is Everywhere | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B095GSG49H) NCIS: Los Angeles: The Twelfth Season | Movies & TV > Paramount Home Entertainment | Rating: 4.8
(ID: B06WV79KC6) Unforgotten Series 1 & 2 Boxset [DVD] [2017] [Region2] Requires a Multi Region Player | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: 6304882580) Little Duck Tale [VHS] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.8
(ID: B0002PYS6U) Dusty's Trail: Volume One | Movies & TV > Independently Distributed > Action & Adventure | Rating: 3.9
(ID: B019D30IGK) [Item: B019D30IGK] | Unknown | Rating: 2.8
(ID: 6302033977) Savage Streets [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B073G1K367) [Item: B073G1K367] | Unknown | Rating: 4.2
(ID: B00C4QQAPC) [Item: B00C4QQAPC] | Unknown | Rating: 4.7
(ID: B00N3W3QQC) [Item: B00N3W3QQC] | Unknown | Rating: 3.3
(ID: B08KWPKLGB) [Item: B08KWPKLGB] | Unknown | Rating: 2.0
(ID: B006URIUTA) [Item: B006URIUTA] | Unknown | Rating: 4.4
(ID: B0015Z5LE4) Tahitian Dance Beginner Basics 2 | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B000A85TTE) Winnie The Pooh - Pooh's Heffalump Halloween [DVD] | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.1
(ID: 0792841530) Gigi | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B002QG8GZ2) [Item: B002QG8GZ2] | Unknown | Rating: 4.5
(ID: B00DHWEIFQ) [Item: B00DHWEIFQ] | Unknown | Rating: 3.4
(ID: B088JYDZ2K) [Item: B088JYDZ2K] | Unknown | Rating: 4.3
(ID: B005JHZJSW) [Item: B005JHZJSW] | Unknown | Rating: 4.4
(ID: B002BWG5RM) No Stress 3 DVD Set: Earth Flight, Desert Light & Reflections | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B003THMIWY) The Girl From Tenth Avenue | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00F6EJ5H4) Remington and the Curse of the Zombadings | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.4
(ID: B018WQBN0O) The Bold Ones: The New Doctors - The Complete Series [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B001PT6YGO) Darn Good Westerns Vol 1 | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.2
(ID: B003Y5SWGW) [Item: B003Y5SWGW] | Unknown | Rating: 4.6
(ID: B00ZVUM8VS) HBO Comedy Half-Hour 19: Wendy Liebman | Comedy | Rating: 3.0
(ID: B004Q3SIME) [Item: B004Q3SIME] | Unknown | Rating: 4.5
(ID: B08D6YMQDD) [Item: B08D6YMQDD] | Unknown | Rating: 4.1
(ID: B007G8SEH0) The Best Of Caillou: Caillou's Outdoor Adventures | Movies & TV > PBS > All | Rating: 4.0
(ID: B006S2AK9U) [Item: B006S2AK9U] | Unknown | Rating: 3.5
(ID: B00A2KA27E) LEONARD COHEN-LIVE IN LONDON | Movies & TV > Movies | Rating: 4.8
(ID: B00LSG4ORU) [Item: B00LSG4ORU] | Unknown | Rating: 4.6
(ID: B001NTM1DG) [Item: B001NTM1DG] | Unknown | Rating: 3.6
(ID: B005XB8SWI) The Falcon Mystery Movie Collection, Volume 1 (3 Discs) [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B007Y36AKU) [Item: B007Y36AKU] | Unknown | Rating: 4.4
(ID: B00BVWIXVO) CZ12 (2013) | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B01BZLIQ76) [Item: B01BZLIQ76] | Unknown | Rating: 4.5
(ID: B00AQVMZKQ) Downton Abbey-Series 4 | Movies & TV > Blu-ray > TV | Rating: 4.9
(ID: B00AWMEKA2) [Item: B00AWMEKA2] | Unknown | Rating: 4.8
(ID: B00ASSQ6BG) Boy Meets Girl | Movies & TV > Movies | Rating: 4.2
(ID: B087SFLJ7D) Band of Brothers + The Pacific (BD) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.9
(ID: B00MNRCX4Y) Young Dracula - The BBC Series: Complete Seasons 1, 2, 3, 4 (54 Episodes) - 12 DVD Collection | Movies & TV > BBC > All BBC Titles | Rating: 4.4
(ID: B06VS5W44N) [Item: B06VS5W44N] | Unknown | Rating: 4.5
(ID: B002FVHR5S) [Item: B002FVHR5S] | Unknown | Rating: 4.8
(ID: B00024I19Q) Salaam "Bombay Dreams" | Movies & TV > Broadway > Musicals | Rating: 3.6
(ID: B000LZ59KK) Living Landscapes HD Sacred Canyons of the American Southwest (Standard Definition Version) ) | Movies & TV > Disc on Demand | Rating: 3.3
(ID: B07W9F773Z) [Item: B07W9F773Z] | Unknown | Rating: 4.4
(ID: B01FR34URI) Wanted : Season 1 | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.3
(ID: B06XPTSC6G) A Silent Voice - Standard Blu-Ray | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B000OCZ2QG) That Thing You Do - Dir. Cut | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B000NTPFNA) Weather Report: Live at Montreux 1976 | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0001XAOZC) El Jinete Sin Cabeza | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B002OCR2NU) Cougar Boeing 727-200 | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 5.0
(ID: 6301581598) Grendel, Grendel, Grendel [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.5
(ID: B082248Z1H) High Strung Free Dance [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B000EU1Q22) Marked Woman | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B073MDHL1M) [Item: B073MDHL1M] | Unknown | Rating: 3.3
(ID: B000QU5UO0) [Item: B000QU5UO0] | Unknown | Rating: 4.7
(ID: B00008CMSV) The Other Side Of Heaven [VHS] | Movies & TV > Disney Home Video > All Disney Titles | Rating: 4.8
(ID: B01MT51KDB) [Item: B01MT51KDB] | Unknown | Rating: 4.4
(ID: B0142WINDW) Emperor of the North | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B078TQS4ND) [Item: B078TQS4ND] | Unknown | Rating: 4.7
(ID: B0001XAQ9Q) National Lampoon's Senior Trip (DVD) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.7
(ID: B00BLN4UPG) Bedazzled | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B00BM8STP2) House of Cards | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00DQLWXZA) [Item: B00DQLWXZA] | Unknown | Rating: 4.4
(ID: B00KH57U6K) Bleach, Set 22, Episodes 304-316 (Uncut) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.8
(ID: B07CQP6R8X) Barney: The Best of Barney [DVD] | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.7
(ID: B07CVXZQ7M) [Item: B07CVXZQ7M] | Unknown | Rating: 4.1
(ID: B010U4IHA0) [Item: B010U4IHA0] | Unknown | Rating: 4.1
(ID: B000RETOG0) And Then Came Love | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.6
(ID: B00JLWHX4O) Hollywood Chinese (2-disc, collectors home & personal use edition) | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.8
(ID: B01L31AZEK) [Item: B01L31AZEK] | Unknown | Rating: 2.8
(ID: B01F6BVHJU) [Item: B01F6BVHJU] | Unknown | Rating: 3.6
(ID: B001S95AS4) Bibleman-Powersource-Blasting the Big Gamemaster Bully | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: 6305750246) The Brain That Wouldn't Die | Movies & TV > Cult Movies > Comedy | Rating: 4.5
(ID: B09CW1VBP1) Under the Volcano | Documentary > Fun | Rating: 4.8
(ID: B06XC52HMZ) [Item: B06XC52HMZ] | Unknown | Rating: 4.7
(ID: B002U4UZT0) 4 Film Favorites: Urban Action (Black Belt Jones, Black Samson, Hot Potato, Three the Hard Way) | Movies & TV > Cult Movies > Blaxploitation | Rating: 4.7
(ID: B01KINCY8O) [Item: B01KINCY8O] | Unknown | Rating: 3.1
(ID: B00IYJ77WI) [Item: B00IYJ77WI] | Unknown | Rating: 4.2
(ID: B00I3NFBHS) [Item: B00I3NFBHS] | Unknown | Rating: 3.8
(ID: B08T5Y5F1L) [Item: B08T5Y5F1L] | Unknown | Rating: 3.4
(ID: B00DIX73NS) Brian Jacque's Redwall | Animation > Drama > Fantasy | Rating: 4.7
(ID: B07S65JX31) [Item: B07S65JX31] | Unknown | Rating: 4.5
(ID: B002JANB2S) Bonhoeffer: Agent of Grace | Suspense > Historical > Military and War | Rating: 4.4
(ID: B00008G68W) 1492: Conquest of Paradise | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B01LTHNA86) Morgan UHD 4K UHD | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B072LVTJMT) [Item: B072LVTJMT] | Unknown | Rating: 4.2
(ID: B002ZWCRO8) [Item: B002ZWCRO8] | Unknown | Rating: 4.5
(ID: B00AGQH9BG) [Item: B00AGQH9BG] | 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."
}
|
B00AGQH9BG
|
[Item: B00AGQH9BG]
| 3
|
AFF763W2MG735SI7VT2TMDSC5PZQ
|
overlapping_books_movies
|
B
|
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 Quartermaster: Montgomery C. Meigs, Lincoln's General, Master Builder of the Union Army | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 4.0
- The West Point History of the Civil War (1) (The West Point History of Warfare Series) | Books > History > Americas | Rating: 3.0
- “The Devil’s to Pay”: John Buford at Gettysburg. A History and Walking Tour. | Books > History > Americas | Rating: 4.0
- Confederate Reckoning: Power and Politics in the Civil War South | Books > History > Americas | Rating: 3.0
- The Grand Design: Strategy and the U.S. Civil War | Books > History > Americas | Rating: 3.0
- Master of War: The Life of General George H. Thomas | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 3.0
- The Illustrated Encyclopedia of Swords and Sabers: An authorative history and visual directory of edged weapons from around the world, shown in over 800 stunning colour photographs | Books > History > Military | Rating: 3.0
- Retreat from Gettysburg: Lee, Logistics, and the Pennsylvania Campaign (Civil War America) | Books > History > Americas | Rating: 4.0
- Nothing but Victory: The Army of the Tennessee, 1861-1865 | Books > History > Americas | Rating: 3.0
### User's movies History:
- John Wick 3 - Parabellum | Suspense > Action > Compelling | Rating: 3.0
- [Item: B01N18CMIB] | Unknown | Rating: 3.0
- [Item: B01MUZ1MIA] | Unknown | Rating: 3.0
- [Item: B001BKG6F6] | Unknown | Rating: 5.0
- [Item: B000JJH7VC] | Unknown | Rating: 5.0
- The Pride and the Passion | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 5.0
- War Horse | Movies & TV > Featured Categories > DVD | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B001GKJ27U) Super Troopers [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B0172XW82A) Joanna Lumley's Greek Odyssey | Documentary | Rating: 4.4
(ID: B00009KU7Q) Frida Kahlo - La Cinta que Envuelve una Bomba (The Ribbon That Ties the Bomb) [DVD] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.1
(ID: B005648TTE) Night Before the Wedding | Movies & TV > Featured Categories > DVD | Rating: 2.9
(ID: B0023R8DHA) [Item: B0023R8DHA] | Unknown | Rating: 4.4
(ID: B0026FD4FK) AHRC Presents: The Aaronic Blessing | Movies & TV > Genre for Featured Categories > Westerns | Rating: 5.0
(ID: B000LUBZDU) Zen Noir | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.0
(ID: B0159AYC2W) [Item: B0159AYC2W] | Unknown | Rating: 3.4
(ID: B073XRMHGC) [Item: B073XRMHGC] | Unknown | Rating: 4.2
(ID: B00SCNK1RE) Total Balalaika Show (1994) ( Leningrad Cowboys: Total Balalaika Show ) [ Blu-Ray, Reg.A/B/C Import - Finland ] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.9
(ID: B00122YIKS) Moods Of Nature: Tropical Tranquility | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.3
(ID: B004WM0ZMK) [Item: B004WM0ZMK] | Unknown | Rating: 4.3
(ID: B06XBX5TX3) [Item: B06XBX5TX3] | Unknown | Rating: 4.5
(ID: B0006M4PIA) Rolling Stones - Let's Spend the Night Together | Movies & TV > Music Artists > The Rolling Stones | Rating: 4.6
(ID: B07KMLXSZP) [Item: B07KMLXSZP] | Unknown | Rating: 3.5
(ID: B082PQKLL2) 1917 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00SQOHAVE) [Item: B00SQOHAVE] | Unknown | Rating: 4.4
(ID: B00AYV9UAQ) Nura: Rise of the Yokai Clan Set 1 (DVD) | Movies & TV > Boxed Sets > Anime | Rating: 4.7
(ID: B005IVFS6W) [Item: B005IVFS6W] | Unknown | Rating: 3.2
(ID: B00UJH1R60) The Drownsman [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.6
(ID: B01MQIMK51) Psychomania (2-Disc Special Edition) [Blu-ray + DVD] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00FJ01HRQ) [Item: B00FJ01HRQ] | Unknown | Rating: 4.4
(ID: B01MRKNOP9) La Espera Desespera | Comedy > Drama > Kids | Rating: 3.4
(ID: B07VGTX957) Toys That Made Us: Seasons 1 & 2 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.9
(ID: B07P7ZC1VP) New Money | Suspense > Comedy > Intense | Rating: 3.6
(ID: B07YCS9MP3) [Item: B07YCS9MP3] | Unknown | Rating: 4.4
(ID: 6302638828) To Heal a Nation VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B000MQ593K) Sesame Street - TV Episode Fun Pack, Vol. 2 | Movies & TV > Boxed Sets > Kids & Family | Rating: 4.6
(ID: B01D9IHHG4) [Item: B01D9IHHG4] | Unknown | Rating: 4.6
(ID: B005DZ35TU) Pee-wee's Big Adventure [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00JOL3GDO) [Item: B00JOL3GDO] | Unknown | Rating: 4.7
(ID: B0030BOCKU) Hot August Night [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: B004ASDNP2) Snub Pollard Showtime (Courtship of Miles Sandwich / Join the Circus / The Big Idea / Vitamin ""U"" for Me) (Bonus: ""An Auto Nut"" with Paul Parrot) | Movies & TV > Independently Distributed > Comedy | Rating: 4.1
(ID: B004U7MQW4) Clerks: The Animated Series (Uncensored) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B004DEOGX6) Virtual Santa- Santa in the Window- Projector Decoration Kit | Movies & TV > Movies | Rating: 4.1
(ID: B07KSKGC9H) 60 Seconds to Die 2 | Suspense > Horror | Rating: 2.6
(ID: B09ZKJ4TWB) [Item: B09ZKJ4TWB] | Unknown | Rating: 3.8
(ID: B005TLOCGS) awol.tv | The First Volume | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.9
(ID: B000QFAFOU) 51 Birch Street | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B00FLNQX70) [Item: B00FLNQX70] | Unknown | Rating: 4.7
(ID: B0058FW0WS) [Item: B0058FW0WS] | Unknown | Rating: 4.0
(ID: B00005UPFL) J.R.R. Tolkien - Master of the Rings - The Definitive Guide to the World of the Rings | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B0044WQI6K) [Item: B0044WQI6K] | Unknown | Rating: 4.4
(ID: B001I45PCK) BIG BANG THEORY S1 (DVD/S) [2009] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: B0013FGDGQ) Dr. Fuhrman's Secrets to Healthy Cooking DVD | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.1
(ID: B076MH6LPY) [Item: B076MH6LPY] | Unknown | Rating: 3.6
(ID: B0763Y9R9T) [Item: B0763Y9R9T] | Unknown | Rating: 4.1
(ID: B00DTP7024) [Item: B00DTP7024] | Unknown | Rating: 2.8
(ID: B00GEFQCAW) Floyd Mayweather jr. Boxing DVD Collection | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0007U6I9K) The Over The Hill Gang | Movies & TV > Movies | Rating: 4.4
(ID: B000VMTMWO) [Item: B000VMTMWO] | Unknown | Rating: 4.3
(ID: B089MYF3HK) [Item: B089MYF3HK] | Unknown | Rating: 4.0
(ID: B002KOEGJ0) [Item: B002KOEGJ0] | Unknown | Rating: 4.9
(ID: B00576U9LM) Burst Angel: Boxed Set | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.6
(ID: B06ZZC1DF7) Rogue One: A Star Wars Story [Blu-ray] [UK Import] [Region Free] [2017] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00GG4ANQK) [Item: B00GG4ANQK] | Unknown | Rating: 5.0
(ID: B000GWE44U) [Item: B000GWE44U] | Unknown | Rating: 4.7
(ID: B07XWKTS2R) [Item: B07XWKTS2R] | Unknown | Rating: 4.9
(ID: B001CQ55F6) Smurfs, The:S1V2 (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00LI3DNYI) [Item: B00LI3DNYI] | Unknown | Rating: 4.4
(ID: B004ZISJII) Bill Moyers: The Language of Life | Documentary > Special Interest | Rating: 3.8
(ID: B000062XM3) Fight Club | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B06VVL28ZP) [Item: B06VVL28ZP] | Unknown | Rating: 3.5
(ID: B07G3J72CC) [Item: B07G3J72CC] | Unknown | Rating: 4.0
(ID: B001AMW4Y2) Combat Hapkido Balance Disruption / Foot Trapping DVD | Movies & TV > TV | Rating: 3.3
(ID: B07LFLVMDX) [Item: B07LFLVMDX] | Unknown | Rating: 4.4
(ID: B06XCFMWXB) [Item: B06XCFMWXB] | Unknown | Rating: 4.8
(ID: B00008972R) Personal Velocity [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B0190BXG0A) [Item: B0190BXG0A] | Unknown | Rating: 4.3
(ID: B00KPI12JU) P-51 Dragon Fighter | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.0
(ID: B007BZT2E2) Daddy Long Legs [DVD] [1955] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B00004Y6A5) Slugs | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.4
(ID: B00O5ANZL2) Abraham Lincoln Collection : Lincoln Complete Mini Series , Birth of Freedom 10 Part Documentary , Lincoln Feature Film : Box Set | Movies & TV > Featured Categories > DVD | Rating: 2.6
(ID: B007BBIHME) [Item: B007BBIHME] | Unknown | Rating: 4.6
(ID: B079ZYTD87) [Item: B079ZYTD87] | Unknown | Rating: 3.8
(ID: B00CSCKLCA) Veggie Tales: All the Shows: Vol. 2 | Movies & TV > Boxed Sets > Kids & Family | Rating: 4.4
(ID: B00GVACWIG) [Item: B00GVACWIG] | Unknown | Rating: 4.9
(ID: B01LTI0KTM) Dog By Dog | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B0002MHDZG) Banner of the Stars - Complete Collection [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.4
(ID: B07WP7FF6D) [Item: B07WP7FF6D] | Unknown | Rating: 4.0
(ID: B000JBXHW8) America's Funniest Home Videos: Salute to Romance | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B00414X63Y) The Seventh Coin 1993 005890 | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B0000AINO9) Martial Masters Collection: Killer Priest | Movies & TV > Hong Kong Action | Rating: 2.8
(ID: B000068MFS) Serendipity [VHS] | Movies & TV > Studio Specials > Miramax Home Video | Rating: 4.8
(ID: B07Y8SJJKR) [Item: B07Y8SJJKR] | Unknown | Rating: 2.9
(ID: B01DEQ92PA) Percy Jackson & the Olympians: The Lightning Thief | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B093B8HB75) Genius: Aretha (Season 3) | Movies & TV > TV | Rating: 4.9
(ID: B00DVLKMWQ) ESPN Films: Nine for IX GIFT SET | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B000XSAH5W) [Item: B000XSAH5W] | Unknown | Rating: 4.4
(ID: B01IE8EL5O) [Item: B01IE8EL5O] | Unknown | Rating: 4.0
(ID: B00OFOY62U) Six Pack | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B002QV2DRY) [Item: B002QV2DRY] | Unknown | Rating: 4.7
(ID: B004JHCW4W) For Cats + Music Cats Love SET While You Are Gone Cat Music Cat | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.4
(ID: B001H5O8PK) Lost Princess, The | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B0B8T8N3FT) [Item: B0B8T8N3FT] | Unknown | Rating: 3.1
(ID: B001AZIRUE) Lagerfeld Confidential | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.1
(ID: B071GLX9FR) The Vintage Voyageur | Unscripted | Rating: 3.9
(ID: B006RYMP1A) [Item: B006RYMP1A] | Unknown | Rating: 4.6
(ID: B000BGQULQ) Malcolm | Movies & TV > Independently Distributed > Documentary | Rating: 3.8
(ID: B088JVY2B1) [Item: B088JVY2B1] | 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."
}
|
B082PQKLL2
|
1917 [DVD]
| 3
|
AG6RN4RDBIUAHDWU6HPEVH56BKNA
|
overlapping_books_movies
|
B
|
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:
- CompTIA Server+ Certification All-in-One Exam Guide (Exam SK0-004) | Books > Computers & Technology > Certification | Rating: 4.0
- Data Storage Networking: Real World Skills for the CompTIA Storage+ Certification and Beyond | Books > Computers & Technology > Networking & Cloud Computing | Rating: 4.0
- Pimsleur Vietnamese Basic Course - Level 1 Lessons 1-10 CD: Learn to Speak and Understand Vietnamese with Pimsleur Language Programs (1) | Books > Computers & Technology > Programming | Rating: 3.0
- The Healing Power of Vitamins, Minerals, and Herbs | Books > Medical Books > Medicine | Rating: 3.0
- The Big Book of Flower Gardening: A Guide to Growing Beautiful Annuals, Perennials, Bulbs, and Roses | Books > Crafts, Hobbies & Home > Gardening & Landscape Design | Rating: 3.0
- Behind the Wheel - Spanish 1 | Books > New, Used & Rental Textbooks > Humanities | Rating: 3.0
- Vietnamese for Beginners Second Edition CDs | Books > Reference > Words, Language & Grammar | Rating: 1.0
- The Millionaire Real Estate Investor | Books > Business & Money > Management & Leadership | Rating: 4.0
### User's movies History:
- Catch Me If You Can (Widescreen Two-Disc Special Edition) | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 4.0
- Salsa Dance DVD Video SalsaCrazy Series, Volume 1 - Salsa Dancing Guide for Beginners - Step by Step Dance Club Lesson | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.0
- Casino [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 5.0
- Pulp Fiction | Suspense > Comedy > Cerebral | Rating: 4.0
- [Item: B00KQFWMH8] | Unknown | Rating: 4.0
- Silent Hill [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B01343700W) The Sisterhood | Movies & TV > Featured Categories > Blu-ray | Rating: 3.5
(ID: B004CJB5WC) [Item: B004CJB5WC] | Unknown | Rating: 4.5
(ID: B0007TKNX8) UFO Insiders - Cosmic Top Secret | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B001485EVW) Winchester Explored: Secrets of the Mansion | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.0
(ID: B081R8J2BM) [Item: B081R8J2BM] | Unknown | Rating: 4.4
(ID: B0B9QPQDZ1) A Weekend With Lulu [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.4
(ID: B00C6ACT3I) Doctor Who: The Mind of Evil (Story 56) | Movies & TV > BBC > All BBC Titles | Rating: 4.7
(ID: B003EJO8KM) Absolute Zero | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: 076700034X) Biography - Abraham Lincoln [VHS] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B00ENC147O) [Item: B00ENC147O] | Unknown | Rating: 3.5
(ID: B00062IVUS) The Complete GED Series | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B000083C6N) Strawberry Shortcake - Meet Strawberry Shortcake VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.3
(ID: B06XFC5PJ7) [Item: B06XFC5PJ7] | Unknown | Rating: 4.8
(ID: B0035V079K) Home for the Holidays | Comedy > Drama > Emotional | Rating: 4.7
(ID: 1565234197) Boxes, Goblets, and Screwthreads - Fox Chapel Publishing | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.7
(ID: B0777J2M97) [Item: B0777J2M97] | Unknown | Rating: 4.0
(ID: B00QMWEJ16) Blu-ray Action 4-pack - STEALTH/VERTICAL LIMIT & TERMINAL VELOCITY/WHITE SQUALL | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B08JXCXFDZ) [Item: B08JXCXFDZ] | Unknown | Rating: 4.9
(ID: B00OTADEPU) ON THE SUNNY SIDE | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.3
(ID: B06ZY2N4QH) [Item: B06ZY2N4QH] | Unknown | Rating: 4.1
(ID: B000068TPT) Playboy - Mansion Parties Totally Uncensored [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00019331I) Anna [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.4
(ID: B00DGMS8VC) [Item: B00DGMS8VC] | Unknown | Rating: 4.8
(ID: B0002EJ7KS) She Fought Alone: True Stories Collection [DVD] | Movies & TV > Made-for-TV Movies > All Made-for-TV Movies | Rating: 4.6
(ID: B00A0V54KU) Meditative Stretching | Movies & TV > Musicals & Performing Arts > Ballet & Dance | Rating: 4.3
(ID: B0000AZT5P) Little House on the Prairie: Christmas at Plum Creek / A Christmas They Never Forgot | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.7
(ID: B000MM0LK0) Russ Taff: The Best of Russ Taff - From the Homecoming Series | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B0046B3QTG) Despicable Me | Comedy > Animation > Heartwarming | Rating: 4.8
(ID: B01MT6JVUU) [Item: B01MT6JVUU] | Unknown | Rating: 4.4
(ID: B000EOY3PA) Mt. Rushmore, Crazy Horse & The Black Hills | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B0096NJHMO) River Monsters: Season 4 | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B07JN9SMDY) Alanis | Drama | Rating: 3.5
(ID: B0009K6T1A) Fallingwater, The House Tour | Movies & TV > Independently Distributed > Documentary | Rating: 4.7
(ID: B00C0ON3SA) [Item: B00C0ON3SA] | Unknown | Rating: 4.9
(ID: B00004YZGO) Donnie McClurkin - Live in London & More VHS | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B000F5YYBQ) Spaced: Complete Series 1 [Region 2] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B01MSWN0Z7) [Item: B01MSWN0Z7] | Unknown | Rating: 4.2
(ID: B008Y6RYDS) [Item: B008Y6RYDS] | Unknown | Rating: 4.5
(ID: B00140PKBE) Charles Dickens' London - Part 1 - Life | Movies & TV > Independently Distributed > Documentary | Rating: 3.7
(ID: B0BXFY1S75) [Item: B0BXFY1S75] | Unknown | Rating: 4.4
(ID: B001DX9FV8) NEW Gigi - Gigi (blu-ray) (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B009QOT1RY) [Item: B009QOT1RY] | Unknown | Rating: 3.7
(ID: B005ZO9H1Y) [Item: B005ZO9H1Y] | Unknown | Rating: 4.5
(ID: B00005TNEU) Nova - Flying Casanovas [VHS] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B001JP63G0) BEAUTY: In the Eyes of the Beheld | Movies & TV > Disc on Demand | Rating: 5.0
(ID: B0094M0KVO) [Item: B0094M0KVO] | Unknown | Rating: 4.5
(ID: B0050XFY4O) [Item: B0050XFY4O] | Unknown | Rating: 4.3
(ID: B008KSA3T2) [Item: B008KSA3T2] | Unknown | Rating: 4.7
(ID: B074VBN12R) [Item: B074VBN12R] | Unknown | Rating: 4.7
(ID: B00UUOVC1C) My Dinner with Andre (The Criteiron Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00TP2BY54) Awkward, Season 4 | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B002K6JF4O) [Item: B002K6JF4O] | Unknown | Rating: 4.3
(ID: B014WSTRRC) [Item: B014WSTRRC] | Unknown | Rating: 4.3
(ID: B006IXRIOO) Decision | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B00A9YBWGI) Borgen: Series 1 & 2 | Movies & TV > BBC > All BBC Titles | Rating: 4.1
(ID: B00078ZCMG) Swing Girls First & Last Concert | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B009MF56GC) The Expendables 2 (Blu-ray + Digital Copy + UltraViolet) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B07RC5XTQ8) [Item: B07RC5XTQ8] | Unknown | Rating: 4.6
(ID: B00YDWUBBO) Strawberry Shortcake: Berry Tales | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B00GD5RNM4) [Item: B00GD5RNM4] | Unknown | Rating: 4.7
(ID: B00QREBJMQ) [Item: B00QREBJMQ] | Unknown | Rating: 4.6
(ID: B000HAB4TE) [Item: B000HAB4TE] | Unknown | Rating: 4.3
(ID: B0000DZ3IE) National Lampoon's Christmas Vacation 2 - Cousin Eddie's Island Adventure | Movies & TV > Holidays & Seasonal > Christmas | Rating: 3.6
(ID: B07ZDHZF98) [Item: B07ZDHZF98] | Unknown | Rating: 3.3
(ID: B084H53M9T) [Item: B084H53M9T] | Unknown | Rating: 4.0
(ID: B073XVPHZJ) BLU RAY VIKING Russian Historical Action Movie LANGUAGE:RUSSIAN Subtitles:ENGLISH | Movies & TV > Blu-ray > Movies | Rating: 3.9
(ID: B07GJZ9L8Q) [Item: B07GJZ9L8Q] | Unknown | Rating: 4.7
(ID: B07Z1PS7QB) [Item: B07Z1PS7QB] | Unknown | Rating: 4.2
(ID: B00028G6U8) WWE: Bad Blood 2004 [DVD] | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.5
(ID: 0767327764) Experiencing God | Movies & TV > Genre for Featured Categories > Romance | Rating: 5.0
(ID: 0790732181) One Flew Over the Cuckoo's Nest [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B009WG92SY) [Item: B009WG92SY] | Unknown | Rating: 4.2
(ID: B000MRNWSS) ALICE IN WONDERLAND: A Dance Fantasy | Movies & TV > Musicals & Performing Arts > Ballet & Dance | Rating: 3.5
(ID: B015673BNY) [Item: B015673BNY] | Unknown | Rating: 3.6
(ID: B07BH57KJ2) [Item: B07BH57KJ2] | Unknown | Rating: 3.9
(ID: B000FKO3RQ) Broken Saints - The Animated Comic Epic [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.2
(ID: B00A2H9LK6) Silent Hill: Revelation | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B005COLEOA) Hamlet at Elsinore | Movies & TV > Shakespeare on DVD Store > The Works | Rating: 4.2
(ID: B07V9PNBSN) [Item: B07V9PNBSN] | Unknown | Rating: 4.3
(ID: B00005JM5Z) The Man from U.N.C.L.E.: The Complete Series | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B003ZSHLPG) Episodes [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.2
(ID: B00I0PJQUC) [Item: B00I0PJQUC] | Unknown | Rating: 3.2
(ID: B01LTI21YY) A Monster Calls [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: 6302627311) Dracula VHS | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.8
(ID: B00SZ3DFSI) [Item: B00SZ3DFSI] | Unknown | Rating: 4.3
(ID: B000EMGA0I) Eclectic Shorts by Eric Leiser | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B071RRDLTY) [Item: B071RRDLTY] | Unknown | Rating: 5.0
(ID: B00X5GYUCK) [Item: B00X5GYUCK] | Unknown | Rating: 3.8
(ID: B07HQ7DJXT) The Ghost Beyond | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: 6302000963) Havana [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B0B18FGCT9) [Item: B0B18FGCT9] | Unknown | Rating: 3.6
(ID: B00VZ9ANRU) [Item: B00VZ9ANRU] | Unknown | Rating: 3.8
(ID: B07H4WN546) [Item: B07H4WN546] | Unknown | Rating: 3.8
(ID: B00005OCPM) The Animal | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B00BDANUPS) The Sandlot | Movies & TV > Movies | Rating: 4.9
(ID: B09M2V4JJL) The Hating Game | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B005GQERMU) Cataclysm from Space, 2800 B.C. | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B002R1W756) [Item: B002R1W756] | Unknown | Rating: 3.2
(ID: B08CQGF7XJ) L.A. Law | Drama | Rating: 3.1
(ID: B00MUI65OU) Wrong Turn 1-5 [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."
}
|
B00A2H9LK6
|
Silent Hill: Revelation
| 2
|
AELJZB572MWSNIKKKIR3ZPMRC6XQ
|
overlapping_books_movies
|
B
|
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:
- HEX | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- The Perfect Child | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Bad Things | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Final Days of Magic (Witches of New Orleans Book 3) | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- The Book of the Unwinding (Witches of New Orleans 2) | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Practical Magic | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
### User's movies History:
- [Item: B00UBRJ6MA] | Unknown | Rating: 5.0
- [Item: B00QQW1ZIW] | Unknown | Rating: 2.0
- [Item: B00R2KNVDE] | Unknown | Rating: 4.0
- Broad City | Comedy | Rating: 5.0
- [Item: B00MEAJZZU] | Unknown | Rating: 5.0
- [Item: B0088OUTLA] | Unknown | Rating: 1.0
- [Item: B0019IOZGC] | Unknown | Rating: 5.0
- [Item: B00KGUJUXC] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0144E0SW2) An Inspector Calls [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B07JDCL2H1) [Item: B07JDCL2H1] | Unknown | Rating: 4.3
(ID: B0000065NU) Godzilla VS. the Sea Monster [VHS] | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.4
(ID: 1556583486) Here Comes Peter Cottontail | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B009JW4QIM) [Item: B009JW4QIM] | Unknown | Rating: 3.8
(ID: B00JUIZK58) [Item: B00JUIZK58] | Unknown | Rating: 2.5
(ID: B007WTT5NK) [Item: B007WTT5NK] | Unknown | Rating: 4.2
(ID: B07TNVXHG2) Poldark: The Complete Fifth Season (Masterpiece) [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B0078YWEK0) [Item: B0078YWEK0] | Unknown | Rating: 4.6
(ID: 0764006401) Great Expectations | Movies & TV > Art House & International > By Country | Rating: 3.8
(ID: B017738D5G) [Item: B017738D5G] | Unknown | Rating: 4.5
(ID: B00YIZWIFI) Skin Trade | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B004DMIISM) FLCL: The Complete Series | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.9
(ID: B01DH57WQO) [Item: B01DH57WQO] | Unknown | Rating: 3.2
(ID: B002RXZF3U) [Item: B002RXZF3U] | Unknown | Rating: 4.7
(ID: B00K4G7RTW) EL PROFE [POR SIEMPRE CANTINFLAS] [NTSC/REGION 1 & 4 DVD. IMPORT-Latin America] (2014). | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00FPP99MK) Metallica Through the Never [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.2
(ID: B000VZUQ4E) Lady Iron Monkey (Dubbed In English) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 2.6
(ID: B07PF74W7S) The Hustler | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B0042QEV2Q) [Item: B0042QEV2Q] | Unknown | Rating: 4.6
(ID: B01A99FX0I) [Item: B01A99FX0I] | Unknown | Rating: 4.2
(ID: B0093QFMPU) [Item: B0093QFMPU] | Unknown | Rating: 4.6
(ID: B086WP2QS5) [Item: B086WP2QS5] | Unknown | Rating: 4.1
(ID: B00O5AUEXE) Alpha House | Comedy > Drama | Rating: 4.6
(ID: B000EJUQ1U) Closet Land | Movies & TV > Featured Categories | Rating: 3.5
(ID: B0756RGTGF) [Item: B0756RGTGF] | Unknown | Rating: 4.4
(ID: B00GSTHCW6) La Tempestad | Movies & TV > Boxed Sets > Art House & International | Rating: 4.5
(ID: B09M8FR1PF) [Item: B09M8FR1PF] | Unknown | Rating: 5.0
(ID: B079N1HQK9) Strike Back - Retribution [DVD] | Movies & TV > Movies | Rating: 4.6
(ID: B0009ZE9QM) Chobits - The Chobits Collection [DVD] | Movies & TV > Boxed Sets > Anime | Rating: 4.9
(ID: B089XX7YS3) [Item: B089XX7YS3] | Unknown | Rating: 4.0
(ID: B016QOCZOC) ChiPs: The Complete Seasons 1-3 (3 Pack) | Movies & TV > TV | Rating: 4.7
(ID: B001M9ELK8) Murnau (Nosferatu / Faust / The Last Laugh / Tartuffe / The Haunted Castle / The Finances of the Grand Duke) | Movies & TV > Boxed Sets > Art House & International | Rating: 4.6
(ID: B00A2YD5A6) [Item: B00A2YD5A6] | Unknown | Rating: 3.5
(ID: B08V55QJCX) [Item: B08V55QJCX] | Unknown | Rating: 3.6
(ID: B00LU8QA2S) [Item: B00LU8QA2S] | Unknown | Rating: 3.4
(ID: B0087ITBT8) The Guilt Trip (Two-Disc Blu-ray/DVD Combo + Digital Copy) | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: 6301257049) Dr. Cyclops | Movies & TV > Science Fiction & Fantasy | Rating: 4.6
(ID: B07CT72B47) [Item: B07CT72B47] | Unknown | Rating: 3.8
(ID: B00IS6WQ8W) Between Sisters | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.3
(ID: B00KM5QOE4) DIE SUCHE NACH DER QUELLE - MO [DVD] [1971] | Movies & TV > Movies | Rating: 4.1
(ID: B075DQ8R4N) The Mercenary - aka A Professional Gun (Il mercenario) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: 1890320048) Oxycise! Level One Video Set [VHS] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.9
(ID: B0748BXGBG) Better Half | Drama | Rating: 4.2
(ID: B000FMNJ7E) Moments to Remember with Bill & Gloria Gaither and Their Homecoming Friends | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.6
(ID: B003KJLZPM) [Item: B003KJLZPM] | Unknown | Rating: 4.5
(ID: B0093SSPGG) [Item: B0093SSPGG] | Unknown | Rating: 4.3
(ID: B00E5QTW3Q) [Item: B00E5QTW3Q] | Unknown | Rating: 4.0
(ID: B0002PC2EA) J.M. Barrie and the Lost Boys [DVD] | Movies & TV > Movies | Rating: 4.1
(ID: B000HVFMK0) [Item: B000HVFMK0] | Unknown | Rating: 4.4
(ID: B07MC5SN9Q) [Item: B07MC5SN9Q] | Unknown | Rating: 4.6
(ID: B002KAIVZY) Santa Claus - The Movie [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B01MY7HWQM) [Item: B01MY7HWQM] | Unknown | Rating: 4.6
(ID: B004Z4ZAQ6) Cavalia Live - 2010 Horse Performance DVD | Movies & TV > Genre for Featured Categories > Performing Arts | Rating: 4.4
(ID: B0000399WG) Batman Beyond - The Movie | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.4
(ID: B00005NG10) Magritte: Monsieur Rene Magritte [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B001E77XN0) The A&E Adventure Collection (Benedict Arnold / Horatio Hornblower / Shackleton / Napoleon / The Lost Battalion / Longitude) [DVD] | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.5
(ID: B003QULKZU) [Item: B003QULKZU] | Unknown | Rating: 4.8
(ID: B074TTS87C) Lose 12 inches Kit - DVD Workout from Cowboy Ryan | Movies & TV > TV | Rating: 2.5
(ID: B017CDG46G) [Item: B017CDG46G] | Unknown | Rating: 4.6
(ID: B000DZ6VQE) Kyokushinkai Karate | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B000W3ZB0O) [Item: B000W3ZB0O] | Unknown | Rating: 2.6
(ID: B002WY64J8) Xiii: The Conspiracy [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B000OCY65Y) Fat - What No One Is Telling You | Movies & TV > Independently Distributed > Documentary | Rating: 3.3
(ID: B002TSZBCS) Tobor The 8th Man Volume 2 [Slim Case] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.0
(ID: B016P2WXUG) [Item: B016P2WXUG] | Unknown | Rating: 4.7
(ID: B00RNED4GI) [Item: B00RNED4GI] | Unknown | Rating: 3.6
(ID: 6305315191) Home Fries [VHS] | Movies & TV > Spanish Language > Comedia | Rating: 4.4
(ID: B000PAAK4Q) ROYAL WEDDING/BELLE OF NEW YORK (2-DISCS | Movies & TV > Today's Deals > Spotlight Deals | Rating: 4.4
(ID: B00VTSM1AO) [Item: B00VTSM1AO] | Unknown | Rating: 3.5
(ID: B0182ZZ1SA) [Item: B0182ZZ1SA] | Unknown | Rating: 2.2
(ID: B01G45GOD6) [Item: B01G45GOD6] | Unknown | Rating: 4.0
(ID: B0055MRD5I) [Item: B0055MRD5I] | Unknown | Rating: 4.1
(ID: B00ETRANIO) [Item: B00ETRANIO] | Unknown | Rating: 4.8
(ID: B00R3E1H3A) The Case Against 8 | Movies & TV > HBO > All HBO Titles | Rating: 4.4
(ID: B009EEVGC4) [Item: B009EEVGC4] | Unknown | Rating: 4.5
(ID: B001P5OEAG) [Item: B001P5OEAG] | Unknown | Rating: 4.8
(ID: B00026WBF4) Cold Fever | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B008N6XQEA) [Item: B008N6XQEA] | Unknown | Rating: 4.8
(ID: B004WE731Y) For the Next 7 Generations | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.0
(ID: B07B2829ZK) [Item: B07B2829ZK] | Unknown | Rating: 3.9
(ID: B074NWXV6M) Traders | Drama | Rating: 4.3
(ID: B00004ZBVE) The Alamo | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0007LC59G) Dan Crary's Flatpick Guitar Workshop | Movies & TV > Musicals & Performing Arts > Independently Distributed | Rating: 4.5
(ID: B075VJNKZC) [Item: B075VJNKZC] | Unknown | Rating: 4.0
(ID: B08VYLT6M9) Resident Alien | Science Fiction > Comedy > Drama | Rating: 4.8
(ID: B007XF0WBM) Jack the Bear | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B005MOHY7G) Undisputed 2 - Uncut Version [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00002ND77) Malcolm X | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B00ZJH5PI6) [Item: B00ZJH5PI6] | Unknown | Rating: 3.0
(ID: B013UIKMP6) Sucker the Vampire | Comedy > Horror | Rating: 2.8
(ID: B09NRTPW7M) Mad Max 2: The Road Warrior (4K Ultra HD + Blu-ray + Digital) [4K UHD] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: 6317720827) PAW Patrol: Ultimate Rescue | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00016RNNA) The Freak Show Box Set (Frankenstein's Castle of Freaks / She Freak / Blood Freak / Basket Case) | Movies & TV > Boxed Sets > Horror | Rating: 4.8
(ID: B09QFN8WW9) [Item: B09QFN8WW9] | Unknown | Rating: 4.8
(ID: B0015H4IOQ) Chinese Strength & Power Development | Movies & TV > Featured Categories > DVD | Rating: 3.1
(ID: B00D3ZO8B6) [Item: B00D3ZO8B6] | Unknown | Rating: 4.4
(ID: B016B6LX02) Man With a Camera - Volumes 1-5: The First 20 Episodes | Movies & TV > Boxed Sets > Television | Rating: 5.0
(ID: B000IZJRQU) Sarfarosh | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B002XJBDVQ) Sade for Fonts Sake (for Mac, Windows, Linux) | 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."
}
|
B07JDCL2H1
|
[Item: B07JDCL2H1]
| 5
|
AEF236OO6JWSFVES5JSO6XIEROYQ
|
overlapping_books_movies
|
B
|
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:
- Rickles' Book: A Memoir | Books > Biographies & Memoirs > Arts & Literature | Rating: 1.0
- St. Mary's County (MD) (Images of America) | Books > Arts & Photography > Photography & Video | Rating: 5.0
- Tanks of Hitler’s Eastern Allies 1941–45 (New Vanguard) | Books > History > Military | Rating: 2.0
- Lion of Hollywood: The Life and Legend of Louis B. Mayer | Books > Biographies & Memoirs > Arts & Literature | Rating: 5.0
- Were You Always an Italian?: Ancestors and Other Icons of Italian America | Books > Literature & Fiction > History & Criticism | Rating: 1.0
- Runabout Renovation: How to Find and Fix Up an Old Fiberglass Speedboat | Books > Engineering & Transportation > Transportation | Rating: 5.0
- Practical Watch Repairing | Books > Engineering & Transportation > Engineering | Rating: 5.0
### User's movies History:
- Joshua | Movies & TV > Featured Categories > DVD | Rating: 5.0
- The History Channel Presents Sherman's March | Movies & TV > A&E Home Video > All A&E Titles | Rating: 1.0
- Arn: The Knight Templar | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 1.0
- The Golden Bowl | Movies & TV > Genre for Featured Categories > Drama | Rating: 1.0
- Naxos Scenic Musical Journeys Italy Ravenna, Venice, Faenza | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Vol. 1-Basic Gelcoat Damage Re | Movies & TV > Featured Categories | Rating: 1.0
- TimeQuest [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 1.0
- Il Postino [VHS] | Movies & TV > Art House & International > By Country | Rating: 1.0
- Master and Commander - The Far Side of the World (Widescreen Collector's Edition) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 1.0
- Night on Earth VHS | Movies & TV > Art House & International > By Genre | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B000059MQ1) Playing Mona Lisa [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.2
(ID: B0000048ZL) The Way We Were | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B00J2PQVB6) Sparks | Science Fiction > Suspense > Compelling | Rating: 3.6
(ID: B01ASMCHLE) One Piece: Season 7 Voyage Six | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B00AZNEVJ8) Rust and Bone [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B07BQ7CR3C) [Item: B07BQ7CR3C] | Unknown | Rating: 3.5
(ID: B00AYRDPGK) [Item: B00AYRDPGK] | Unknown | Rating: 4.6
(ID: B00I2K05TG) [Item: B00I2K05TG] | Unknown | Rating: 4.0
(ID: B000MQ7S7K) RKO Double Feature:The Falcon's Adventure and Armored Car Robbery | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B0017ZATAI) Wild Goose II - Second 64 movements | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B001BXN92G) Lost Boys | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00KKGSGF0) [Item: B00KKGSGF0] | Unknown | Rating: 4.1
(ID: B00KBROZSU) One Piece: Movie Collection 2 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B018NVPJHG) [Item: B018NVPJHG] | Unknown | Rating: 4.2
(ID: B002TT1YK0) The Librarian Return to King Solomon's Mines | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B00020HAKQ) Lady Of Burlesque | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B0068ZCDRE) [Item: B0068ZCDRE] | Unknown | Rating: 4.8
(ID: B07BSSKJQ8) [Item: B07BSSKJQ8] | Unknown | Rating: 4.4
(ID: B00KG2P0MA) [Item: B00KG2P0MA] | Unknown | Rating: 2.6
(ID: B07BJKMD82) [Item: B07BJKMD82] | Unknown | Rating: 4.9
(ID: B00384NXGI) Open Range (Two-Disc Collector's Edition) | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.7
(ID: B00SZLELZG) Tales of Terror [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00BMD1RA6) [Item: B00BMD1RA6] | Unknown | Rating: 4.6
(ID: B000BKLB6Q) Kettlebells The Iron Core Way Volume 1 (Complete Guide to Kettlebell Training with Follow Along Workout) | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.6
(ID: B001SGEUEW) Relax TV | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B00KO75XGU) Forensic Files | Suspense > Documentary | Rating: 4.6
(ID: B07SN8T1XM) American Gods: Season 2 | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B00HSUO1YG) Vintage Belly Dance: Technique & Styling from the Golden Era - bellydance instruction | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.1
(ID: B01738T2OG) [Item: B01738T2OG] | Unknown | Rating: 4.7
(ID: B00SJFCL64) Tom Hanks Triple Feature (3FE) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B07JKYFJLZ) [Item: B07JKYFJLZ] | Unknown | Rating: 4.5
(ID: B08797B15N) Murder by the Lake | Suspense > International | Rating: 3.0
(ID: B001AHKGYW) Anchorman: The Legend of Ron Burgundy (including Wake Up Ron Burgundy) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B01N0ASPXC) [Item: B01N0ASPXC] | Unknown | Rating: 2.9
(ID: B0002W4SWC) Bridget Jones's Diary | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.7
(ID: B005HEX1P0) [Item: B005HEX1P0] | Unknown | Rating: 4.6
(ID: 6303182178) Aerobics With Soul [VHS] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.8
(ID: B00X8UIUEW) [Item: B00X8UIUEW] | Unknown | Rating: 4.5
(ID: B01N35YI58) [Item: B01N35YI58] | Unknown | Rating: 4.4
(ID: B0040HU3QU) [Item: B0040HU3QU] | Unknown | Rating: 4.5
(ID: B07P8M8911) [Item: B07P8M8911] | Unknown | Rating: 3.8
(ID: B000BYMI7S) Roast Of Pamela Anderson (Checkpoint) | Movies & TV > Movies | Rating: 4.6
(ID: B08RRS3GSB) Once Upon A Time In Philly | Action > Drama > Serious | Rating: 4.3
(ID: B0787TSQ1S) [Item: B0787TSQ1S] | Unknown | Rating: 4.1
(ID: B07YD1LD52) [Item: B07YD1LD52] | Unknown | Rating: 4.6
(ID: B000DN7UHU) Cindy Crawford Shape Your Body Workout | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.7
(ID: B0009OUC6Y) The Inspector Lynley Mysteries 3 - In Pursuit of the Proper Sinner [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 5.0
(ID: B0013DLN7W) History's Mysteries: The True Story Of The Philadelphia Experiment | Movies & TV > Movies | Rating: 4.5
(ID: B0000AN4GP) Teenage Mutant Ninja Turtles 3-Pak | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B000F6ZCXY) Bio:night Stalker:richard | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.3
(ID: B000E371FU) Buddy Holly: Rave On | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00000F0HQ) The Light at the Edge of the World VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.1
(ID: B002TBZCTM) DRUMMERS OF FRANK ZAPPA: ROUNDTABLE DISCUSSION AND PERFORMANCE | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.6
(ID: B0036N9VS0) La Belle Korean Movie Dvd with English Subtitle NTSC all region | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.0
(ID: B07NMXNW1R) Love in Maastricht | Movies & TV > Movies | Rating: 4.7
(ID: B002RS8DRU) Twice Upon A Yesterday | Comedy > Drama > Romance | Rating: 4.1
(ID: B00003CXCW) Sunset Boulevard (Special Collector's Edition) | Movies & TV > Paramount Home Entertainment > Classics | Rating: 4.8
(ID: B00ESI114O) Stranger Within | Suspense > Drama > Cerebral | Rating: 3.8
(ID: B000QGXNYI) Susan Powter Lifestyle Ex-changes Circuit Training Upper Vol.3 | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B013BZVSLK) Salad Days: A Decade Of Punk In Washington, DC (1980-90) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B012O291UG) Que Le Dijiste A Dios? [DVD + Digital] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00BUBF4S6) Baka: People of the Forest | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: B001P829O6) Howards End (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.7
(ID: B0000714FA) Doctor Who - The Time Monster [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: 6303954383) Star Trek - The Next Generation, Episode 79: Remember Me VHS | Movies & TV > Science Fiction & Fantasy | Rating: 3.3
(ID: B00007K05M) Piranha 2: Spawning [VHS] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.2
(ID: B00LR3IMYA) Under the Skin | Movies & TV > Featured Categories > Blu-ray | Rating: 3.9
(ID: B002ZXOJ02) James Pearls for Wise Living | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B00HUO2YHG) [Item: B00HUO2YHG] | Unknown | Rating: 4.5
(ID: B007D7OGUS) [Item: B007D7OGUS] | Unknown | Rating: 3.6
(ID: B006CR2P0S) Disclosure (BD) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: 0792840941) Lord of the Flies VHS | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.5
(ID: B006LLY8O6) Mardock Scramble: The First Compression (Director's Cut) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B077NNDNH5) [Item: B077NNDNH5] | Unknown | Rating: 4.8
(ID: B07J3GTYC1) Halloween (2018) [DVD] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.8
(ID: B001ED3JEQ) Cartoon Rarities of the 1930s | Movies & TV > Independently Distributed > Comedy | Rating: 4.5
(ID: B00008G6GA) Return Of The Tiger [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B06X3VD5BG) Plasmatics - Live! Rod Swenson's Lost Tapes 1978-81 | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.7
(ID: B0079HI1TY) [Item: B0079HI1TY] | Unknown | Rating: 4.4
(ID: B000UMNQAY) HGTV: Ideas for the Holidays - 3 Disc Set | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00GSA3K6C) Capital Games the Movie | Movies & TV > Genre for Featured Categories > LGBT | Rating: 4.3
(ID: B07QWC61KL) [Item: B07QWC61KL] | Unknown | Rating: 3.5
(ID: B000A6T1KE) Star Trek: Nemesis | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
(ID: B0B8J7H11W) [Item: B0B8J7H11W] | Unknown | Rating: 4.5
(ID: B00QYZJ826) Tales From the Royal Bedchamber | Movies & TV > Independently Distributed > Documentary | Rating: 4.7
(ID: B07P877S9W) [Item: B07P877S9W] | Unknown | Rating: 4.8
(ID: B07KCLF7DR) [Item: B07KCLF7DR] | Unknown | Rating: 3.6
(ID: B07GNSJVGK) The Grateful Dead Movie | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B0056T2ATY) The Reincarnation of Peter Proud aka A Reencarnacao de Peter Proud [Import] | Movies & TV > Movies | Rating: 4.5
(ID: B08F6TVVX6) Ella Enchanted Digital | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B06ZYB13R3) Aftermath | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B07GH7LML6) [Item: B07GH7LML6] | Unknown | Rating: 4.6
(ID: B00DCYVEP6) [Item: B00DCYVEP6] | Unknown | Rating: 4.3
(ID: B01M0S28YC) [Item: B01M0S28YC] | Unknown | Rating: 4.9
(ID: B001KEGR7K) Living with the Mek | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00TYB9OF8) [Item: B00TYB9OF8] | Unknown | Rating: 3.6
(ID: B07KWKY35Y) [Item: B07KWKY35Y] | Unknown | Rating: 4.2
(ID: B07C5M3FXC) I Am a Hero | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B076N43HWF) [Item: B076N43HWF] | Unknown | Rating: 4.4
(ID: B01J9AZC5E) Ithaca | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | 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."
}
|
B07NMXNW1R
|
Love in Maastricht
| 5
|
AFMHN4NPCEODVVIUFGZIFPPRIP4A
|
overlapping_books_movies
|
B
|
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:
- Girls of Glass | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Storyteller's Secret: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Daughters of the Night Sky | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Candles Burning | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- The Butterfly Garden (The Collector Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
### User's movies History:
- [Item: B0032KUW4Y] | Unknown | Rating: 3.0
- [Item: B007BQB80M] | Unknown | Rating: 4.0
- [Item: B0042TV4IW] | Unknown | Rating: 4.0
- [Item: B01AB17JGU] | Unknown | Rating: 5.0
- [Item: B00WJLHBZK] | Unknown | Rating: 4.0
- [Item: B018GTUXE4] | Unknown | Rating: 5.0
- [Item: B00QXK2FEU] | Unknown | Rating: 3.0
- [Item: B00742H26M] | Unknown | Rating: 4.0
- Bed & Breakfast | Comedy > Charming > Cheerful | Rating: 3.0
- [Item: B002N4QCTE] | Unknown | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B01LX4N8QS) [Item: B01LX4N8QS] | Unknown | Rating: 4.5
(ID: B07DNJV5CV) [Item: B07DNJV5CV] | Unknown | Rating: 3.8
(ID: B00WRQNMXW) [Item: B00WRQNMXW] | Unknown | Rating: 3.7
(ID: B00ESD6U0Y) [Item: B00ESD6U0Y] | Unknown | Rating: 3.3
(ID: B01999866M) [Item: B01999866M] | Unknown | Rating: 3.1
(ID: B01M22LIUK) [Item: B01M22LIUK] | Unknown | Rating: 4.2
(ID: B00A1HH3DO) [Item: B00A1HH3DO] | Unknown | Rating: 4.8
(ID: B00TT59JHW) [Item: B00TT59JHW] | Unknown | Rating: 3.5
(ID: B00DQLW32I) [Item: B00DQLW32I] | Unknown | Rating: 4.7
(ID: B006GM4JNU) [Item: B006GM4JNU] | Unknown | Rating: 4.8
(ID: B0094M6784) [Item: B0094M6784] | Unknown | Rating: 4.5
(ID: B0009ZE944) Heimat - A Chronicle of Germany [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B0744Q76DT) Daredevil: The Complete Second Season | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B07TT8BXT6) [Item: B07TT8BXT6] | Unknown | Rating: 2.6
(ID: B002KOM7D2) [Item: B002KOM7D2] | Unknown | Rating: 4.0
(ID: B06W53DFFC) [Item: B06W53DFFC] | Unknown | Rating: 3.5
(ID: 1572523255) Johns | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B07PQVHTP4) [Item: B07PQVHTP4] | Unknown | Rating: 3.7
(ID: B00006ADES) The Wind Will Carry Us | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B01N04Z1N4) Beauty And The Beast (Bluray/DVD Combo) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B0000694Z2) Chelsea Walls | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.8
(ID: B00005NGA2) Joe Satriani - Live in San Francisco | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B0042B3XS4) Trilates Yoga & Pilates Fitness DVD | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.0
(ID: B00A0SMTXS) [Item: B00A0SMTXS] | Unknown | Rating: 4.4
(ID: B00309Q78M) Reilly - Ace of Spies : Complete Uncut Mini Series | Movies & TV > Miniseries | Rating: 3.6
(ID: B003DUBAZS) All Creatures Great & Small: The Complete Collection | Movies & TV > BBC > All BBC Titles | Rating: 4.5
(ID: B07VK47VC1) [Item: B07VK47VC1] | Unknown | Rating: 2.9
(ID: B09547KPQF) I Care a Lot (2020) [ NON-USA FORMAT, PAL, Reg.2 Import - Spain ] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.5
(ID: B010CVUYKM) Beyond the Boundary Collector's Edition [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B019N4K1UM) Dickensian [DVD] [2015] | Movies & TV > Movies | Rating: 4.7
(ID: B00LX26G48) 28 Hours of Horror | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00HPS1RSE) [Item: B00HPS1RSE] | Unknown | Rating: 4.3
(ID: 6302662346) Gunsmoke- Return to Dodge VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: 6302650119) Shelley Duvall's Bedtime Stories: There's a Nightmare in My Closet (Michael J. Fox) / There's an Alligator Under My Bed (Christian Slater) / There's Something in My Attic (Sissy Spacek) | Movies & TV > Movies | Rating: 4.7
(ID: B00L8QP0RS) Frankenstein [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: 6305290849) Swing Craze | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.7
(ID: B00M94YQXC) Prokofiev: Peter & the Wolf | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B07VWZ7WNK) [Item: B07VWZ7WNK] | Unknown | Rating: 4.2
(ID: B00B8D0C0G) [Item: B00B8D0C0G] | Unknown | Rating: 5.0
(ID: B06XNVKKCW) [Item: B06XNVKKCW] | Unknown | Rating: 3.8
(ID: B004OJOU9A) [Item: B004OJOU9A] | Unknown | Rating: 4.0
(ID: B0002A7QB4) Ab-DOer II: Beginner Workout Video | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.1
(ID: B009KYO8QE) [Item: B009KYO8QE] | Unknown | Rating: 4.6
(ID: B000059XU3) Tower of Death [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.0
(ID: B00EH0K9IM) Live In Europe | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B085PW13NJ) The Little Mermaid II: Return to the Sea / The Little Mermaid: Ariel's Beginning [Blu-ray + DVD + Digital HD] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B07ZBNJJ6X) [Item: B07ZBNJJ6X] | Unknown | Rating: 3.8
(ID: B0118FRN2I) [Item: B0118FRN2I] | Unknown | Rating: 2.9
(ID: B01M3Y31DK) DAY OF TRIUMPH - (1954, color) - the first Life of Jesus Christ movie since the silent movie era. | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B005K6V3AU) [Item: B005K6V3AU] | Unknown | Rating: 3.7
(ID: B01FUYRKEY) Sixteen Candles | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B00004R99E) A Goofy Movie Walt Disney Gold Classic Collection VHS | Movies & TV > Disney Home Video > Animated Characters | Rating: 4.8
(ID: B0B8TN2ZC8) [Item: B0B8TN2ZC8] | Unknown | Rating: 3.0
(ID: B07BV56D9Q) [Item: B07BV56D9Q] | Unknown | Rating: 3.0
(ID: B00IZCHVHU) [Item: B00IZCHVHU] | Unknown | Rating: 3.6
(ID: B06XV6V65L) A Doggone Hollywood | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B07F2LMGLR) Thug Notes | Unknown | Rating: 3.9
(ID: B00000JGJD) The Best Little Girl in World 1981 TV Movie VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B002Z92URA) [Item: B002Z92URA] | Unknown | Rating: 4.1
(ID: B0017KWHYO) Herbert Von Karajan: Maestro for the Screen | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B00FOV184C) [Item: B00FOV184C] | Unknown | Rating: 4.4
(ID: B01AXLIDPE) Thomas Edison's Secret Lab: Rock It to the Moon | Movies & TV > Animation | Rating: 4.0
(ID: B00L6KKZQM) For No Good Reason [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B00005ICEE) The Saint, Set 2 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000065B2A) Breaking Away [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B08679ZJ74) Murder Death Koreatown | Drama > Horror > Suspense | Rating: 3.1
(ID: B000MS1XXI) [Item: B000MS1XXI] | Unknown | Rating: 4.5
(ID: B000KAWEYA) Innocence (Original French Version with English Subtitles) [Region 2] | Movies & TV > Movies | Rating: 4.0
(ID: B008MMFBES) Sleeping Beauty | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B000AVK716) Faith Lessons on the Promised Land, Vol. 1 | Movies & TV > Movies | Rating: 4.9
(ID: B00000ICYF) The Farmer's Daughter 1947 VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B00NFDEC4E) [Item: B00NFDEC4E] | Unknown | Rating: 3.2
(ID: B007A9EGFE) Eclipse Series 33: Up All Night with Robert Downey Sr. (Babo 73, Chafed Elbows, No More Excuses, Putney Swope, Two Tons of Turquoise to Taos Tonight) (The Criterion Collection) [DVD] | Movies & TV > Boxed Sets > Comedy | Rating: 4.6
(ID: B007ET1644) Cafe De Flore DVD | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B073XV658H) Scales: Mermaids Are Real | Science Fiction > Kids > Dreamlike | Rating: 4.4
(ID: B09P4D6HYH) [Item: B09P4D6HYH] | Unknown | Rating: 4.6
(ID: B0036YKCA0) Cold Souls | Science Fiction > Comedy > Drama | Rating: 3.8
(ID: B00009PY44) Petticoat Junction | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B07N4CGQBF) Papillon (1973) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B07PRK1XZ6) [Item: B07PRK1XZ6] | Unknown | Rating: 4.3
(ID: B08D9K6XP9) [Item: B08D9K6XP9] | Unknown | Rating: 4.2
(ID: B000NNK4DM) American Dad!, Vol. 2 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B003EN9IJO) [Item: B003EN9IJO] | Unknown | Rating: 4.8
(ID: B00K5LXVFK) [Item: B00K5LXVFK] | Unknown | Rating: 4.6
(ID: B00579FVV2) Thomasine And Bushrod | Movies & TV > Cult Movies > Blaxploitation | Rating: 4.6
(ID: B000E3L7AK) Arjuna: Anime Legends Complete Collection [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.0
(ID: B008Y6YFCQ) [Item: B008Y6YFCQ] | Unknown | Rating: 4.6
(ID: B09YWQV39G) [Item: B09YWQV39G] | Unknown | Rating: 3.0
(ID: B01F361EN2) [Item: B01F361EN2] | Unknown | Rating: 4.3
(ID: B07VWCY24R) Call of the Forest: The Forgotten Wisdom of Trees | Special Interest > Documentary > Feel-good | Rating: 4.8
(ID: B000FI9OC2) San Quentin | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B00005BJOW) Enter The Lone Ranger/Hi-Yo-Silver VHS | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.3
(ID: B001RJWRPE) Equator: The Amazon River of the Sun | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.0
(ID: B01NBES51H) [Item: B01NBES51H] | Unknown | Rating: 4.1
(ID: B0199DDHOO) [Item: B0199DDHOO] | Unknown | Rating: 4.6
(ID: B079THLQB2) [Item: B079THLQB2] | Unknown | Rating: 4.6
(ID: B001RPZDVS) Meyerbeer: L'Africaine | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B08R62LVG6) [Item: B08R62LVG6] | Unknown | Rating: 2.8
(ID: B00008NJFR) Brian Wilson On Tour | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B09BZSVKW8) [Item: B09BZSVKW8] | 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."
}
|
B01LX4N8QS
|
[Item: B01LX4N8QS]
| 4
|
AF7QZX6YRHFZMBSR43AJ22P34QJA
|
overlapping_books_movies
|
B
|
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 Story of the Nutcracker Ballet (Pictureback(R)) | Books > Children's Books > Arts, Music & Photography | Rating: 5.0
- The Impossible First: From Fire to Ice―Crossing Antarctica Alone | Books > Travel > Polar Regions | Rating: 2.0
- The Tower: A Chronicle of Climbing and Controversy on Cerro Torre | Books > History > Americas | Rating: 2.0
- Man Called Intrepid: The Incredible WWII Narrative Of The Hero Whose Spy Network And Secret Diplomacy Changed The Course Of History | Books > Biographies & Memoirs > True Crime | Rating: 3.0
- Last Explorer: Hubert Wilkins, Hero of the Golden Age of Polar Exploration | Books > History > World | Rating: 4.0
- On the Map: A Mind-Expanding Exploration of the Way the World Looks (ALA Notable Books for Adults) | Books > Reference > Writing, Research & Publishing Guides | Rating: 4.0
- You Are Here: From the Compass to GPS, the History and Future of How We Find Ourselves | Books > Engineering & Transportation > Engineering | Rating: 3.0
- Dead Mountain: The Untold True Story of the Dyatlov Pass Incident (-) | Books > Biographies & Memoirs > Historical | Rating: 3.0
- An Unsung Hero: Tom Crean - Antarctic Survivor | Books > History > World | Rating: 3.0
### User's movies History:
- [Item: B003UPYOE0] | Unknown | Rating: 1.0
- [Item: B017L1ZPT6] | Unknown | Rating: 5.0
- [Item: B00UBRHDRU] | Unknown | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B00005Q2YU) Little Heroes | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0172TV56E) [Item: B0172TV56E] | Unknown | Rating: 3.9
(ID: B00TMYNUOS) The Chief | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B01H1IG9U8) [Item: B01H1IG9U8] | Unknown | Rating: 2.8
(ID: B00VRE8T7E) [Item: B00VRE8T7E] | Unknown | Rating: 4.8
(ID: B086TVB58L) [Item: B086TVB58L] | Unknown | Rating: 4.4
(ID: B00FUABJQY) The Spirit | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.1
(ID: B07B9VZP66) [Item: B07B9VZP66] | Unknown | Rating: 4.7
(ID: B077R1ZYYC) [Item: B077R1ZYYC] | Unknown | Rating: 3.4
(ID: 1598030353) Religion in the Ancient Mediterranean World | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B014F4JFEI) [Item: B014F4JFEI] | Unknown | Rating: 3.5
(ID: B07ZZ9ZVK9) [Item: B07ZZ9ZVK9] | Unknown | Rating: 4.4
(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: B00N0XY5ZU) Breaking Bad: The Complete Series (Limited Edition Barrel) [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B0066TNDOO) [Item: B0066TNDOO] | Unknown | Rating: 4.6
(ID: B0026145WK) Taken | Drama > Action > Compelling | Rating: 4.7
(ID: B07YCFLNVC) [Item: B07YCFLNVC] | Unknown | Rating: 4.1
(ID: 6303961703) What Happened Was... [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B01N38GVSA) [Item: B01N38GVSA] | Unknown | Rating: 3.1
(ID: B09QK7PF9T) [Item: B09QK7PF9T] | Unknown | Rating: 3.5
(ID: B01KP9X2XM) Elementary | Drama | Rating: 4.8
(ID: B00E97PY4W) [Item: B00E97PY4W] | Unknown | Rating: 4.4
(ID: B07FMC84R7) [Item: B07FMC84R7] | Unknown | Rating: 4.3
(ID: B00UB1TESW) LOS PICAPIEDRA "LA QUINTA TEMPORADA" [FLINTSTONES SEASON 5] LOS 26 EPISODIOS DE LA QUINTA TEMPORADA (5 DVD'S) [NTSC/REGION 1 & 4 DVD. Import-Latin America]. | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.8
(ID: B00064ALNG) Frazetta - Painting with Fire [DVD] | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.7
(ID: B08SHZP9SF) [Item: B08SHZP9SF] | Unknown | Rating: 4.5
(ID: B002FOFX6U) Veggietales: Saint Nicholas, A Story of Joyful Giving | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.8
(ID: B094SZRXBS) Lady Driver - Mit voller Fahrt ins Leben | Movies & TV > Movies | Rating: 3.9
(ID: B08NC897V2) [Item: B08NC897V2] | Unknown | Rating: 4.6
(ID: B00DTW6JLA) Sherlock Holmes | Movies & TV > Boxed Sets > Mystery & Suspense | Rating: 3.9
(ID: B004XG74A6) [Item: B004XG74A6] | Unknown | Rating: 4.8
(ID: B07YLPGDV1) [Item: B07YLPGDV1] | Unknown | Rating: 4.5
(ID: B000UTROVE) WHILE I LIVE (While I Love) 1947 England | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.2
(ID: B003DZ8GXW) [Item: B003DZ8GXW] | Unknown | Rating: 3.8
(ID: B08G3F5KL3) [Item: B08G3F5KL3] | Unknown | Rating: 3.9
(ID: B07VJWY5VR) Verdi: Rigoletto (from Bregenz Festival) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: 6303115462) Shadowlands [VHS] | Movies & TV > Art House & International > By Country | Rating: 4.7
(ID: B07FQLXVVL) The Pink Panther Cartoon Collection: Volume 3 (1968-1969) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B0000A02V6) Sherlock Holmes Classic Mysteries [DVD] | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.6
(ID: B08GSML24L) [Item: B08GSML24L] | Unknown | Rating: 4.8
(ID: B0846C81JK) [Item: B0846C81JK] | Unknown | Rating: 4.2
(ID: B00XC6TC2Q) [Item: B00XC6TC2Q] | Unknown | Rating: 3.7
(ID: B005M9F0JU) La Otra Familia [*Ntsc/region 1 & 4 Dvd. Import-latin America] - Mexico | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0001M3XAQ) Practical Aiki-do , Vol 1 by Robert Koga | Movies & TV > Independently Distributed > Special Interests | Rating: 3.9
(ID: B0039NHY4A) [Item: B0039NHY4A] | Unknown | Rating: 4.5
(ID: B010FF7GN8) [Item: B010FF7GN8] | Unknown | Rating: 4.4
(ID: B009TGW7BG) [Item: B009TGW7BG] | Unknown | Rating: 4.3
(ID: B0CB1X39RB) [Item: B0CB1X39RB] | Unknown | Rating: 3.9
(ID: B000O7WLMO) [Item: B000O7WLMO] | Unknown | Rating: 4.4
(ID: B00J6TROJ6) [Item: B00J6TROJ6] | Unknown | Rating: 2.9
(ID: B00007ELFI) Destroy All Planets/Attack of the Monsters | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.0
(ID: B006TTC5KO) Destry Rides Again | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.6
(ID: B01GOYWV2A) [Item: B01GOYWV2A] | Unknown | Rating: 2.5
(ID: B07HP4Z82Q) [Item: B07HP4Z82Q] | Unknown | Rating: 4.7
(ID: B096RDCMQS) [Item: B096RDCMQS] | Unknown | Rating: 3.5
(ID: B00DFY1AT8) [Item: B00DFY1AT8] | Unknown | Rating: 3.2
(ID: B09HYSJ9QZ) [Item: B09HYSJ9QZ] | Unknown | Rating: 4.0
(ID: B008TMIS8M) How to Train Your Dragon (Deluxe Dragon Collection)[Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B09X2KR7K6) WJHC AM [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.9
(ID: 0800104803) To Sir With Love | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.9
(ID: B00H0F8U1O) My Lucky Star (Region A Blu-ray) (English subtitled) Zhang Ziyi | Movies & TV > Featured Categories > Blu-ray | Rating: 3.8
(ID: B000A3SRD4) Jessica [PAL] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B001QDBX6A) Eden Log | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.0
(ID: B003MUOUI8) Invictus | Suspense > Drama > Ambitious | Rating: 4.7
(ID: B01IF47FAU) Sleepy Hollow - Season 3 [DVD] [2015] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B0001WTWLK) Popeye: The Sailor Man (75th Anniversary Collectors Edition) restored. | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B000WZL3MC) Of Heaven and Earth: Stories of the Chassidic Masters | Movies & TV > Animation | Rating: 4.9
(ID: B0000541SA) The Best of Friends, Vol. 1-2 [VHS] | Movies & TV > Boxed Sets > Television | Rating: 3.8
(ID: B00005AUE2) The Exodus Revealed: Searching for the Red Sea Crossing | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B0099P4PTE) Dalziel & Pascoe - Complete Collection (11 Seasons) - 45-DVD Box Set ( Dalziel and Pascoe ) ( Dalziel & Pascoe - Complete Collection (1-11) ) [ NON-USA FORMAT, PAL, Reg.2 Import - Netherlands ] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B004L83ZS6) Under Suspicion | Suspense > Drama > Tense | Rating: 4.3
(ID: 6303101267) Grumpy Old Men [VHS] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B07ZPF1K6W) [Item: B07ZPF1K6W] | Unknown | Rating: 5.0
(ID: B000A3457Q) Stargate 2012 - 2 DVD Set | Movies & TV > Independently Distributed > Documentary | Rating: 3.7
(ID: B077TCVF4W) [Item: B077TCVF4W] | Unknown | Rating: 4.0
(ID: B005PK505K) Fashion Hunters | Unscripted > Special Interest | Rating: 4.0
(ID: B00BR48VX6) [Item: B00BR48VX6] | Unknown | Rating: 3.1
(ID: B006ISJQBM) The Rum Diary [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B00008ZZ95) Quick | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.1
(ID: B00NH0QIVU) [Item: B00NH0QIVU] | Unknown | Rating: 4.5
(ID: B00HMDDC44) [Item: B00HMDDC44] | Unknown | Rating: 4.8
(ID: B0B7B9MQTX) [Item: B0B7B9MQTX] | Unknown | Rating: 3.9
(ID: B001EMVUXE) [Item: B001EMVUXE] | Unknown | Rating: 4.2
(ID: B00C0OLEJU) [Item: B00C0OLEJU] | Unknown | Rating: 4.6
(ID: B0007GP6ZG) The Dust Factory | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.2
(ID: B000127MIK) Don't Be a Menace to South Central While Drinking Your Juice in the Hood | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B00FURQBMO) [Item: B00FURQBMO] | Unknown | Rating: 4.7
(ID: B018EXGLPC) [Item: B018EXGLPC] | Unknown | Rating: 3.2
(ID: B00GBT62PQ) Thief (Criterion Collection) (Blu-ray + DVD) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B0041B77RS) Earth: Final Conflict - The Complete Season 3 | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.5
(ID: B07NCXR5SW) [Item: B07NCXR5SW] | Unknown | Rating: 4.3
(ID: B09HP7QRY4) [Item: B09HP7QRY4] | Unknown | Rating: 4.2
(ID: B01N6RYPMX) [Item: B01N6RYPMX] | Unknown | Rating: 4.4
(ID: B07CT3NXW4) [Item: B07CT3NXW4] | Unknown | Rating: 4.5
(ID: B002NGBJRC) [Item: B002NGBJRC] | Unknown | Rating: 3.2
(ID: B00Y6FFWI0) [Item: B00Y6FFWI0] | Unknown | Rating: 4.9
(ID: B074JQKXFN) Pokemon: The First Movie [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B08T6SBYPP) The Blues Brothers - Unrated | Comedy > Adventure > Exciting | Rating: 4.8
(ID: B0B75V835P) Thor: Love & Thunder | Comedy > Fantasy > Adventure | Rating: 4.1
(ID: B00KUI3P40) Frank Caliendo: All Over The Place | Arts, Entertainment, and Culture | 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."
}
|
B07YLPGDV1
|
[Item: B07YLPGDV1]
| 1
|
AHPYQPUW5M6O3CFAEFILUXFLAQ3Q
|
overlapping_books_movies
|
B
|
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:
- Alt-Hero #1: Crackdown (Alt★hero) | Books > Comics & Graphic Novels > Graphic Novels | Rating: 5.0
- The Collapsing Empire (The Interdependency, 1) | Books > Science Fiction & Fantasy > Science Fiction | Rating: 1.0
- Make Me: A Jack Reacher Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Personal: A Jack Reacher Novel, Cover may vary | Books > Literature & Fiction > Action & Adventure | Rating: 3.0
- SJWs Always Lie: Taking Down the Thought Police | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
- Robert Ludlum's (TM) The Janson Equation (Janson Series, 4) | Books > Literature & Fiction > Action & Adventure | Rating: 2.0
- WHY MEN HATE GOING TO CHURCH | Books > Christian Books & Bibles > Christian Living | Rating: 5.0
- Nothing to Lose (Jack Reacher) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Echo Burning (Jack Reacher) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
### User's movies History:
- [Item: B01N4N8VYE] | Unknown | Rating: 2.0
- [Item: B00S66Q24I] | Unknown | Rating: 2.0
- [Item: B00NW2H7C2] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B07CX5BTZ4) [Item: B07CX5BTZ4] | Unknown | Rating: 4.5
(ID: 788070762X) House of Flying Daggers (Chn/Eng Subtitle) | Movies & TV > Movies | Rating: 4.0
(ID: B01CDR4TKE) Sesame Street: Elmo's Potty Time / Elmo's World: Penguins and Friends [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B00BPEJWAE) WORLD'S END DVD | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: 6305622922) The Commitments | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B07845WPTP) [Item: B07845WPTP] | Unknown | Rating: 4.7
(ID: B0153WOEHE) [Item: B0153WOEHE] | Unknown | Rating: 4.1
(ID: B003YJDN58) [Item: B003YJDN58] | Unknown | Rating: 4.7
(ID: B06XT6TB7G) [Item: B06XT6TB7G] | Unknown | Rating: 3.4
(ID: B000SW4DT4) [Item: B000SW4DT4] | Unknown | Rating: 4.6
(ID: B00005UQ7V) The Royal Family (Broadway Theatre Archive) | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B003U47ZZQ) Class Act - The Complete Series [DVD] [1994] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B000H7QOZ6) Super Dimensional Century ORGUSS [4 DVD Box Set] Hong Kong Import Edition | Movies & TV > TV Series | Rating: 3.5
(ID: B000IZJQH0) Transform Your Life: Yoga with Baron Baptiste | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.0
(ID: B083XVHBMN) Gigantosaurus: Dino Tales | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0070YJ6TU) PandoraHearts Volume 2 Standard Edition | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01DPLRQLG) BOB HOPE: ENTERTAINING THE TROOPS | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.6
(ID: B07RC837CX) [Item: B07RC837CX] | Unknown | Rating: 4.6
(ID: B0000524FE) Space 1999, Set 1 | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.4
(ID: B01MQIIWK6) [Item: B01MQIIWK6] | Unknown | Rating: 4.5
(ID: B00S7UV9AK) [Item: B00S7UV9AK] | Unknown | Rating: 4.4
(ID: B013C6OZD6) Slaughter | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B07KFQP7VP) [Item: B07KFQP7VP] | Unknown | Rating: 3.7
(ID: B01MTQZOCV) [Item: B01MTQZOCV] | Unknown | Rating: 4.5
(ID: B09YWQV39G) [Item: B09YWQV39G] | Unknown | Rating: 3.0
(ID: B0B18D1QV3) [Item: B0B18D1QV3] | Unknown | Rating: 4.0
(ID: B08NY6FVN7) [Item: B08NY6FVN7] | Unknown | Rating: 4.6
(ID: B004R0WKNE) [Item: B004R0WKNE] | Unknown | Rating: 4.5
(ID: B00FIK87KW) [Item: B00FIK87KW] | Unknown | Rating: 4.5
(ID: B00008G8MT) Twin Sisters | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.7
(ID: B0882NV48J) Extraordinary Places to Eat | Special Interest | Rating: 5.0
(ID: B0089BSO0K) The Foxes of Harrow | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.4
(ID: B079P6RXNB) [Item: B079P6RXNB] | Unknown | Rating: 3.3
(ID: B0010XTL06) TNA - Turning Point 2007 | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.1
(ID: B01G99AVT0) [Item: B01G99AVT0] | Unknown | Rating: 3.0
(ID: B00HXT6O4C) [Item: B00HXT6O4C] | Unknown | Rating: 4.6
(ID: B007WZH630) Give Me 10: Core Cuts | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.3
(ID: B00FA2DDD4) Fury - Volume 2 | Movies & TV > TV | Rating: 4.2
(ID: B0001FYQ86) The Band Is Back: Playing Their Greatest Hits in Vancouver 1983 [DVD] | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 3.7
(ID: B07VBH4PN9) The Quiet One | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.6
(ID: B073SF37XW) [Item: B073SF37XW] | Unknown | Rating: 4.1
(ID: B01F361EN2) [Item: B01F361EN2] | Unknown | Rating: 4.3
(ID: B001QIQIJW) [Item: B001QIQIJW] | Unknown | Rating: 4.2
(ID: B07CNG9GR8) [Item: B07CNG9GR8] | Unknown | Rating: 3.6
(ID: B07J3691JN) Mobile Fighter G-Gundam Part One Blu-ray Collection | Movies & TV > Blu-ray > Movies | Rating: 4.9
(ID: B07DYBJSF5) [Item: B07DYBJSF5] | Unknown | Rating: 4.5
(ID: B00AEFZ560) Sky Captain and the World of Tomorrow | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.3
(ID: B002YAG7IS) [Item: B002YAG7IS] | Unknown | Rating: 4.6
(ID: B07622YF6K) [Item: B07622YF6K] | Unknown | Rating: 3.8
(ID: B0767Q9Q23) Red Dawn (2012) Blu Ray | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B00G5S9TS0) Bad vs. Worse | Suspense > Comedy > Horror | Rating: 2.8
(ID: B00DQ4N5T0) [Item: B00DQ4N5T0] | Unknown | Rating: 4.0
(ID: B00XZMEW5O) [Item: B00XZMEW5O] | Unknown | Rating: 4.6
(ID: B000W92Z2A) The Kid with the Golden Arm (Worldwide) | Movies & TV > Movies | Rating: 4.7
(ID: B06WP6FKL7) Live By Night (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00097DY5M) Horror in the East | Movies & TV > BBC > All BBC Titles | Rating: 4.1
(ID: 6301972317) Motown 25: Yesterday, Today, Forever VHS | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 3.9
(ID: B005CXAFEQ) Halloween Addicts | Movies & TV > MOD CreateSpace Video | Rating: 3.0
(ID: B009WZO7R6) Men of a Certain Age | Comedy > Drama | Rating: 4.7
(ID: B0891X2FSY) [Item: B0891X2FSY] | Unknown | Rating: 4.7
(ID: B01AVD07XA) [Item: B01AVD07XA] | Unknown | Rating: 4.0
(ID: 6302491975) Frankenstein & The Monster From Hell | Movies & TV > Movies | Rating: 4.5
(ID: 6305176159) South Park, Volume 3 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B01MZIMATI) [Item: B01MZIMATI] | Unknown | Rating: 3.2
(ID: B009P3J64E) Dim Sum Funeral | Movies & TV > HBO > All HBO Titles | Rating: 4.4
(ID: B01M31D4FL) [Item: B01M31D4FL] | Unknown | Rating: 4.3
(ID: B000067DCX) Castle of Blood (Uncensored International Version) | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.2
(ID: B00OWTXPSE) [Item: B00OWTXPSE] | Unknown | Rating: 4.8
(ID: B000UVLJK4) Verdi: Macbeth | Movies & TV > Shakespeare on DVD Store > The Works | Rating: 4.1
(ID: B0054QJ2AO) [Item: B0054QJ2AO] | Unknown | Rating: 4.7
(ID: B000CCTCVO) Allegro Non Troppo | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.1
(ID: B07PXHDLXG) [Item: B07PXHDLXG] | Unknown | Rating: 3.6
(ID: B07D4ZLGP1) Keepers of Magic [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B07H454T1Q) [Item: B07H454T1Q] | Unknown | Rating: 5.0
(ID: B01MQT790J) [Item: B01MQT790J] | Unknown | Rating: 3.8
(ID: B009P7OHQ2) [Item: B009P7OHQ2] | Unknown | Rating: 3.4
(ID: B001BO4424) Lone Wolf McQuade | Suspense > Drama > Bold | Rating: 4.7
(ID: B00NTSNTWQ) [Item: B00NTSNTWQ] | Unknown | Rating: 3.9
(ID: B00B846BX2) AM/PM Callanetics (Official DVD) | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.7
(ID: B078SDRQ1X) [Item: B078SDRQ1X] | Unknown | Rating: 2.8
(ID: B09KCP6GFH) [Item: B09KCP6GFH] | Unknown | Rating: 4.2
(ID: B003AVUCPY) [Item: B003AVUCPY] | Unknown | Rating: 5.0
(ID: B01KU9MK9O) [Item: B01KU9MK9O] | Unknown | Rating: 4.2
(ID: B01M0L9LJL) [Item: B01M0L9LJL] | Unknown | Rating: 4.2
(ID: B002K0WBX2) WWE: Survivor Series Anthology, Vol. 2 - 1992-1996 | Movies & TV > Boxed Sets > Sports | Rating: 4.5
(ID: B003916HMW) Chet Atkins Certified Guitar Player DVD As seen on PBS | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.7
(ID: B00AYUQF9Q) Being Human | Science Fiction > Drama | Rating: 4.8
(ID: B07T867WCQ) [Item: B07T867WCQ] | Unknown | Rating: 3.3
(ID: B00ECTE77C) [Item: B00ECTE77C] | Unknown | Rating: 4.2
(ID: B0007QS30G) Please Don't Eat the Daisies (DVD) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B00XO6VLVY) [Item: B00XO6VLVY] | Unknown | Rating: 3.3
(ID: B0012SVF3A) [Item: B0012SVF3A] | Unknown | Rating: 4.3
(ID: B07VBJWF6F) [Item: B07VBJWF6F] | Unknown | Rating: 3.0
(ID: B00007ELFX) Power Yoga for Runners [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B000009EIQ) Guys and Dolls [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B00MR9VN44) Red Oaks | Comedy > Drama > Sports | Rating: 4.5
(ID: B00005NGUK) Shining Through | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B00OP7Y636) [Item: B00OP7Y636] | Unknown | Rating: 4.4
(ID: B08B49G57S) [Item: B08B49G57S] | Unknown | Rating: 4.0
(ID: B01MSIUU1S) [Item: B01MSIUU1S] | 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."
}
|
B06WP6FKL7
|
Live By Night (DVD)
| 2
|
AESW4B2KJQK4XJUXZLLB3GBOR6MA
|
overlapping_books_movies
|
B
|
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:
- Sold | Books > Children's Books > Growing Up & Facts of Life | Rating: 5.0
- The Twisted Window | Books > Teen & Young Adult > Literature & Fiction | Rating: 2.0
- Ransom | Books > Teen & Young Adult > Literature & Fiction | Rating: 3.0
- Scary Stories Boxed Set | Books > Boxed Sets > Children's Books | Rating: 5.0
- B-More Careful: Meow Meow Productions Presents | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The House On Hackman's Hill | Books > Children's Books > Science Fiction & Fantasy | Rating: 3.0
- A Deadly Game of Magic | Books > Teen & Young Adult > Science Fiction & Fantasy | Rating: 1.0
- Don't You Dare Read This, Mrs. Dunphrey | Books > Teen & Young Adult > Literature & Fiction | Rating: 3.0
- College Weekend (Fear Street) | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- A Child Called It: One Child's Courage to Survive | Books > Parenting & Relationships > Family Relationships | Rating: 5.0
### User's movies History:
- The Original Latin Kings of Comedy | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 5.0
- Flightplan (Widescreen Edition) | Movies & TV > Genre for Featured Categories > Drama | Rating: 1.0
- Platinum Comedy Series - Mo'Nique - One Night Stand | Movies & TV > Genre for Featured Categories > Comedy | Rating: 1.0
- Dora the Explorer - Super Babies | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B000I9TY4G) [Item: B000I9TY4G] | Unknown | Rating: 4.8
(ID: B074FDYDPB) [Item: B074FDYDPB] | Unknown | Rating: 3.6
(ID: B0009S4IKQ) Grand Hotel | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B00WSD4MH4) [Item: B00WSD4MH4] | Unknown | Rating: 3.9
(ID: B07JL8XMPL) [Item: B07JL8XMPL] | Unknown | Rating: 4.4
(ID: B000MDH6RK) Film Noir Collection, Vol. 1 [DVD] | Movies & TV > Boxed Sets > Drama | Rating: 3.3
(ID: B012QLKQ3G) Digimon Adventure Tri. Part 1: "Saikai" [Blu-Ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.1
(ID: B0093QDWJI) [Item: B0093QDWJI] | Unknown | Rating: 4.7
(ID: B07DD7DCX6) [Item: B07DD7DCX6] | Unknown | Rating: 4.4
(ID: B09M2L8PTF) [Item: B09M2L8PTF] | Unknown | Rating: 3.9
(ID: B003KKQUVA) Spinnin' | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.7
(ID: B000N8RN9A) [Item: B000N8RN9A] | Unknown | Rating: 3.2
(ID: B071P415PY) All I Want For Christmas | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01AJQ9JW4) [Item: B01AJQ9JW4] | Unknown | Rating: 3.7
(ID: B000F3UAE8) The Dead Zone: Season 4 | Movies & TV > Science Fiction & Fantasy | Rating: 4.5
(ID: 6300183718) Under the Volcano VHS | Movies & TV > Cult Movies > Drama | Rating: 4.2
(ID: B07KPMHD6B) [Item: B07KPMHD6B] | Unknown | Rating: 2.6
(ID: B001AMZ1W4) Sinbad the Sailor aka Simbad, O Marujo [Import] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.7
(ID: B00AO686O2) The Hunchback Of Notre Dame | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B08L2F73GQ) Shakespeare In Love | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B08CS2HHVD) [Item: B08CS2HHVD] | Unknown | Rating: 3.1
(ID: B083C5QNNV) [Item: B083C5QNNV] | Unknown | Rating: 3.4
(ID: B076MBZNVV) Fountain Of Youth | Comedy > Action | Rating: 3.2
(ID: 630358912X) Six Weeks VHS | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B0971RZDWJ) [Item: B0971RZDWJ] | Unknown | Rating: 4.0
(ID: B014PO56NC) Fitness 4 Kids Cardio Workout | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.3
(ID: B00EY8A4B4) [Item: B00EY8A4B4] | Unknown | Rating: 4.6
(ID: B01HRX0T8K) The Man Who Knew Infinity | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.7
(ID: B06W2KRYWT) [Item: B06W2KRYWT] | Unknown | Rating: 3.5
(ID: B000IFRT4W) Little Man (Widescreen) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B01CUQQBEU) [Item: B01CUQQBEU] | Unknown | Rating: 4.7
(ID: B009FB3WQ4) A MusiCares Tribute To Barbra Streisand | Movies & TV > Music Artists > Streisand, Barbra | Rating: 4.4
(ID: B09R28R76V) King's Man, The [4K UHD] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B09D2WVBCG) [Item: B09D2WVBCG] | Unknown | Rating: 4.8
(ID: B01KGLKUP2) [Item: B01KGLKUP2] | Unknown | Rating: 4.6
(ID: 6301415140) Fighting Father Dunne VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B07FBN847X) [Item: B07FBN847X] | Unknown | Rating: 3.1
(ID: B008YYSF1K) Javier Bardem Double-Feature (No Country For Old Men/ Biutiful) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B0058ZZSC2) [Item: B0058ZZSC2] | Unknown | Rating: 4.8
(ID: B07KM3HCX8) How to Train Your Dragon: The Short Film Collection [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B000LPR9T4) The Emerald Diamond | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B0B8TPBSHV) [Item: B0B8TPBSHV] | Unknown | Rating: 4.5
(ID: B07M67W5XJ) Un Nuevo Universo 3D [INTO THE SPIDER-VERSE 3D] Blu-ray 3D + Blu-ray [Languages: English/ Spanish/ French/ Cantonese/ Mandarin/ Thai] REGION FREE | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B07CV42NHL) [Item: B07CV42NHL] | Unknown | Rating: 4.4
(ID: 6301524292) Great American Bash 89:Glory Days [VHS] | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.5
(ID: B00XVK30HQ) [Item: B00XVK30HQ] | Unknown | Rating: 3.3
(ID: B07TK5P7ND) [Item: B07TK5P7ND] | Unknown | Rating: 4.5
(ID: B00V325F90) The Comedy Central Roasts | Comedy | Rating: 4.0
(ID: B00IU5QCLS) [Item: B00IU5QCLS] | Unknown | Rating: 4.4
(ID: B00008J2F4) .hack//SIGN - Outcast (Vol. 2) - With CD Soundtrack #2 | Movies & TV > Boxed Sets > Anime | Rating: 4.4
(ID: B08JDTP8J8) Perry Mason: The Complete First Season (DVD) | Movies & TV > HBO > All HBO Titles | Rating: 4.1
(ID: B07NZ82Y86) [Item: B07NZ82Y86] | Unknown | Rating: 4.1
(ID: B01M1JE0H3) Vampire Hunter D Bloodlust 2 | Movies & TV > Movies | Rating: 1.0
(ID: B0038KWZ7U) Brown Water Warriors | Movies & TV > Disc on Demand | Rating: 4.3
(ID: B00TQGGDXC) Dance With Me, Henry | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B00005QFEO) Emmanuelle in Space: The Meaning of Love | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B004FGA2MG) Tennessee Williams' A Streetcar Named Desire | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: 6304884397) Goldwyn Follies | Movies & TV > HBO > All HBO Titles | Rating: 4.0
(ID: B01AP0ASAQ) Brief Encounter (The Criterion Collection) [DVD] | Movies & TV > Criterion Collection > All | Rating: 4.6
(ID: B0152ZZOEE) [Item: B0152ZZOEE] | Unknown | Rating: 4.3
(ID: B008IGAITQ) [Item: B008IGAITQ] | Unknown | Rating: 4.6
(ID: B00H9SY2H8) Animal Phobias | Documentary > Special Interest | Rating: 2.7
(ID: B003DIZ7KY) [Item: B003DIZ7KY] | Unknown | Rating: 2.1
(ID: B003VJS7IY) Leaving Home - The Life & Music of Indian Ocean (2010) | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.8
(ID: B017HMM3W6) Scandalous Four, The | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B000N4SHP8) Gideon Tuba Warrior | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00YOJIBXQ) Swat: Unit 887 | Movies & TV > Independently Distributed > Action & Adventure | Rating: 3.6
(ID: B019HOVK80) Climb and Angry Mountain (1972) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B0018AQ2RG) Little Fockers | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B004047Y10) Utakata: The Complete Series | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.2
(ID: B06VXCY94B) [Item: B06VXCY94B] | Unknown | Rating: 4.6
(ID: B01C3MAK7A) [Item: B01C3MAK7A] | Unknown | Rating: 3.8
(ID: B0014TC2U2) NikkiFitness Military Wife Workout (MWW) | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.2
(ID: 0800106806) Blind Date | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B0B78BPNRT) [Item: B0B78BPNRT] | Unknown | Rating: 4.5
(ID: B06XWCZG6S) [Item: B06XWCZG6S] | Unknown | Rating: 1.7
(ID: B01H0Z2MWG) [Item: B01H0Z2MWG] | Unknown | Rating: 3.3
(ID: B01LZQCHBS) Hulk: Where Monsters Dwell | Kids > Cerebral > Exciting | Rating: 4.1
(ID: B00LFOTXE4) [Item: B00LFOTXE4] | Unknown | Rating: 4.4
(ID: B0054DPLUC) Edward & Mrs. Simpson | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.1
(ID: B071FN1YW3) [Item: B071FN1YW3] | Unknown | Rating: 4.4
(ID: B08LJPKD5N) Possessor: Uncut [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B004STBFI0) ER: Season 5 | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B07BQQBXJJ) [Item: B07BQQBXJJ] | Unknown | Rating: 4.5
(ID: B00AEFXO1I) Clueless [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00DQJPKVG) [Item: B00DQJPKVG] | Unknown | Rating: 4.5
(ID: B0009IRKLU) Road To Avonlea - Dark and Stormy Night | Movies & TV > Movies | Rating: 5.0
(ID: B004DTLKCG) National Lampoon's Dirty Movie | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.9
(ID: B0765MGW4J) Rappin' [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B01MRRBNPK) The Institute | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.7
(ID: B00H8UZXWA) Poisoned! | International > Documentary > Special Interest | Rating: 3.5
(ID: B017RSA5YS) [Item: B017RSA5YS] | Unknown | Rating: 4.7
(ID: B07QC8NSLL) [Item: B07QC8NSLL] | Unknown | Rating: 4.5
(ID: B00GI1SNJ0) [Item: B00GI1SNJ0] | Unknown | Rating: 4.8
(ID: B000Y40C78) Guitarra Electrica, Vol 1: Tu Puedes Tocar La Guitarra Ya! (Spanish Language Edition) (DVD) | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.8
(ID: B077Z9BLCK) [Item: B077Z9BLCK] | Unknown | Rating: 3.8
(ID: B07V2BM168) [Item: B07V2BM168] | Unknown | Rating: 3.8
(ID: B00RFWQ2IA) Best of BabyFirst Art Music Language And More - Baby and Me | Kids | Rating: 3.7
(ID: B00KYKIWAG) [Item: B00KYKIWAG] | Unknown | Rating: 4.5
(ID: B002C4SS5G) Lepke | Movies & TV > Studio Specials > Warner Home Video | 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."
}
|
B000IFRT4W
|
Little Man (Widescreen)
| 1
|
AGU6K43JJ7GMCN7OU3Z3QPECIATQ
|
overlapping_books_movies
|
B
|
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 Art of the Poetic Line | Books > Literature & Fiction > History & Criticism | Rating: 2.0
- The Lost Art of Walking: The History, Science, and Literature of Pedestrianism | Books > Biographies & Memoirs > Arts & Literature | Rating: 2.0
- After Dark | Books > Literature & Fiction > Literary | Rating: 2.0
- The Line of Beauty | Books > LGBTQ+ Books > Literature & Fiction | Rating: 5.0
- Saturday: A novel | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Specimen Days | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- The Master | Books > Literature & Fiction > United States | Rating: 3.0
- Confessions of a Mask | Books > LGBTQ+ Books > Literature & Fiction | Rating: 2.0
- A Child Called It: One Child's Courage to Survive | Books > Parenting & Relationships > Family Relationships | Rating: 4.0
### User's movies History:
- Garden State | Movies & TV > Featured Categories > DVD | Rating: 2.0
- Six Feet Under - The Complete Second Season | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.0
- 21 Grams | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.0
- Pieces of April | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 5.0
- Mona Lisa Smile | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.0
- The Closet [DVD] | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.0
- Mighty Aphrodite | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 5.0
- Shadows and Fog | Movies & TV > Featured Categories > DVD | Rating: 3.0
- Manhattan Murder Mystery | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 2.0
- Far from Heaven | Movies & TV > Studio Specials > Focus Features | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B000E6ES8U) Bee Season | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B004AH0GOE) [Item: B004AH0GOE] | Unknown | Rating: 4.6
(ID: B0041KWUFI) Salome's Last Dance [Region 2] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B00B5S513C) [Item: B00B5S513C] | Unknown | Rating: 3.7
(ID: B0000A1M3D) Palomino | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.8
(ID: B00IYXNNJK) Clockwork Orange County | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.2
(ID: B000067JFK) Modesty Blaise [VHS] | Movies & TV > Art House & International > By Country | Rating: 4.3
(ID: B07CNYL2MN) Hazaribagh: Toxic Leather | Drama > Documentary | Rating: 2.7
(ID: B004Q4YC78) [Item: B004Q4YC78] | Unknown | Rating: 3.2
(ID: B078R45TH4) [Item: B078R45TH4] | Unknown | Rating: 4.9
(ID: B06XPS47RR) [Item: B06XPS47RR] | Unknown | Rating: 3.1
(ID: B084DH5NK3) Blumhouses Fantasy Island | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.0
(ID: B084DD9XQV) [Item: B084DD9XQV] | Unknown | Rating: 4.1
(ID: B00EUU03LW) [Item: B00EUU03LW] | Unknown | Rating: 4.0
(ID: B0009U8Z62) Beach Body ~ Sweat! ~ Power 90: Cardio 1-2 | Movies & TV > Featured Categories | Rating: 4.6
(ID: B002EXMYBY) [Item: B002EXMYBY] | Unknown | Rating: 4.8
(ID: B00TTRDNVS) [Item: B00TTRDNVS] | Unknown | Rating: 3.7
(ID: B07KX8ZWDQ) [Item: B07KX8ZWDQ] | Unknown | Rating: 4.5
(ID: B0034KQPFM) [Item: B0034KQPFM] | Unknown | Rating: 3.8
(ID: B06XXCZLRD) Ex Machina | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B092CC9S71) [Item: B092CC9S71] | Unknown | Rating: 4.1
(ID: B0BB5SCR5J) Hallmark 3-Movie Collection: Christmas On My Mind / A Homecoming For The Holidays / Holiday Hearts | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.7
(ID: B009RUO6N6) Nikon D800 D600 Made Easy Training DVD | Movies & TV > Featured Categories > DVD | Rating: 3.2
(ID: B0006Z2KZM) French & Saunders - Back with a Vengeance | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B002P3L5EK) Only When I Laugh (1981) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: 6302088135) Run | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B07SJWSB3J) [Item: B07SJWSB3J] | Unknown | Rating: 3.2
(ID: 159038640X) Christmas With the Mormon Tabernacle Choir and Orchestra at Temple Square, Vol. 3 | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.8
(ID: B07HCSDQVN) [Item: B07HCSDQVN] | Unknown | Rating: 4.1
(ID: B001EHBE08) Jewel of the Nile | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B01M59QPI7) [Item: B01M59QPI7] | Unknown | Rating: 3.3
(ID: B08B45LWMY) [Item: B08B45LWMY] | Unknown | Rating: 4.6
(ID: B019O1GUH2) [Item: B019O1GUH2] | Unknown | Rating: 4.0
(ID: B07L6LNSPC) [Item: B07L6LNSPC] | Unknown | Rating: 3.5
(ID: B08NTWD9GL) [Item: B08NTWD9GL] | Unknown | Rating: 3.0
(ID: B008QTVAEW) [Item: B008QTVAEW] | Unknown | Rating: 4.6
(ID: B01EYF72MK) McQ (BD) | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00JE5N6WG) [Item: B00JE5N6WG] | Unknown | Rating: 4.2
(ID: B07KPR3GDX) [Item: B07KPR3GDX] | Unknown | Rating: 4.2
(ID: B00BFFHB0Q) [Item: B00BFFHB0Q] | Unknown | Rating: 4.9
(ID: 6302417317) The Funk Factor: David Gray's Fat-Burning Workout [VHS] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.0
(ID: B094YSF8QB) EDI When Calls the Heart COMPLETE Season 8 Collectors Edition (All Episodes) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: 6305310971) Mystery of Chess Boxing | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.1
(ID: B00175UBWO) Turn Your Radio On | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.7
(ID: B000UUKS8O) [Item: B000UUKS8O] | Unknown | Rating: 4.6
(ID: B00005N5RY) Great Racing Movies (The Fast And The Furious / The Big Wheel / Hot Rod Girl) [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B0B8S91S5J) [Item: B0B8S91S5J] | Unknown | Rating: 3.4
(ID: B00133QNS6) Roswell: Season 2 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B000I9S65Y) [Item: B000I9S65Y] | Unknown | Rating: 4.6
(ID: B0064SVODY) All Things Fall Apart | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B003K48HLW) Degrassi: The Next Generation, Season 9 | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B0002T7YYO) My Favorite Martian - The Complete First Season | Movies & TV > TV | Rating: 4.7
(ID: B072LV2WCV) [Item: B072LV2WCV] | Unknown | Rating: 4.1
(ID: 630238074X) Indian Runner VHS | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.5
(ID: B0007MTWB4) Puppy Tales: Adorable Puppies ... Hilarious Voices | Movies & TV > Independently Distributed > Comedy | Rating: 3.4
(ID: B003K39IQQ) Frozen Stupid | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.5
(ID: B07ZW9C4Y7) Greener Grass [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B007B8GI28) [Item: B007B8GI28] | Unknown | Rating: 4.8
(ID: B00ZJXXWMQ) [Item: B00ZJXXWMQ] | Unknown | Rating: 4.7
(ID: B0051TJTFW) [Item: B0051TJTFW] | Unknown | Rating: 3.9
(ID: B01LRMBV0C) [Item: B01LRMBV0C] | Unknown | Rating: 4.0
(ID: B07NB942XW) The Perfect 8's: Workout Set Two with Jaime Brenkus | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.0
(ID: B01LTI0BPU) Passengers [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B007U7NL20) Queen And Paul Rodgers: Return Of The Champions | Movies & TV > Movies | Rating: 3.6
(ID: B0B8P1KWV6) [Item: B0B8P1KWV6] | Unknown | Rating: 3.6
(ID: B00FJ04ZWK) [Item: B00FJ04ZWK] | Unknown | Rating: 4.1
(ID: B09Q34R2J5) [Item: B09Q34R2J5] | Unknown | Rating: 4.2
(ID: B0713WMF7T) The Beethoven Symphonies 1-9 | Arts, Entertainment, and Culture > Music Videos and Concerts | Rating: 4.8
(ID: B000RC2YEQ) Marty and the Last Dinosaur ; Episode 2 ; Christian Creation Science Adventure | Movies & TV > Featured Categories | Rating: 4.5
(ID: B0077FSL8Y) Murder She Wrote - South By Southwest / A Story To Die For / The Last Free Man / The Celtic Riddle [ | Movies & TV > Movies | Rating: 4.5
(ID: B00006L90U) The Corpse Vanishes | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.9
(ID: B003VXP2Q0) [Item: B003VXP2Q0] | Unknown | Rating: 4.8
(ID: B000BX0VSM) Stuart Little/Stuart Little 2: Deluxe Edition Boxed Set | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B013B3AXI6) The Killing | Suspense > Drama | Rating: 4.8
(ID: B00J5852WY) The Odd Way Home | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B06VYH127J) [Item: B06VYH127J] | Unknown | Rating: 5.0
(ID: B00ZQFDD2G) [Item: B00ZQFDD2G] | Unknown | Rating: 4.6
(ID: B07DF4BNSJ) [Item: B07DF4BNSJ] | Unknown | Rating: 4.7
(ID: B00005RYO7) Playboy - Cheerleaders [DVD] | Movies & TV > Movies | Rating: 4.2
(ID: B07J2PTMF2) [Item: B07J2PTMF2] | Unknown | Rating: 4.5
(ID: B005MMYB3S) [Item: B005MMYB3S] | Unknown | Rating: 4.1
(ID: B0122UCNHS) [Item: B0122UCNHS] | Unknown | Rating: 4.5
(ID: B0010VXMR6) Butch Cassidy and the Sundance Kid [Blu-ray] [1969] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B08DRW5N3R) [Item: B08DRW5N3R] | Unknown | Rating: 4.8
(ID: B00YQTCPP4) Wasp | Movies & TV > Independently Distributed > Drama | Rating: 3.5
(ID: B00308BAM6) Growing Up Safari | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.6
(ID: B01LX7OTGV) [Item: B01LX7OTGV] | Unknown | Rating: 4.3
(ID: B08SQFVZGG) [Item: B08SQFVZGG] | Unknown | Rating: 4.8
(ID: B01N9OSWU1) Big Little Lies | Drama > Suspense | Rating: 4.6
(ID: B003VGN8GS) [Item: B003VGN8GS] | Unknown | Rating: 3.7
(ID: 6302182840) Conagher | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B0047BXR8U) La Femme Nikita: Season 2 | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.8
(ID: B004ODLULC) Waiting City | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B0126KTPKC) [Item: B0126KTPKC] | Unknown | Rating: 4.1
(ID: B00M31VDIW) Saving Santa | Movies & TV > Movies | Rating: 4.6
(ID: 0783219180) Waterworld VHS | Movies & TV > Widescreen > Action & Adventure | Rating: 4.7
(ID: B00KGSTHBE) [Item: B00KGSTHBE] | Unknown | Rating: 4.3
(ID: B0049SB3ZU) Bruce Lee Legendary Collection Blu-ray Boxed Set (Region A) (Ntsc) | Movies & TV > Featured Categories > Blu-ray | Rating: 3.3
(ID: B01NASKROF) [Item: B01NASKROF] | Unknown | Rating: 4.1
(ID: B0009IWGG4) The Adventures of Long John Silver | Movies & TV > Genre for Featured Categories > Action & Adventure | 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."
}
|
B000E6ES8U
|
Bee Season
| 1
|
AEGMR5PKERO7L3IQ6FAJQU32EQXQ
|
overlapping_books_movies
|
B
|
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:
- Climbing High: A Woman's Account of Surviving the Everest Tragedy | Books > Biographies & Memoirs > Community & Culture | Rating: 3.0
- Finding It: And Satisfying My Hunger for Life without Opening the Fridge | Books > Biographies & Memoirs > Arts & Literature | Rating: 3.0
- Princess Coloring Book (Dover Coloring Books) | Books > Children's Books > Activities, Crafts & Games | Rating: 3.0
- Gangway, Lord, (The) Here Come the Brides Book | Books > Humor & Entertainment > Television | Rating: 5.0
- Betty Crocker's Cook Book for Boys and Girls | Books > Cookbooks, Food & Wine > Cooking Methods | Rating: 2.0
- The Art and Making of Penny Dreadful | Books > Arts & Photography > Decorative Arts & Design | Rating: 5.0
### User's movies History:
- That Thing You Do - Dir. Cut | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.0
- Thoroughly Modern Millie [DVD] | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 5.0
- Funny Girl | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.0
- Dark Shadows: The Complete Original Series (Deluxe Edition) | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 5.0
- Frankenstein - The True Story | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.0
- The Phantom of the Opera at the Royal Albert Hall | Movies & TV > Genre for Featured Categories > Musicals | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B07GSX4MPM) Swarm, The (1978) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B0000A2ZNX) Shogun | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.7
(ID: B07K5J1756) [Item: B07K5J1756] | Unknown | Rating: 4.6
(ID: B005MMYEF8) [Item: B005MMYEF8] | Unknown | Rating: 4.8
(ID: B00HY7VG9G) [Item: B00HY7VG9G] | Unknown | Rating: 4.8
(ID: B01I2CMTGU) [Item: B01I2CMTGU] | Unknown | Rating: 3.0
(ID: B000JJSJ96) Soldier of God | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B0721L7WRL) Lego Batman Movie, The (2017) BD | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00006HAYR) Liberty Stands Still | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B00HEM9PXK) Tickety Toc: Spring Chicks Time | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B09CRQNYLC) Planet Dune | Movies & TV > Sci-Fi Series & Sequels > Dune | Rating: 2.7
(ID: B078TRZMD6) I Shouldn't Be Alive | Drama > Historical > Documentary | Rating: 3.7
(ID: B00DC8A1C4) They Come to America II: The Cost of Amnesty | Movies & TV > Movies | Rating: 5.0
(ID: B01LZEFV4V) Roger Corman's Death Race 2050 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B019YIING6) [Item: B019YIING6] | Unknown | Rating: 2.5
(ID: B0002PUFWG) The Joey Bishop Show - The Complete Second Season | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B01LTHZX6S) Office Christmas Party | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.6
(ID: B01I4BU6JG) [Item: B01I4BU6JG] | Unknown | Rating: 3.1
(ID: B08TZ3HSVW) The Dove | Movies & TV > Movies | Rating: 3.5
(ID: B01CUSYJME) [Item: B01CUSYJME] | Unknown | Rating: 3.8
(ID: B009NNHIFK) [Item: B009NNHIFK] | Unknown | Rating: 4.5
(ID: B00VHAGHH2) Needful Things [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B000GRUMRS) Deadfall | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B07SMBCNTT) Spanish Princess, The | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B0791W77QB) [Item: B0791W77QB] | Unknown | Rating: 3.3
(ID: B005R7YTXK) [Item: B005R7YTXK] | Unknown | Rating: 3.6
(ID: B00U7UIIWA) [Item: B00U7UIIWA] | Unknown | Rating: 4.8
(ID: B07QBDP7RS) [Item: B07QBDP7RS] | Unknown | Rating: 4.2
(ID: B07DSNBN3P) [Item: B07DSNBN3P] | Unknown | Rating: 4.3
(ID: B018YJRX94) [Item: B018YJRX94] | Unknown | Rating: 4.7
(ID: B0032XNKXG) The History of St. Patrick's Day | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.2
(ID: B00AHGU9VC) [Item: B00AHGU9VC] | Unknown | Rating: 4.6
(ID: B000VEBCSE) Barry Cuda Dynamic Kali #2 Stick Fighting DVD escrima arnis martial arts | Movies & TV > Movies | Rating: 3.0
(ID: B01MQQMFWP) [Item: B01MQQMFWP] | Unknown | Rating: 4.8
(ID: B07FD3Z7CP) [Item: B07FD3Z7CP] | Unknown | Rating: 4.1
(ID: B00SOPOTNM) Student Council's Discretion 2 [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B000DN5VTE) Millie | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.4
(ID: B07KSJK7CG) [Item: B07KSJK7CG] | Unknown | Rating: 4.9
(ID: B006O8K3Z4) Daniel Barenboim - Liszt Piano Concertos | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.1
(ID: B019C6X18K) Chuggington: Delivery Dash At The Docks | Movies & TV > Movies | Rating: 3.9
(ID: B0769X7PZ1) [Item: B0769X7PZ1] | Unknown | Rating: 4.4
(ID: B001E5CBLG) Still Game: The Christmas and Hogmanay Specials [2007] [DVD] | Movies & TV > BBC > All BBC Titles | Rating: 4.8
(ID: B00EPOIQJ4) Ephraim's Rescue [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B00PCSVM8E) Desolate | Movies & TV > Featured Categories > DVD | Rating: 2.6
(ID: B002IYDRDS) Virtual Bird Feeder | Movies & TV > Genre for Featured Categories > Romance | Rating: 3.6
(ID: B000ROA018) NFL: America's Game: Miami Dolphins | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.9
(ID: 6301948335) Pass the Ammo [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.1
(ID: B00QVT9ZNM) [Item: B00QVT9ZNM] | Unknown | Rating: 4.5
(ID: B002T51X4Q) All of Me | Movies & TV > Movies | Rating: 4.6
(ID: B00I82P6BU) [Item: B00I82P6BU] | Unknown | Rating: 4.7
(ID: B000PIIKMM) Sangre Por Sangre | Movies & TV > Movies | Rating: 4.5
(ID: B01M2YJ57D) [Item: B01M2YJ57D] | Unknown | Rating: 4.3
(ID: B00008DDSU) ABBA: More ABBA Gold | Movies & TV > Movies | Rating: 4.7
(ID: 6305871116) Donizetti - Roberto Devereux | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.4
(ID: B000AJJNIQ) Home Improvement: Season 3 | Movies & TV > Boxed Sets > Comedy | Rating: 4.9
(ID: B009JZWMVW) [Item: B009JZWMVW] | Unknown | Rating: 4.5
(ID: B09HLDLZCZ) [Item: B09HLDLZCZ] | Unknown | Rating: 4.6
(ID: B09676FM1V) [Item: B09676FM1V] | Unknown | Rating: 4.3
(ID: B00H1AZAG6) Barre3 Standing Slim with Sadie Lincoln | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B00DXZMRQO) [Item: B00DXZMRQO] | Unknown | Rating: 4.1
(ID: B001CVS6BQ) HD MOODS: AQUARIUM - Blu-Ray | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B00L9SHYAQ) The Little Mermaid 1989 Artwork Sleeve | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.6
(ID: B093S92PB3) The Black Cauldron blu-ray | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00JPL5U0U) [Item: B00JPL5U0U] | Unknown | Rating: 4.3
(ID: B000MWJVO2) Unsolved History ~ Death of the Red Baron | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B01J2APMEC) [Item: B01J2APMEC] | Unknown | Rating: 3.9
(ID: B00B69SCBI) [Item: B00B69SCBI] | Unknown | Rating: 4.6
(ID: B00ESY8A4W) [Item: B00ESY8A4W] | Unknown | Rating: 4.2
(ID: B007ILZAA4) Blade (Marvel Animated Series) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B00EEG4KM0) Crossroads Guitar Festival 2010 | Music Videos and Concerts | Rating: 4.8
(ID: B00RZXWWWY) From Nothing, Something: A Documentary On The Creative Process | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B000O78KWE) Fantastic Voyage (Special Edition) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B0942SLPVM) Oorantha Anukuntunnaru | Drama > Romance | Rating: 2.9
(ID: B0069WJLK8) 10 Mountains 10 Years | Movies & TV > Disc on Demand | Rating: 5.0
(ID: B009653FO8) Moving On | Drama | Rating: 4.1
(ID: B00AATURXQ) [Item: B00AATURXQ] | Unknown | Rating: 4.2
(ID: B07N95R71F) [Item: B07N95R71F] | Unknown | Rating: 4.1
(ID: B00MZXMJE0) [Item: B00MZXMJE0] | Unknown | Rating: 4.3
(ID: B007MNWLNW) Little Pim: French Backpack Plus | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 5.0
(ID: B07NPBDZFC) [Item: B07NPBDZFC] | Unknown | Rating: 3.9
(ID: B006T3YXJ6) [Item: B006T3YXJ6] | Unknown | Rating: 4.1
(ID: B074MFNXBH) Charles II: The Power and the Passion | Drama > Historical > Romance | Rating: 4.3
(ID: B099FH2GT4) [Item: B099FH2GT4] | Unknown | Rating: 5.0
(ID: B00DQINY1U) BLISS OF MRS BLOSSOM | Comedy > Charming > Quirky | Rating: 4.0
(ID: B00COGXX7A) [Item: B00COGXX7A] | Unknown | Rating: 4.8
(ID: B075JPT64Z) Librarians, the - Season 03 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00HARGDN4) [Item: B00HARGDN4] | Unknown | Rating: 3.5
(ID: B000JRYP0A) Discovery Atlas: Australia Revealed [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.3
(ID: B09PKTFLRW) [Item: B09PKTFLRW] | Unknown | Rating: 4.2
(ID: B000HLDFB8) A Very Cool Christmas [DVD] | Movies & TV > Holidays & Seasonal > Christmas | Rating: 3.7
(ID: B00W7AH4P0) The Village - Series Two | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B06XB1PQ6Q) [Item: B06XB1PQ6Q] | Unknown | Rating: 4.9
(ID: B002XBSZ4C) Victory at Sea | Movies & TV > Genre for Featured Categories > Military & War | Rating: 4.1
(ID: B003ZWN7KU) George A. Romero's Survival of the Dead | Suspense > Horror > Tense | Rating: 4.0
(ID: B004D7SBIY) Sunsets: Farewell Tour [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.3
(ID: B00009ZPU6) The Adventures of Indiana Jones: The Complete DVD Movie Collection (Full Screen Edition) | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.8
(ID: B078YZ3QPW) [Item: B078YZ3QPW] | Unknown | Rating: 3.6
(ID: B0037ODT5Y) Windtalkers | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00QHMDWUA) [Item: B00QHMDWUA] | Unknown | Rating: 4.7
(ID: B0002PYFZE) VeggieTales - Sumo Of The Opera | Movies & TV > Studio Specials > Universal Studios Home Entertainment | 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."
}
|
B00009ZPU6
|
The Adventures of Indiana Jones: The Complete DVD Movie Collection (Full Screen Edition)
| 4
|
AFXV2OCVJYKNHKWEWFK4LVY6K2IA
|
overlapping_books_movies
|
B
|
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 14th Colony: A Novel (Cotton Malone Book 11) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Art of Hearing Heartbeats: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Stranger | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- El juego de Ripper (Spanish Edition) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- A Constellation of Vital Phenomena: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
### User's movies History:
- [Item: B009KS5TRW] | Unknown | Rating: 5.0
- [Item: B00MR9UY8A] | Unknown | Rating: 2.0
- [Item: B00JXD2MVU] | Unknown | Rating: 2.0
- [Item: B001OELB40] | Unknown | Rating: 4.0
- Miss Potter | Drama > Romance > Charming | Rating: 5.0
- [Item: B00GD54XCW] | Unknown | Rating: 5.0
- The Good Wife | Drama | Rating: 4.0
- [Item: B00M0BVK4C] | Unknown | Rating: 5.0
- [Item: B006IX9C6G] | Unknown | Rating: 5.0
- [Item: B005DWBNNI] | Unknown | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B08DFG1VJD) [Item: B08DFG1VJD] | Unknown | Rating: 4.5
(ID: B07XW6SNQG) Monty Python's Flying Circus: Complete Series 1 | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B001NKIHY2) [Item: B001NKIHY2] | Unknown | Rating: 4.1
(ID: B01M323L4L) [Item: B01M323L4L] | Unknown | Rating: 2.5
(ID: B004AOPLYC) [Item: B004AOPLYC] | Unknown | Rating: 4.8
(ID: B075H3XFP1) [Item: B075H3XFP1] | Unknown | Rating: 4.5
(ID: B07J2P2L2X) [Item: B07J2P2L2X] | Unknown | Rating: 4.7
(ID: B00VJTQ5IW) Barney: Dino Dancin' Tunes / Musical Scrapbook Double Feature | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B0031DMUA6) Law & Order: Criminal Intent - The First Year / Law & Order: Criminal Intent - The Second Year Value Pack | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 5.0
(ID: B003Z8ZC48) Solos: The Jazz Sessions | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.9
(ID: B00KHAGKR0) [Item: B00KHAGKR0] | Unknown | Rating: 4.4
(ID: B00KG2PLK6) [Item: B00KG2PLK6] | Unknown | Rating: 4.2
(ID: B00PE637H8) [Item: B00PE637H8] | Unknown | Rating: 2.9
(ID: B002C07AU4) Tales of Wells Fargo - (Best of the First 5 Seasons)-6 DVD SET! | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.5
(ID: B01EN8FBG2) [Item: B01EN8FBG2] | Unknown | Rating: 4.4
(ID: B00L2D4H5I) [Item: B00L2D4H5I] | Unknown | Rating: 4.3
(ID: 6317758107) Inside the Edge: A Professional Blackjack Adventure | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.3
(ID: B007TBXNBQ) [Item: B007TBXNBQ] | Unknown | Rating: 3.2
(ID: B00F6SHECS) The Bells of St. Mary's | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B00EZ22976) Humanity Has Declined: Complete Collection [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B073KXVB7C) [Item: B073KXVB7C] | Unknown | Rating: 3.7
(ID: B01GF8J3KS) [Item: B01GF8J3KS] | Unknown | Rating: 2.7
(ID: B01MTDN1Y0) [Item: B01MTDN1Y0] | Unknown | Rating: 4.8
(ID: B07WMM97DK) The Complete PRC Michael Shayne Mystery Collection (Classicflix Silver Series) | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B006RXQ9UO) [Item: B006RXQ9UO] | Unknown | Rating: 4.7
(ID: B005QUQRCO) Dance Off The Inches: Hip Hop Body Blast | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.7
(ID: B001V7YZE8) THE RIVALS OF SHERLOCK HOLMES, SET 1 | Movies & TV > Boxed Sets > Mystery & Suspense | Rating: 4.2
(ID: B01GWDHX5S) Back to the Beach by Paramount / Warner Archive | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B0012OX7DA) The Bette Davis Collection - Volume 3 (The Old Maid / All This, And Heaven Too / The Great Lie / In This Our Life / Watch on the Rhine / Deception) | Movies & TV > Boxed Sets > Drama | Rating: 4.7
(ID: B01G9LRE34) [Item: B01G9LRE34] | Unknown | Rating: 4.3
(ID: B0002J50UO) Kabuki Dance Tamasaburo Bando Fuji Musume | Movies & TV > Musicals & Performing Arts | Rating: 4.2
(ID: B00FA4HNYW) Action Comics #23.4 Metallo (3D Cover) | Movies & TV > Movies | Rating: 4.6
(ID: B01CDT745O) [Item: B01CDT745O] | Unknown | Rating: 4.6
(ID: B0002DVA3Q) Make It Glorious | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B004I91DI2) Project Belly Dance - The Final 6 | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 5.0
(ID: B01MDLUQPD) It Came From Outer Space (2-D / 3-D Blu-Ray) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B0014YKRBI) Bloodbath at the House of Death | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.1
(ID: B00BN4UVGA) [Item: B00BN4UVGA] | Unknown | Rating: 4.6
(ID: B00BX49CME) Shoah (The Criterion Collection) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00000IC1W) Curse of the Voodoo [DVD] | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.4
(ID: B00P1NG32A) Ancient Aliens: Season 6, Volume 2 [DVD] | Movies & TV > Boxed Sets > Television | Rating: 4.7
(ID: B000FBWDC2) Shaolin Challenges Ninja | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B01L7VP2JY) [Item: B01L7VP2JY] | Unknown | Rating: 4.3
(ID: B0732HVRXD) [Item: B0732HVRXD] | Unknown | Rating: 4.6
(ID: B004INJ7R2) [Item: B004INJ7R2] | Unknown | Rating: 4.0
(ID: B0000648Y8) Phantom Ship | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.6
(ID: B0006Z2NYA) The Hitchhiker, Vol. 2 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B079JR9H2N) [Item: B079JR9H2N] | Unknown | Rating: 3.8
(ID: B001DAVUNC) Sustainable Table: What's on Your Plate | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 2.5
(ID: B01LCACEP0) [Item: B01LCACEP0] | Unknown | Rating: 4.3
(ID: B00N1WHW5U) The Cranberries, Live, 1 DVD | Movies & TV > Movies | Rating: 4.5
(ID: B0120ZY9B8) [Item: B0120ZY9B8] | Unknown | Rating: 4.4
(ID: B007NU53XY) Dragon Ball Z Kai: Part Eight | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.6
(ID: B000MG2LP4) The Incredible Journey of Mary Bryant [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B00MJOP5A0) Apocalypto | Movies & TV > Movies | Rating: 3.2
(ID: B009CG22OA) Blues Brothers 2000 | Comedy > Action > Intense | Rating: 4.6
(ID: B01MXVJWJW) [Item: B01MXVJWJW] | Unknown | Rating: 4.5
(ID: B00B99Q7YY) [Item: B00B99Q7YY] | Unknown | Rating: 3.8
(ID: B0012K53KO) Aerosmith Live In Philadelphia | Movies & TV > Music Artists > Aerosmith | Rating: 3.9
(ID: B00JACDRHM) HOWL'S MOVING CASTLE | Movies & TV > Movies | Rating: 4.9
(ID: B013C6OWM0) Shock 'Em Dead [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B07B8CSKCC) [Item: B07B8CSKCC] | Unknown | Rating: 3.9
(ID: B00IMQQHNI) [Item: B00IMQQHNI] | Unknown | Rating: 2.4
(ID: B074PD2F7H) [Item: B074PD2F7H] | Unknown | Rating: 3.4
(ID: B002AWM0T0) Gradiva | Movies & TV > Independently Distributed > Drama | Rating: 3.8
(ID: B07WWSJXN8) We Stand Corrected: Dannemora | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B07Z8SX2N8) Dr Syn The Scarecrow Of Romney Marsh Blu Ray | Movies & TV > Blu-ray > Movies | Rating: 4.9
(ID: B0016GOK4O) Jhoom barabar jhoom | Movies & TV > Independently Distributed > Drama | Rating: 4.0
(ID: B072BPCGDW) Spark: A Space Tail | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B015UDENR2) Siege of Firebase Gloria [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B001OKGN2E) [Item: B001OKGN2E] | Unknown | Rating: 4.7
(ID: B001NUQ6CC) [Item: B001NUQ6CC] | Unknown | Rating: 4.5
(ID: B06WGQF9Y1) Atomic Falafel | Movies & TV > Featured Categories > DVD | Rating: 3.1
(ID: 6301302990) I Wake Up Screaming | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.6
(ID: B00143XE64) One Piece: Season 1 - First Voyage (Uncut) | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.6
(ID: B00MODCHPM) The Devil Is A Part-Timer: Complete Collection | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B008HJCVBW) [Item: B008HJCVBW] | Unknown | Rating: 3.9
(ID: B002RIQEFS) [Item: B002RIQEFS] | Unknown | Rating: 4.3
(ID: B07Z27NBR7) [Item: B07Z27NBR7] | Unknown | Rating: 4.6
(ID: B002CPBRYO) [Item: B002CPBRYO] | Unknown | Rating: 3.4
(ID: B07PTX5ZYZ) [Item: B07PTX5ZYZ] | Unknown | Rating: 3.9
(ID: B08NHSB6YF) [Item: B08NHSB6YF] | Unknown | Rating: 4.7
(ID: B004176JJY) The Battle of the River Plate | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B019F3TKOE) [Item: B019F3TKOE] | Unknown | Rating: 4.8
(ID: B0002S64XM) Man Against the Mob: The Chinatown Murders [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B000IYY9RS) [Item: B000IYY9RS] | Unknown | Rating: 4.4
(ID: B079QFQHPS) More Art Upstairs | Documentary | Rating: 3.6
(ID: B00R8ODWHO) The Gambler | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.1
(ID: B001EUJHPO) [Item: B001EUJHPO] | Unknown | Rating: 4.6
(ID: B07G7D3CLZ) Things Eternal | Drama > Faith and Spirituality > Horror | Rating: 5.0
(ID: B07FXFZGV5) [Item: B07FXFZGV5] | Unknown | Rating: 3.2
(ID: B000089R0Y) Bob The Builder - Building Friendships | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B002V3DSI0) [Item: B002V3DSI0] | Unknown | Rating: 3.9
(ID: B07ZLJ5VB2) Avengers Assemble: Black Panther's Quest-Secret Avenger [PAL/0] | Movies & TV > Movies | Rating: 4.4
(ID: B0001AVZWG) Walt - The Man Behind the Myth [DVD] | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.6
(ID: B000EGZ5WS) Skating Through Time: Great Performances from the U.S. Figure Skating Championships Volume 3 | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B00NS1BE1M) Fargo - Season 1 [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B0051T46R8) Saving Winston | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.7
(ID: B0777MXKS2) Ghostbusters + Ghostbusters II | Movies & TV > Movies | Rating: 4.8
(ID: B008A6QBSQ) Freelancers [Blu-ray] | Movies & TV > Blu-ray > Movies | 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."
}
|
B01EN8FBG2
|
[Item: B01EN8FBG2]
| 5
|
AHHAYGDLM5OV3GKQF3ZLIYSRB2TQ
|
overlapping_books_movies
|
B
|
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:
- Hamburger Hill | Books > History > Americas | Rating: 5.0
- The Devil May Dance: A Novel (Charlie and Margaret Marder Mystery, 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- College Weekend (Fear Street) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Creepshow | Books > Comics & Graphic Novels > Graphic Novels | Rating: 4.0
- Under the Dome: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Elevation | Books > Literature & Fiction > History & Criticism | Rating: 1.0
- Stronger Together: A Blueprint for America's Future | Books > Politics & Social Sciences > Politics & Government | Rating: 2.0
- Hard Choices: A Memoir | Books > Biographies & Memoirs > Community & Culture | Rating: 1.0
### User's movies History:
- The Dark Knight (4K Ultra HD) [4K UHD] | Movies & TV > Blu-ray > Movies | Rating: 5.0
- Saw III (Unrated) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.0
- Jigsaw [Blu-ray + DVD] | Movies & TV > Featured Categories > Blu-ray | Rating: 2.0
- [Item: B09KVCL8ZH] | Unknown | Rating: 3.0
- [Item: B009CFY7HQ] | Unknown | Rating: 4.0
- [Item: B002C50SZS] | Unknown | Rating: 4.0
- The Scooby-Doo Show | Comedy > Animation > Suspense | Rating: 4.0
- Halloween Ends | Movies & TV > Genre for Featured Categories > Horror | Rating: 1.0
- Shameless | Comedy > Drama | Rating: 2.0
- [Item: B003ZSB40E] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: 1897020759) Tim Hawkins: I'm No Rockstar - DVD | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: 6305086818) Godson | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.1
(ID: B00C4QGQQA) [Item: B00C4QGQQA] | Unknown | Rating: 4.7
(ID: B00KYEQ7H2) [Item: B00KYEQ7H2] | Unknown | Rating: 4.3
(ID: B010X3I4U6) Welcome to the Space Show (Original Japanese) (English Subtitled) | Science Fiction > Animation > Charming | Rating: 4.6
(ID: B002QZFE4O) [Item: B002QZFE4O] | Unknown | Rating: 3.7
(ID: B003VIIC5I) [Item: B003VIIC5I] | Unknown | Rating: 3.7
(ID: B001L9EXWA) Over New England | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B0094LZWY0) [Item: B0094LZWY0] | Unknown | Rating: 4.3
(ID: B000W9SH72) Global Treasures VILLA ADRIANA Hadrian's Villa Rome, Italy | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 2.0
(ID: B0007MANYE) The Desperadoes | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B00004CSO5) Crossings [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.6
(ID: B0081SGL9C) Frontier Doctor - Volume 7 [DVD] | Movies & TV > TV | Rating: 4.5
(ID: B07L51P9K8) [Item: B07L51P9K8] | Unknown | Rating: 4.0
(ID: B005UUSMP0) Dark Horse | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.0
(ID: B06Y1G4V3L) [Item: B06Y1G4V3L] | Unknown | Rating: 3.5
(ID: B0001Y9YEI) The House of Cards Trilogy (Boxed Set containing: House of Cards/To Play the King/The Final Cut) - NON-USA PAL FORMAT | Movies & TV > BBC > All BBC Titles | Rating: 4.7
(ID: B00133MKOW) History of the Air Force 3 DVD Collector's Set | Movies & TV > Boxed Sets > Documentary | Rating: 3.9
(ID: B07DR2P19Z) [Item: B07DR2P19Z] | Unknown | Rating: 5.0
(ID: B003NVQV4W) [Item: B003NVQV4W] | Unknown | Rating: 2.9
(ID: B00DSTWWK6) [Item: B00DSTWWK6] | Unknown | Rating: 4.0
(ID: B018TA0TS0) Mayday | Movies & TV > TV | Rating: 3.8
(ID: B07MGSGK67) [Item: B07MGSGK67] | Unknown | Rating: 4.3
(ID: B00FUABK36) Rewind This! | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.0
(ID: B005SG014Q) [Item: B005SG014Q] | Unknown | Rating: 4.6
(ID: B00U5R1NPY) [Item: B00U5R1NPY] | Unknown | Rating: 3.9
(ID: B073RR8T3F) [Item: B073RR8T3F] | Unknown | Rating: 4.7
(ID: B00B0CQCQS) [Item: B00B0CQCQS] | Unknown | Rating: 4.8
(ID: B00005B1WR) At War With the Army | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B00X3DC8O2) Sleeping Dictionary, The | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.2
(ID: B006QVRW5I) The Gene Autry Show: The Third and Fourth Seasons | Movies & TV > Boxed Sets > Westerns | Rating: 4.7
(ID: B08H5DD77F) Buck Rogers in the 25th Century - The Complete Collection | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00CJEDE9Y) [Item: B00CJEDE9Y] | Unknown | Rating: 3.9
(ID: B005HFOICY) Yetis, Sasquatch and Hairy Giants | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B01MT7KI42) Adventure Time: Islands | Science Fiction > Comedy > Animation | Rating: 4.8
(ID: B00KP7S6TK) [Item: B00KP7S6TK] | Unknown | Rating: 4.5
(ID: B0833VRHK3) Fall Break / Wavelength | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: 6302859190) Children of the Corn II: The Final Sacrifice [VHS] | Movies & TV > Cult Movies > Horror | Rating: 4.1
(ID: B00LBI6V4E) [Item: B00LBI6V4E] | Unknown | Rating: 4.8
(ID: B01JMQDRS4) [Item: B01JMQDRS4] | Unknown | Rating: 4.6
(ID: B001D6FXPW) [Item: B001D6FXPW] | Unknown | Rating: 4.9
(ID: B00FQWWIW0) [Item: B00FQWWIW0] | Unknown | Rating: 3.9
(ID: B09CHZ7ZVN) A Wedding To Remember | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B0012L0TEI) Britten: Billy Budd [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00JA4J3CS) [Item: B00JA4J3CS] | Unknown | Rating: 4.5
(ID: B077VW8PH4) [Item: B077VW8PH4] | Unknown | Rating: 4.9
(ID: B0033AI41G) A Beautiful Mind [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B06XFSBGY8) [Item: B06XFSBGY8] | Unknown | Rating: 2.2
(ID: B09HVCF1B9) [Item: B09HVCF1B9] | Unknown | Rating: 4.6
(ID: B08XJQ5MCC) James May: The Reassembler | Special Interest | Rating: 4.7
(ID: B08FNMPFHJ) Everest Double Feature: Lost On Everest & Expedition Everest | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00BECZW9M) [Item: B00BECZW9M] | Unknown | Rating: 3.9
(ID: B01DEFZMB4) [Item: B01DEFZMB4] | Unknown | Rating: 2.8
(ID: B07M9CV7TX) The Hive | Science Fiction > Suspense > Scary | Rating: 3.3
(ID: B017JQQ9DE) [Item: B017JQQ9DE] | Unknown | Rating: 4.7
(ID: B000062XGJ) Predator (Full-Screen Edition) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B00EKL6XEW) Petticoat Junction (Gift Box) | Movies & TV > Classic TV | Rating: 4.5
(ID: B082YJ3K27) [Item: B082YJ3K27] | Unknown | Rating: 5.0
(ID: B007AL0RZA) [Item: B007AL0RZA] | Unknown | Rating: 4.5
(ID: B00BENLR2W) The Attic Door | Suspense > Drama > Western | Rating: 3.5
(ID: B0851M9H7D) Cheers: The Complete Series | Movies & TV > Paramount Home Entertainment | Rating: 4.8
(ID: B0786NFKH2) [Item: B0786NFKH2] | Unknown | Rating: 4.0
(ID: B07CZ3FM1G) Chair Yoga Energizing with Dances LIVE! 3-DVD Set – Deluxe 2 with Sherry Zak Morris | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.0
(ID: B00005YUP3) The World of Sid & Marty Krofft [DVD] | Movies & TV > Boxed Sets > Kids & Family | Rating: 4.5
(ID: B004Q7CJD4) Teach: Tony Danza | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.7
(ID: B00LAFSUMO) [Item: B00LAFSUMO] | Unknown | Rating: 3.5
(ID: B01JH4G6SE) Skiptrace | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B000RIC2K6) Red Skelton Collection | Comedy | Rating: 3.3
(ID: B002EAYE4M) Love | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.3
(ID: B097WC46JL) The Stranger She Brought Home | Suspense > Drama | Rating: 4.0
(ID: B01NBIOBNR) [Item: B01NBIOBNR] | Unknown | Rating: 4.2
(ID: B001C4N5K0) Body of War - The True Story of an Anti-War Hero | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00078NJS0) Salsa Styling for Ladies Vol II: Syncopations and Variations | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.0
(ID: B003IPZT0U) Through the Garden Gate - A Diary of the English Countryside with Wildlife Cameraman Stephen de Vere [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B005C9YZPA) Planet Earth: Limited Edition | Movies & TV > BBC > All BBC Titles | Rating: 4.8
(ID: B07DNJSBZ2) Detectorists Series 1-3 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00OEQSQ1Q) [Item: B00OEQSQ1Q] | Unknown | Rating: 3.9
(ID: B000RW9A84) Modern Physics for Non-Scientists (Einstein's Relativity and the Quantum Revolution) (4 DVDs) | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00AO05AVU) Amagami SS+: Complete Collection | Movies & TV > Boxed Sets > Anime | Rating: 4.4
(ID: B00N11QJ4G) [Item: B00N11QJ4G] | Unknown | Rating: 4.7
(ID: B0000AKY58) The Phantom of the Opera - The Ultimate Edition (1925 Original Version and 1929 Restored Version) [DVD] | Movies & TV > Classics > Silent Films | Rating: 4.7
(ID: B003P6E5Z2) [Item: B003P6E5Z2] | Unknown | Rating: 4.5
(ID: B000LP66OS) Fresh start snowboarding | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B000AYELVA) X-Men (Widescreen Edition) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B000E11220) The Abyss | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.5
(ID: B002IFDAIY) 100 Feet [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00KIZY4EK) Love Me Tonight | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.5
(ID: B0B74J2S9P) Once Upon a Christmas Carol | Comedy > Drama > Arts, Entertainment, and Culture | Rating: 3.0
(ID: B01LZBQCVQ) [Item: B01LZBQCVQ] | Unknown | Rating: 4.6
(ID: B015UDENMM) Re: Hamatora: Season 2 | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B002BIULWQ) FLACO JIMENEZ Live (DVD) | Movies & TV > Movies | Rating: 4.0
(ID: B07H9KXNXB) [Item: B07H9KXNXB] | Unknown | Rating: 3.9
(ID: B0798DS9BP) A Fantastic Woman | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B000MQ58WC) King Arthur (Director's Cut) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B004CIIXFA) Fish Tank (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B00942Y6WI) [Item: B00942Y6WI] | Unknown | Rating: 4.8
(ID: B001B43IV2) Midsomer Murders: Set 11 (The House in the Woods / Dead Letters / Vixen's Run / Down Among the Dead Men) | Movies & TV > Boxed Sets > Mystery & Suspense | Rating: 4.4
(ID: B00IKIU25W) [Item: B00IKIU25W] | Unknown | Rating: 4.8
(ID: B000G2YCV0) Love and Action in Chicago | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B01IFW81SW) [Item: B01IFW81SW] | Unknown | Rating: 2.5
]
## 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."
}
|
B07MGSGK67
|
[Item: B07MGSGK67]
| 3
|
AGTCVTL7L5OTKAONQKFPPVHI7JWQ
|
overlapping_books_movies
|
B
|
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 Big Nine: How the Tech Titans and Their Thinking Machines Could Warp Humanity | Books > Computers & Technology > Computer Science | Rating: 1.0
- Supreme Command: Soldiers, Statesmen, and Leadership in Wartime | Books > Politics & Social Sciences > Politics & Government | Rating: 3.0
- The Martian | Books > Literature & Fiction > Action & Adventure | Rating: 5.0
- American Civil War Railroad Tactics (Elite) | Books > History > Americas | Rating: 4.0
- Meltdown: A Free-Market Look at Why the Stock Market Collapsed, the Economy Tanked, and Government Bailouts Will Make Things Worse | Books > Business & Money > Economics | Rating: 1.0
### User's movies History:
- [Item: B088C3XZCY] | Unknown | Rating: 1.0
- AZUR LANE - The Complete Series | Movies & TV > Blu-ray > TV | Rating: 1.0
- [Item: B00ENBSL30] | Unknown | Rating: 5.0
- The Simpsons - Treehouse of Horror | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
- American Experience - Transcontinental Railroad [DVD] | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 2.0
- Spy | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
- [Item: B005OT2YVA] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B00TX2P542) Jonah From Tonga | Comedy | Rating: 4.7
(ID: B014Y4UUF2) [Item: B014Y4UUF2] | Unknown | Rating: 4.2
(ID: B00KYHFFUE) Empress Ki Korean Drama All Zone DVD 13 Discs Complete 51 Episodes | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.6
(ID: B005RUORRK) Jurassic C.S.I. | Documentary | Rating: 4.2
(ID: B0B8RGQ61Q) [Item: B0B8RGQ61Q] | Unknown | Rating: 4.7
(ID: B0828CKL87) [Item: B0828CKL87] | Unknown | Rating: 4.7
(ID: B00AHSLJEG) [Item: B00AHSLJEG] | Unknown | Rating: 4.5
(ID: 0800184092) Snowboard Academy | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B0083QJW7A) Shangri-La: Part 2 | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B004ANFF4Y) Toy Story 3 (Infinity and Beyond Ultimate Collector's Combo Pack) [Blu-ray + DVD + Digital Copy] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00OTTXQYA) [Item: B00OTTXQYA] | Unknown | Rating: 4.8
(ID: B00MN9PPXI) Scarface (1983) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B003VCM69W) [Item: B003VCM69W] | Unknown | Rating: 4.8
(ID: B06XDCGWWS) [Item: B06XDCGWWS] | Unknown | Rating: 4.1
(ID: B0008GCZ1I) Santa vs. The Snowman 3D | Movies & TV > Independently Distributed > Kids & Family | Rating: 4.6
(ID: B0000648XP) Fiend of Dope Island/Pagan Island [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B004FHCHA0) Crying Freeman Complete Collection | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.7
(ID: B000K7UHCE) Hooked on Baby: Read, Rhyme and Cuddle | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.8
(ID: B0792DRHJ5) [Item: B0792DRHJ5] | Unknown | Rating: 4.7
(ID: B001G2S48G) Way Down East | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B09GS3S7TQ) Our Kind of People | Drama | Rating: 4.4
(ID: B07KWJYHNP) [Item: B07KWJYHNP] | Unknown | Rating: 4.1
(ID: B008XK3LPA) [Item: B008XK3LPA] | Unknown | Rating: 4.8
(ID: B0774TV1HN) [Item: B0774TV1HN] | Unknown | Rating: 3.7
(ID: B08BG6Z13F) [Item: B08BG6Z13F] | Unknown | Rating: 4.6
(ID: B000U6YJLU) Crazy Love | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B0041KKBN6) Zorro: Season 4 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B07KWHJPSK) [Item: B07KWHJPSK] | Unknown | Rating: 4.7
(ID: B005ELVCU2) Trudie Styler's Strengthen & Restore Yoga DVD | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.4
(ID: B00G05B3BY) [Item: B00G05B3BY] | Unknown | Rating: 4.1
(ID: B00003OSTE) Boys Town VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B00QHL0SNK) Wagner: Der Fliegende Holländer (The Flying Dutchman) | Movies & TV > Musicals & Performing Arts > Classical | Rating: 3.4
(ID: B0048EANOW) L.A. Confidential [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B01EVVRP24) [Item: B01EVVRP24] | Unknown | Rating: 3.1
(ID: B005EW4FZ0) [Item: B005EW4FZ0] | Unknown | Rating: 4.6
(ID: B00005U8QM) Robinson Crusoe | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.5
(ID: B00YH8S4ZE) [Item: B00YH8S4ZE] | Unknown | Rating: 4.4
(ID: B074XPB5VD) [Item: B074XPB5VD] | Unknown | Rating: 3.9
(ID: B00950ZB78) [Item: B00950ZB78] | Unknown | Rating: 4.4
(ID: B00STZV5K2) [Item: B00STZV5K2] | Unknown | Rating: 2.8
(ID: B004ADB23C) The Ranger, The Cook And A Hole In The Sky | Drama > Western | Rating: 4.5
(ID: B01MR2ZTDR) [Item: B01MR2ZTDR] | Unknown | Rating: 2.6
(ID: B07T1RNDRC) [Item: B07T1RNDRC] | Unknown | Rating: 3.7
(ID: B0019C8NAC) Fundamentals of Swimming | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.8
(ID: B07F8CPWY1) [Item: B07F8CPWY1] | Unknown | Rating: 2.9
(ID: B00A429Y56) TerrorVision / The Video Dead (Bluray/DVD Combo) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: 159803667X) Our Night Sky | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.6
(ID: B07HGBRXGN) Beauty And The Beast (2012): The Complete Series | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.8
(ID: B00005B34R) Kodo | Movies & TV > Genre for Featured Categories > Musicals | Rating: 3.6
(ID: B0001WTVYI) Globe Trekker: London | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.6
(ID: B083L8HXMZ) [Item: B083L8HXMZ] | Unknown | Rating: 3.3
(ID: B099DWZGLH) [Item: B099DWZGLH] | Unknown | Rating: 2.5
(ID: B005KXTUGW) [Item: B005KXTUGW] | Unknown | Rating: 4.5
(ID: B0095MPVG2) [Item: B0095MPVG2] | Unknown | Rating: 4.1
(ID: B019PPT93O) All Roads Lead To Rome | Movies & TV > Movies | Rating: 3.4
(ID: B0B8N2R58B) [Item: B0B8N2R58B] | Unknown | Rating: 4.8
(ID: B01C6JFWVY) [Item: B01C6JFWVY] | Unknown | Rating: 4.8
(ID: B004EE2ZY2) All-Star Superman | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: 0783242379) Classic Monster Collection | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.8
(ID: B000JJRY7E) The Finis Jhung Ballet Technique Level 1: Barrework for Beginners [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00008WJEQ) Empire Records (Remix: Special Fan Edition) [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B00P298YL6) [Item: B00P298YL6] | Unknown | Rating: 4.4
(ID: B07DVSM3SP) [Item: B07DVSM3SP] | Unknown | Rating: 4.4
(ID: B0010X73Z6) The Deal [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B007RJNPPY) [Item: B007RJNPPY] | Unknown | Rating: 4.4
(ID: B00GK6JKIQ) A Golden Christmas: The Second Tail | Comedy > Kids > Romance | Rating: 4.8
(ID: B002QO7JGG) [Item: B002QO7JGG] | Unknown | Rating: 4.2
(ID: B00V5I112W) [Item: B00V5I112W] | Unknown | Rating: 4.0
(ID: B084Q2Q5P3) Zoey's Extraordinary Playlist | Comedy > Drama > Arts, Entertainment, and Culture | Rating: 4.8
(ID: B09M9TRZ1M) [Item: B09M9TRZ1M] | Unknown | Rating: 4.3
(ID: B00008DDSU) ABBA: More ABBA Gold | Movies & TV > Movies | Rating: 4.7
(ID: B07FNZ39C1) [Item: B07FNZ39C1] | Unknown | Rating: 3.4
(ID: B0009KA2UO) Dark Water | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000BGH2IG) Code 7, Victim 5 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B00VWS7TZI) NH 10 | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.9
(ID: B089LJRS71) [Item: B089LJRS71] | Unknown | Rating: 5.0
(ID: B001SGVDPQ) Gigantor: The Collection, Vol. 1 | Movies & TV > Boxed Sets > Anime | Rating: 4.0
(ID: B0006OR0HG) Glazunov - Raymonda / Bessmertnova, Vasyuchenko, Taranda, Zhuraitis, Bolshoi Ballet [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B009YMYHFY) [Item: B009YMYHFY] | Unknown | Rating: 4.6
(ID: B07HFM5KZR) [Item: B07HFM5KZR] | Unknown | Rating: 4.6
(ID: B00480KTHW) The Big Nasty Hillclimb 2009 | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B076HYK3V5) [Item: B076HYK3V5] | Unknown | Rating: 3.9
(ID: B00J2F790I) [Item: B00J2F790I] | Unknown | Rating: 4.4
(ID: B0009R5QKI) Rex Navarrete is Hella Pinoy: A Live Comedy Concert | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B01MQH4JUJ) Natural Life | Documentary > Talk Show and Variety > Special Interest | Rating: 3.0
(ID: B081L3Z75G) [Item: B081L3Z75G] | Unknown | Rating: 4.7
(ID: B07C87RV7S) [Item: B07C87RV7S] | Unknown | Rating: 4.0
(ID: 6303994091) Coup de Torchon Slate VHS | Movies & TV > Art House & International > By Country | Rating: 4.4
(ID: B00NM7YL4O) [Item: B00NM7YL4O] | Unknown | Rating: 4.7
(ID: B00CEJVNEM) The House I Live In | Movies & TV > Independently Distributed > Documentary | Rating: 4.6
(ID: B019HNJT5C) Photographing Guatemala & the Mayan Ruins with the Adams | Movies & TV > Movies | Rating: 5.0
(ID: B008RKL1FI) [Item: B008RKL1FI] | Unknown | Rating: 4.6
(ID: B00B7FX2FC) [Item: B00B7FX2FC] | Unknown | Rating: 4.4
(ID: B01626K0BO) [Item: B01626K0BO] | Unknown | Rating: 4.1
(ID: B0001WTWD8) Carolina | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.4
(ID: B0B7CNPF7M) [Item: B0B7CNPF7M] | Unknown | Rating: 3.0
(ID: B07MWXQ4HN) Holden On | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B0096H58LY) [Item: B0096H58LY] | Unknown | Rating: 4.5
(ID: B0002PYT96) Daniel Boone, Trail Blazer | Movies & TV > Independently Distributed > Action & Adventure | Rating: 3.8
(ID: B07G4LXJ4N) [Item: B07G4LXJ4N] | 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."
}
|
B0B8N2R58B
|
[Item: B0B8N2R58B]
| 5
|
AF5LEPNOVR2ZYPBFCSSK5NK2C6EA
|
overlapping_books_movies
|
B
|
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:
- Baby Faces Peekaboo!: With Mirror, Touch-and-Feel, and Flaps | Books > Children's Books > Growing Up & Facts of Life | Rating: 4.0
- Handyman In-Your-Pocket | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 2.0
- Revenge: Eleven Dark Tales | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Free: The Future of a Radical Price | Books > Business & Money > Economics | Rating: 2.0
- The Night Circus | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- The Borgias and Their Enemies: 1431-1519 | Books > Biographies & Memoirs > Historical | Rating: 4.0
- The Complete Practitioner's Guide to the Bond Market (McGraw-Hill Finance & Investing) | Books > Business & Money > International | Rating: 4.0
### User's movies History:
- In Treatment: Season 2 | Movies & TV > HBO > All HBO Titles | Rating: 4.0
- District 9 (Two-Disc Edition) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.0
- X-Men: The Last Stand (Widescreen Edition) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 3.0
- Casino Royale (Two-Disc Widescreen Edition) [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.0
- Session 9 [DVD] | Movies & TV > Studio Specials > Focus Features | Rating: 4.0
- Sleeper Cell: Season 1 | Movies & TV > Boxed Sets > Drama | Rating: 5.0
- Reno 911!: Season 4 (Uncensored) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B000CSTKIS) Down and Derby | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B001JF68EC) [Item: B001JF68EC] | Unknown | Rating: 4.8
(ID: B000XJSHPI) [Item: B000XJSHPI] | Unknown | Rating: 4.7
(ID: B00003CXSD) Dracula 2000 [DVD] | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.5
(ID: B000YKT4A8) Dancefit Cardio - Latin and Retro Mix | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.7
(ID: B0753BZGTN) [Item: B0753BZGTN] | Unknown | Rating: 3.8
(ID: B00IA1VLWW) Run & Jump | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B00DURILTW) [Item: B00DURILTW] | Unknown | Rating: 3.5
(ID: 630316823X) Chiefs | Movies & TV > Movies | Rating: 4.2
(ID: B07QBDX55Y) [Item: B07QBDX55Y] | Unknown | Rating: 4.0
(ID: B07GZKBQDY) Mary Magdalene [Blu-Ray] [Region Free] (English audio. English subtitles) | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B000B5Y0KU) Smoke Out Festival Presents: DMX | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: 0790741792) Looney Tunes: Tweet & Lovely VHS | Movies & TV > Featured Categories | Rating: 3.7
(ID: B0B89MTJD6) Easter Sunday - Blu-ray + DVD + Digital | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B06X96YG4T) The Incredible Hulk | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B00IKTWWO0) Working Climber DVD Series Two: Cutting and Rigging in the Tree | Movies & TV > TV | Rating: 5.0
(ID: B01DO9UK1M) [Item: B01DO9UK1M] | Unknown | Rating: 4.7
(ID: B07Z75ZJFT) A Beautiful Day in the Neighborhood [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00008G76R) Power Yoga: Strength and Flexibility | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.4
(ID: B00I5H7VXO) [Item: B00I5H7VXO] | Unknown | Rating: 4.1
(ID: B005CNFDC0) [Item: B005CNFDC0] | Unknown | Rating: 4.6
(ID: B000A0GOTG) The Brady Bunch: Seasons 1-3 | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 4.5
(ID: B07N47KK44) [Item: B07N47KK44] | Unknown | Rating: 4.5
(ID: B001DW2BWY) Shirley Temple Storybook Collection: "The Terrible Clockman" and "The House of the Seven Gables" | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.1
(ID: B00Q7LIKYY) [Item: B00Q7LIKYY] | Unknown | Rating: 4.2
(ID: B00B7AURFA) The Annapolis Book of Seamanship Cruising Under Sail | Sports > Special Interest > Documentary | Rating: 3.0
(ID: B004RA7YO4) Consenting Adults [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B07ZWWD6DR) [Item: B07ZWWD6DR] | Unknown | Rating: 4.6
(ID: B00435WKD8) Sunrise Earth: America's Greatest Sunrises Blu-ray | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B0029R7MSU) Winnie the Pooh: Seasons of Giving | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.4
(ID: B089KWJSP5) [Item: B089KWJSP5] | Unknown | Rating: 3.8
(ID: B0764VQXX3) [Item: B0764VQXX3] | Unknown | Rating: 4.1
(ID: B000FVRACU) Kalman - Die Csardasfurstin | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.5
(ID: B00MR9VDDA) [Item: B00MR9VDDA] | Unknown | Rating: 4.5
(ID: B01F4CBK20) Love and Friendship | Comedy > Drama > Passionate | Rating: 3.1
(ID: B01AAZ440Q) [Item: B01AAZ440Q] | Unknown | Rating: 2.0
(ID: B00KAUDLTM) [Item: B00KAUDLTM] | Unknown | Rating: 4.6
(ID: B005DSGSBO) The Egyptian (1954) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B07LDM842R) [Item: B07LDM842R] | Unknown | Rating: 4.6
(ID: B00359HA4C) [Item: B00359HA4C] | Unknown | Rating: 4.3
(ID: B00D6BQ068) [Item: B00D6BQ068] | Unknown | Rating: 3.7
(ID: B00IHY7E8M) [Item: B00IHY7E8M] | Unknown | Rating: 4.6
(ID: B001B8MUE4) [Item: B001B8MUE4] | Unknown | Rating: 4.6
(ID: B071JSMKY5) [Item: B071JSMKY5] | Unknown | Rating: 4.8
(ID: B07NJ5SK7H) [Item: B07NJ5SK7H] | Unknown | Rating: 4.2
(ID: B0721RXVZX) [Item: B0721RXVZX] | Unknown | Rating: 1.7
(ID: B003CH9PV8) [Item: B003CH9PV8] | Unknown | Rating: 4.7
(ID: B07NRF54BK) [Item: B07NRF54BK] | Unknown | Rating: 3.3
(ID: B00BAQZFHG) Oliver! (1968) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B000I9VOM6) [Item: B000I9VOM6] | Unknown | Rating: 4.4
(ID: B00HQDC804) [Item: B00HQDC804] | Unknown | Rating: 4.0
(ID: B00AT74WFS) [Item: B00AT74WFS] | Unknown | Rating: 4.7
(ID: B07C22F438) The Barn Theatre: Tomorrow's Stars Today | Documentary > Drama > Arts, Entertainment, and Culture | Rating: 5.0
(ID: B00016MCA4) The Cisco Kid - Collection 1 | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B000NQRR48) Funniest Moments of Comedy | Movies & TV > Boxed Sets > Comedy | Rating: 3.7
(ID: B0000CBY1U) Gerry | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 3.5
(ID: B009TGVUPA) [Item: B009TGVUPA] | Unknown | Rating: 4.5
(ID: B018JVFD9E) Foodies | Special Interest > Documentary | Rating: 3.5
(ID: B000VIJ1AQ) [Item: B000VIJ1AQ] | Unknown | Rating: 4.5
(ID: B0034ZHXJE) London Dreams (Dvd) (Bollywood Movie / Indian Cinema / Hindi Film/Musical Drama) | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.0
(ID: B01K7IX6XM) Perry Como: Legends in Concert | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.2
(ID: B07T7MMM9D) Dicing with Death | Documentary > Special Interest | Rating: 4.2
(ID: B00003CWSQ) Liberty Heights [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B00EXR2ZP4) [Item: B00EXR2ZP4] | Unknown | Rating: 3.8
(ID: B008HSK2Y6) [Item: B008HSK2Y6] | Unknown | Rating: 4.7
(ID: B00GCHGQWQ) [Item: B00GCHGQWQ] | Unknown | Rating: 3.6
(ID: B00003L9CH) Birdy | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B003VC6EYU) America's Music Legacy: Gospel | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B00ISZPXJW) [Item: B00ISZPXJW] | Unknown | Rating: 4.7
(ID: B07D9PCFBC) The Office: The Complete Series - Boxed Set - American Version - DVD | Movies & TV > BBC > All BBC Titles | Rating: 4.8
(ID: B07QZK7F2Y) [Item: B07QZK7F2Y] | Unknown | Rating: 3.6
(ID: B008TCF7WW) Voyagers! | Science Fiction > Adventure > Action | Rating: 4.6
(ID: B0B6QDGJ2X) [Item: B0B6QDGJ2X] | Unknown | Rating: 4.0
(ID: 0760113858) Tommy's Treehouse [VHS] | Movies & TV > Movies | Rating: 5.0
(ID: B00Z9W62NI) [Item: B00Z9W62NI] | Unknown | Rating: 3.2
(ID: B08B1R9HG4) I Love Lucy: The Complete Season 1-9 / The I Love Lucy Christmas Special / I Love Lucy: The Movie | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.8
(ID: B079BMJQBN) Rudy Maxa's World: Japan [DVD] | Movies & TV > Movies | Rating: 4.3
(ID: B07175SNGM) [Item: B07175SNGM] | Unknown | Rating: 4.0
(ID: B00020X93I) Avoid Eye Contact Volume I | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.0
(ID: B00ASAONOG) The Diary of Sacco and Vanzetti | Movies & TV > Featured Categories > DVD | Rating: 1.0
(ID: B0000D9PH4) Barney - Happy Mad Silly Sad | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.8
(ID: B07CYJLKGN) [Item: B07CYJLKGN] | Unknown | Rating: 2.5
(ID: B0067VHRD4) Socrate | Movies & TV > Movies | Rating: 4.4
(ID: B07DR6YCVX) [Item: B07DR6YCVX] | Unknown | Rating: 3.7
(ID: B00005QW4N) The Darling Buds of May Collection [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B01LTHLQ00) The Beatles: Eight Days a Week - The Touring Years [DVD] [2016] | Movies & TV > Genre for Featured Categories > Musicals | Rating: 4.6
(ID: B00W4E84O4) [Item: B00W4E84O4] | Unknown | Rating: 4.1
(ID: B01BEDN03K) Eleventh Hour | Movies & TV > TV | Rating: 3.6
(ID: B071DDRZD1) [Item: B071DDRZD1] | Unknown | Rating: 3.0
(ID: B00H8Z4HPE) Despicable Me 2: Gift Set | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B000228SWS) Choreography By Balanchine / Tzigane, Andante from Divertimento No 15, The Four Temperaments, Selections from Jewels, Stravinsky Violin Concerto | Movies & TV > Musicals & Performing Arts > Ballet & Dance | Rating: 4.2
(ID: B002CPNJ4K) [Item: B002CPNJ4K] | Unknown | Rating: 3.4
(ID: B013OXWBCE) [Item: B013OXWBCE] | Unknown | Rating: 3.9
(ID: B01N6HB1Z9) Dead Or Alive Trilogy (Dead or Alive, Dead or Alive 2: Birds, Dead or Alive: Final) (2-Disc Special Edition) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B079KJHZYN) [Item: B079KJHZYN] | Unknown | Rating: 3.2
(ID: B00YYVBWOE) [Item: B00YYVBWOE] | Unknown | Rating: 3.7
(ID: 6300185095) Out of Africa VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B08QD2C6SN) [Item: B08QD2C6SN] | Unknown | Rating: 4.2
(ID: B07V6BWQ7Q) [Item: B07V6BWQ7Q] | Unknown | Rating: 5.0
(ID: B006JIVD5S) [Item: B006JIVD5S] | 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."
}
|
B00MR9VDDA
|
[Item: B00MR9VDDA]
| 5
|
AH2IQ37VQ52BDBHWLAZ2WRF6WVCQ
|
overlapping_books_movies
|
B
|
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:
- Odd Apocalypse: An Odd Thomas Novel | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Turning Angel: A Novel (Penn Cage Book 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Kiss (Witch & Wizard, 4) | Books > Teen & Young Adult > Literature & Fiction | Rating: 4.0
- DEAD OF WINTER (Louis Kincaid Book 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Corktown (Abby Kane FBI Thriller Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
### User's movies History:
- [Item: B01GPQPBYM] | Unknown | Rating: 4.0
- Star Wars: The Complete Saga (Episodes I-VI) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 5.0
- [Item: B016ZPGJPI] | Unknown | Rating: 2.0
- [Item: B00MR9UY8A] | Unknown | Rating: 1.0
- [Item: B00X8UKOUK] | Unknown | Rating: 2.0
- [Item: B01347T9O8] | Unknown | Rating: 1.0
- [Item: B00V4JKHGS] | Unknown | Rating: 3.0
- [Item: B00HY7VU60] | Unknown | Rating: 3.0
- [Item: B00RSI66B4] | Unknown | Rating: 3.0
- Gordon Family Tree | Comedy > Kids > Adventure | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B01LYTVB9R) [Item: B01LYTVB9R] | Unknown | Rating: 3.3
(ID: B0785K2HDL) [Item: B0785K2HDL] | Unknown | Rating: 4.5
(ID: B079HPCL9Z) [Item: B079HPCL9Z] | Unknown | Rating: 4.2
(ID: B07D31RY3Q) Gone (Season 1) [ NON-USA FORMAT, PAL, Reg.4 Import - Australia ] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B001IZL4A6) [Item: B001IZL4A6] | Unknown | Rating: 4.3
(ID: B002PJYMGM) [Item: B002PJYMGM] | Unknown | Rating: 4.9
(ID: B001H5X6Q2) Sesame Street: Elmo Loves You! [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: 0783228953) Every Mother's Worst Fear | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.1
(ID: B07RN6FYHQ) [Item: B07RN6FYHQ] | Unknown | Rating: 3.6
(ID: B01A1K7ZFQ) [Item: B01A1K7ZFQ] | Unknown | Rating: 4.3
(ID: B089DVDYZQ) Coraline | Suspense > Kids > Eerie | Rating: 4.8
(ID: B002NLXCWC) The Mask of Zorro | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 2.3
(ID: B07DHTLMGX) [Item: B07DHTLMGX] | Unknown | Rating: 4.6
(ID: B0031EF7GO) Essential Woodworking Techniques, Woodworkers Guild of America | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.5
(ID: B002R1YZA6) The Proposition | Drama > Western > Gritty | Rating: 4.4
(ID: B0006I0SDU) Cellular | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0012KPPP2) [Item: B0012KPPP2] | Unknown | Rating: 4.7
(ID: B00005KARF) Walt Disney Treasures - Silly Symphonies | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00005JHBA) The Caveman's Valentine VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B00KZESL6Q) Winter Warrior | Drama > Historical > Biting | Rating: 2.8
(ID: B073VCP1DJ) [Item: B073VCP1DJ] | Unknown | Rating: 4.0
(ID: B01K7Z4SIC) [Item: B01K7Z4SIC] | Unknown | Rating: 3.4
(ID: B00FVXSK4E) [Item: B00FVXSK4E] | Unknown | Rating: 4.4
(ID: B07RXFVXWL) [Item: B07RXFVXWL] | Unknown | Rating: 4.5
(ID: B000B3O2J6) To Forget Venice | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
(ID: B00BN2JWOY) Pals of the Saddle | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.7
(ID: B005K6UXQ0) [Item: B005K6UXQ0] | Unknown | Rating: 3.6
(ID: B0002PYSDS) So This Is Washington | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B016PCGV36) Namaste Yoga: Season 1-3 Box Set | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.4
(ID: B0093DCXUK) Silver Linings Playbook (Blu-ray + DVD) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00N77B6LK) Suits - Season 1-3 [Blu-ray] [2013] [Region Free] | Movies & TV > Blu-ray > TV | Rating: 4.3
(ID: B000BVN0ZU) Christmas Comes But Once a Year plus 5 Holiday Classics | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.1
(ID: B08CMX7CCL) [Item: B08CMX7CCL] | Unknown | Rating: 3.8
(ID: B00A8OIFXC) Head Games | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B000BOH98G) The X-Files: Season 2 | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.8
(ID: B005MRMKQI) Colin Quinn: Long Story Short | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B0012SCHZK) [Item: B0012SCHZK] | Unknown | Rating: 4.4
(ID: B07DQGQYW2) [Item: B07DQGQYW2] | Unknown | Rating: 4.4
(ID: B0041FZQQI) [Item: B0041FZQQI] | Unknown | Rating: 3.5
(ID: B000ARFPHG) The Cradle Will Fall [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B01E1DJNV8) Miss Fisher's Murder Mysteries Series 1-3 Collection | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B002FOQXXM) Heat Guy J - The Complete Series Box S.A.V.E. | Movies & TV > Boxed Sets > Anime | Rating: 4.6
(ID: B019YLLGF8) [Item: B019YLLGF8] | Unknown | Rating: 4.6
(ID: B001L826BG) EXCLUSIVE LIMITED EDITION GIFT SET-HELLBOY 11 THE GOLDEN ARMY AND REPLICA BELT BUCKLE | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B07B16RBV9) Mary Higgins Clark Collection | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B00006L90Q) Sailor Moon - Love Conquers All (Vol. 14) | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.1
(ID: B01JH4G7IS) Nerve | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B0143LIU9O) [Item: B0143LIU9O] | Unknown | Rating: 4.8
(ID: B01N91W64S) A Place to Call Home | Drama | Rating: 4.7
(ID: 0940067005) Music Box [VHS] | Movies & TV > Movies | Rating: 4.0
(ID: B09NN7G7GX) [Item: B09NN7G7GX] | Unknown | Rating: 1.9
(ID: B00IYRAVJ6) No Bright Lights | Documentary | Rating: 3.5
(ID: B007K7IBL6) Sharpe's Regiment & Siege | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B013VZ123O) [Item: B013VZ123O] | Unknown | Rating: 4.2
(ID: B0749V32TY) Madonna: Rebel Heart Tour | Movies & TV > Music Artists > Madonna | Rating: 4.6
(ID: 1440332835) Essential Techniques for Pastel Portraits | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B01DFQX1TW) [Item: B01DFQX1TW] | Unknown | Rating: 4.4
(ID: 0767817753) Stripes [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B011MF1RBW) [Item: B011MF1RBW] | Unknown | Rating: 3.6
(ID: B016Q1NJ5O) [Item: B016Q1NJ5O] | Unknown | Rating: 4.0
(ID: B00EPH8SFI) Monsters vs. Aliens: Cloning Around | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.4
(ID: B00S9123YI) Vampire Diaries: Season One and Season Two 2pack (Back to Back/Giftset/DVD) | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.5
(ID: B008BQL77K) [Item: B008BQL77K] | Unknown | Rating: 4.8
(ID: B01MRLTOZK) Animales Fantásticos y Dónde Encontrarlos BLU-RAY 3D + DVD + DIGITAL COPY (Audio & Subtitles: English, Spanish, and Portuguese + Only French Subtitles) IMPORT | Movies & TV > Featured Categories > Blu-ray | Rating: 4.9
(ID: B015SK8L98) [Item: B015SK8L98] | Unknown | Rating: 4.6
(ID: B0001KU93C) Django (2-Disc Limited Edition) | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.6
(ID: B071LFWN31) Billions: Season Two | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B008W01D1K) [Item: B008W01D1K] | Unknown | Rating: 4.5
(ID: B017YHZGIM) [Item: B017YHZGIM] | Unknown | Rating: 3.2
(ID: B06XP7BW6W) [Item: B06XP7BW6W] | Unknown | Rating: 3.9
(ID: B0747XQ5Y2) [Item: B0747XQ5Y2] | Unknown | Rating: 4.3
(ID: B001OKERPE) [Item: B001OKERPE] | Unknown | Rating: 4.7
(ID: B000TZJBLA) Tenjho Tenge: Complete Collection [DVD] | Movies & TV > Boxed Sets > Anime | Rating: 4.5
(ID: B08C5MSGZ7) [Item: B08C5MSGZ7] | Unknown | Rating: 4.2
(ID: B00271BQ8A) [Item: B00271BQ8A] | Unknown | Rating: 4.1
(ID: B071HL9576) Resident Evil: Vendetta | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B00BWJ7RQS) [Item: B00BWJ7RQS] | Unknown | Rating: 3.2
(ID: B017Y3V5A4) [Item: B017Y3V5A4] | Unknown | Rating: 3.0
(ID: B00KATU0TM) [Item: B00KATU0TM] | Unknown | Rating: 3.0
(ID: B008W031FQ) [Item: B008W031FQ] | Unknown | Rating: 3.7
(ID: B086R8PWZ1) [Item: B086R8PWZ1] | Unknown | Rating: 4.5
(ID: B076QL45JN) [Item: B076QL45JN] | Unknown | Rating: 3.4
(ID: B01GPLU5VQ) [Item: B01GPLU5VQ] | Unknown | Rating: 4.4
(ID: 6305037221) Buffet Froid | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.4
(ID: B01EN8F3RY) [Item: B01EN8F3RY] | Unknown | Rating: 4.5
(ID: B00KEQYASS) [Item: B00KEQYASS] | Unknown | Rating: 3.5
(ID: B07XJ9VYSK) [Item: B07XJ9VYSK] | Unknown | Rating: 4.5
(ID: B006228FNO) [Item: B006228FNO] | Unknown | Rating: 4.4
(ID: B007CBIJIK) Social Skills: Meeting & Greeting | Movies & TV > Movies | Rating: 3.3
(ID: B07L1CZMCY) [Item: B07L1CZMCY] | Unknown | Rating: 4.3
(ID: B00CH4N5RW) Sculpture Techniques - Miniature Head Sculpting | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.9
(ID: B000ZN71KO) Pandora's Clock [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.4
(ID: B00063QCXK) Iliad and the Trojan War DVD | Movies & TV > Independently Distributed > Special Interests | Rating: 2.5
(ID: B00CDU3HNW) [Item: B00CDU3HNW] | Unknown | Rating: 3.8
(ID: B09HPLV35M) [Item: B09HPLV35M] | Unknown | Rating: 4.0
(ID: B0012CJQYG) The Shield: Season 2 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: 6305835551) Mesmer (Unrated Director's Cut) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: 6303943276) Final Cut VHS | Movies & TV > Art House & International > By Country | Rating: 5.0
(ID: B0792NW3RV) [Item: B0792NW3RV] | Unknown | Rating: 3.7
(ID: B000LPS49I) Funny Money | Movies & TV > Today's Deals > Anchor Bay Deals | 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."
}
|
B0012SCHZK
|
[Item: B0012SCHZK]
| 2
|
AGE4N42FSBV6TW5YCXM6KNYN2F2A
|
overlapping_books_movies
|
B
|
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 Lord of the Rings Illustrated (Tolkien Illustrated Editions) | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Currahee! | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 5.0
- Firefly: Generations | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- THE COMPLETE CHRONICLES OF CONAN. (CENTENARY EDITION). Hardcover – 2006-EBID:142386505226 | Books > Science Fiction & Fantasy > Fantasy | Rating: 5.0
- Better Off Dead: A Jack Reacher Novel | Books > Literature & Fiction > Action & Adventure | Rating: 1.0
- Subpar Parks: America's Most Extraordinary National Parks and Their Least Impressed Visitors | Books > Arts & Photography > History & Criticism | Rating: 4.0
- The Big Book of Sherlock Holmes Stories | Books > Literature & Fiction > Short Stories & Anthologies | Rating: 3.0
- Ivory Vikings: The Mystery of the Most Famous Chessmen in the World and the Woman Who Made Them: The Mystery of the Most Famous Chessmen in the World and the Woman Who Made Them | Books > History > Europe | Rating: 1.0
- Beowulf: A New Verse Translation (Bilingual Edition) | Books > Literature & Fiction > Poetry | Rating: 2.0
### User's movies History:
- John Wayne 6-Movie Set in Color & B&W - Stagecoach Run, Cold Vengeance, Guns Along the Trail, Gold Strike River, An Innocent Man & Stolen Goods 6-DVD Bundle | Movies & TV > John Wayne Store > All Titles | Rating: 5.0
- The Northman - Collector's Edition Blu-ray + DVD + Digital | Movies & TV > Blu-ray > Movies | Rating: 5.0
- Under The Skin [DVD + Digital] | Movies & TV > Featured Categories > DVD | Rating: 1.0
- The War of the Worlds (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 5.0
- Silver Blaze (The Film Detective Restored Version) | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 2.0
- Ray Harryhausen Gift Set (Three Disc Set) (w/ Book) [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0000509C1) Manhunter | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B004KDYQY4) Ayn Rand - In Her Own Words | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.3
(ID: B0095D7RQS) [Item: B0095D7RQS] | Unknown | Rating: 4.2
(ID: B07DS1JGR7) Rififi (The Criterion Collection) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B07KZ5N9WD) [Item: B07KZ5N9WD] | Unknown | Rating: 3.4
(ID: 6304769903) The Signs & Rhymes of Burma Shave [VHS] | Movies & TV > Movies | Rating: 4.6
(ID: B07KJJJJQ3) Fullmetal Alchemist Brotherhood Box Set 2 Blu-ray | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00EALTWJK) Eve Of Destruction [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B07D97FY69) [Item: B07D97FY69] | Unknown | Rating: 3.8
(ID: B005BYBZCM) WWE: Greatest Rivalries - Shawn Michaels vs. Bret Hart | Movies & TV > Boxed Sets > Sports | Rating: 4.8
(ID: B01KIOTLZ2) [Item: B01KIOTLZ2] | Unknown | Rating: 3.3
(ID: B07YBML7W8) [Item: B07YBML7W8] | Unknown | Rating: 4.5
(ID: B000YPUFB0) Missionary Man | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.1
(ID: B00542USA6) Some Dogs Bite | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: 6301918800) Turning Wood [VHS] | Movies & TV > Movies | Rating: 4.6
(ID: 1936948184) Foundations in Personal Finance High School Edition for Homeschool DVD's | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: 6317580979) The Insufferable Groo [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.2
(ID: B000VBJDGK) Tom Waits: Under Review 1983 - 2006 | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.2
(ID: B000EQ5UY6) Mobile Suit Gundam Wing - Complete Collection 2 [DVD] | Movies & TV > Boxed Sets > Anime | Rating: 4.8
(ID: B001GQNWIY) [Item: B001GQNWIY] | Unknown | Rating: 4.4
(ID: B001ER4CNO) The Films of Budd Boetticher (Tall T / Decision at Sundown / Buchanan Rides Alone / Ride Lonesome / Comanche Station) [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B000BITUYI) Gunsmoke - 50th Anniversary Collection, Volumes 1 & 2 | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.8
(ID: B08FXBN7X1) [Item: B08FXBN7X1] | Unknown | Rating: 4.6
(ID: B000ENC6QY) The Closer: Season 1 | Movies & TV > Boxed Sets > Drama | Rating: 4.8
(ID: B001DXS47E) Top Guns: The Aces | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.3
(ID: B003Y58CKI) Gounod: Faust | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.1
(ID: B0009IW98E) DVD-Easy Steps to Acoustic Blues Guitar #1- Starting From Scratch | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00PGCQ952) [Item: B00PGCQ952] | Unknown | Rating: 4.1
(ID: B000244GCC) License to Kill | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: 0935278761) Sewing . . . Good to Great: It's in the Details | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.8
(ID: B0013Z65JG) [Item: B0013Z65JG] | Unknown | Rating: 3.8
(ID: B014R1W7C6) Barfly | Comedy > Drama > Romance | Rating: 4.5
(ID: B000AABL4O) In Search of History - Hell's Angels (History Channel) [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.3
(ID: B000H7JCGO) The Good, the Bad & the Beautiful Pack (Beverly Hills: 90210 - The Complete Season 1 / Melrose Place: The Complete Season 1) | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.7
(ID: B00000F0XU) Vietnam the Ten Thousand Day War 6 Mini-Series VHS | Movies & TV > Boxed Sets > Documentary | Rating: 4.7
(ID: B00HXH5WQU) Dr. Kildare Movie Collection | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B074HGY4RX) [Item: B074HGY4RX] | Unknown | Rating: 4.1
(ID: B003EB3PPE) [Item: B003EB3PPE] | Unknown | Rating: 3.6
(ID: B09HJ979CD) [Item: B09HJ979CD] | Unknown | Rating: 5.0
(ID: B006K008PQ) Some Came Running | Drama > Romance > Downbeat | Rating: 4.6
(ID: B004P0DTFO) [Item: B004P0DTFO] | Unknown | Rating: 3.8
(ID: B00ZKPHOAY) [Item: B00ZKPHOAY] | Unknown | Rating: 4.1
(ID: B0009YA42G) Krofft - Saturday Morning Collection: Saturday Morning With Sid & Marty Krofft | Movies & TV > TV | Rating: 4.7
(ID: B008806ZUS) In Deep | Sports | Rating: 4.5
(ID: B00B47M862) [Item: B00B47M862] | Unknown | Rating: 4.5
(ID: B0190SRBYU) MacGyver | Suspense > Drama > Action | Rating: 4.7
(ID: B0B7591J9S) [Item: B0B7591J9S] | Unknown | Rating: 4.7
(ID: B000N3T0HS) Harvey Walden Presents: Fighting Fit, Fighting Fat | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.8
(ID: B0075ALA8E) Revelation Fitness H.I.I.T. | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 5.0
(ID: B0009CTT6A) Fraggle Rock - Doin' Things That Doozers Do | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.4
(ID: B081943R7H) [Item: B081943R7H] | Unknown | Rating: 4.6
(ID: B004O88LPA) [Item: B004O88LPA] | Unknown | Rating: 4.6
(ID: B014JQL5RW) [Item: B014JQL5RW] | Unknown | Rating: 4.2
(ID: B00003TKE5) Relax It's Just Sex | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B000MUSWCQ) No One Can Hear You [DVD] | Movies & TV > Movies | Rating: 3.8
(ID: 0980724244) TAI CHI WAND RULER | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.4
(ID: B00A2LFYA8) [Item: B00A2LFYA8] | Unknown | Rating: 4.4
(ID: B07BDQGY7M) Death of a Salesman (1951) | Drama | Rating: 4.2
(ID: B092H5DSM7) [Item: B092H5DSM7] | Unknown | Rating: 1.0
(ID: B01AO2YWPW) [Item: B01AO2YWPW] | Unknown | Rating: 2.0
(ID: B001MQZXDK) [Item: B001MQZXDK] | Unknown | Rating: 4.7
(ID: B0017CW5S0) Gung Ho / Jimmy Hollywood | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.8
(ID: B00M0TKOQ4) [Item: B00M0TKOQ4] | Unknown | Rating: 4.9
(ID: B00GP3JA7U) Dexter's Laboratory: RETROPASS | Science Fiction > Comedy > Animation | Rating: 4.3
(ID: B0001A7V06) The Wandering Monk [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B002UG5YZ8) Ancients Behaving Badly: Caligula | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B01NAV1X0P) [Item: B01NAV1X0P] | Unknown | Rating: 4.5
(ID: B0848PFPR3) [Item: B0848PFPR3] | Unknown | Rating: 2.3
(ID: B08GSP5N17) [Item: B08GSP5N17] | Unknown | Rating: 4.5
(ID: B000WCT3WC) [Item: B000WCT3WC] | Unknown | Rating: 4.7
(ID: B000Y1BJ9G) Christmas in Colonial Williamsburg | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B08S9BMGLC) [Item: B08S9BMGLC] | Unknown | Rating: 4.0
(ID: 0792158369) Adventures of Young Indiana Jones, Chapter 12 - Attack of the Hawkmen VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 5.0
(ID: B0042MW24O) Dance Star | Arts, Entertainment, and Culture > Drama | Rating: 1.9
(ID: B0013BCWEW) Zodiac (Director's Cut) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B08MWNKDSM) [Item: B08MWNKDSM] | Unknown | Rating: 4.4
(ID: B003ZKL0E2) [Item: B003ZKL0E2] | Unknown | Rating: 3.3
(ID: B08BYZWPZP) [Item: B08BYZWPZP] | Unknown | Rating: 4.6
(ID: B000HA9LBM) [Item: B000HA9LBM] | Unknown | Rating: 3.7
(ID: B001KS0THU) [Item: B001KS0THU] | Unknown | Rating: 4.8
(ID: B00LO35EC6) Affluenza | Comedy > Drama | Rating: 3.3
(ID: B007Y37WIE) [Item: B007Y37WIE] | Unknown | Rating: 3.5
(ID: B006N0O3Q8) [Item: B006N0O3Q8] | Unknown | Rating: 4.8
(ID: B015OZ9WRW) [Item: B015OZ9WRW] | Unknown | Rating: 4.6
(ID: B00AZULCXO) PART TIME FABULOUS | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B07BZVQJHS) [Item: B07BZVQJHS] | Unknown | Rating: 4.3
(ID: B075X4H161) [Item: B075X4H161] | Unknown | Rating: 4.5
(ID: B0094LDZ9E) [Item: B0094LDZ9E] | Unknown | Rating: 4.7
(ID: B00006LPD8) America's Historic Trails | Movies & TV > Boxed Sets > Special Interests | Rating: 4.6
(ID: B001NZF1U0) Yoga Emergency- The 12 Minute Workout with Kristen Eykel- Pregnancy | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.0
(ID: B002UPWQWI) [Item: B002UPWQWI] | Unknown | Rating: 3.7
(ID: B001QWQJAG) The Showdown | Movies & TV > Featured Categories > DVD | Rating: 2.9
(ID: B000UTAJDE) Indochine | Movies & TV > Movies | Rating: 4.5
(ID: B017VA22L6) [Item: B017VA22L6] | Unknown | Rating: 2.4
(ID: B004677PJ2) Xena Warrior Princess Complete Series (Seasons 1-6) Holiday Bundle with Xena Bobblehead | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B07FCZBDR5) [Item: B07FCZBDR5] | Unknown | Rating: 4.4
(ID: B0029EETU2) [Item: B0029EETU2] | Unknown | Rating: 2.7
(ID: B071PF5JYX) [Item: B071PF5JYX] | Unknown | Rating: 4.6
(ID: B088PNFZ9X) [Item: B088PNFZ9X] | Unknown | Rating: 4.8
(ID: B0845HQQN8) Flack - Series 2 | Movies & TV > Featured Categories > DVD | 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."
}
|
B000ENC6QY
|
The Closer: Season 1
| 3
|
AFPQBSQU5DN6OF3YY57CXEUDOUYA
|
overlapping_books_movies
|
B
|
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 Rabbit Hutch: A novel | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- An Honest Living: A Novel | Books > Literature & Fiction > History & Criticism | Rating: 1.0
- Bomb Shelter: Love, Time, and Other Explosives | Books > Biographies & Memoirs > Arts & Literature | Rating: 1.0
- Fix It with Food: More Than 125 Recipes to Address Autoimmune Issues and Inflammation: A Cookbook | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 1.0
- The 4 Disciplines of Execution: Achieving Your Wildly Important Goals | Books > Business & Money > Management & Leadership | Rating: 5.0
- The Cake and the Rain: A Memoir | Books > Arts & Photography > Music | Rating: 1.0
- The Revenant: A Novel of Revenge | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Finally Free: An Autobiography | Books > Sports & Outdoors > Biographies | Rating: 1.0
- A Natural Woman: A Memoir | Books > Arts & Photography > Music | Rating: 1.0
### User's movies History:
- [Item: B071ZB2VX7] | Unknown | Rating: 5.0
- [Item: B01AIW6QKW] | Unknown | Rating: 1.0
- [Item: B000IZW4UQ] | Unknown | Rating: 5.0
- Deliver Us From Evil | Horror > Fantasy > Dark | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B000056MMX) The Irish Empire [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B003XC8036) The Littlest Outlaw | Drama > Kids | Rating: 4.0
(ID: B00947EE5C) [Item: B00947EE5C] | Unknown | Rating: 4.7
(ID: B002KOSE9S) [Item: B002KOSE9S] | Unknown | Rating: 3.9
(ID: 0783116780) Kings of the Ring | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B07M7XP6RK) [Item: B07M7XP6RK] | Unknown | Rating: 4.5
(ID: B07QJGYD26) A Matter Of Life & Death Blu-Ray [2019] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00028G6TY) WWE Bad Blood 2004 VHS | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.5
(ID: B00M58FRQM) Mobilize | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: B012G7IWZO) Zoolander | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B005MX79W2) [Item: B005MX79W2] | Unknown | Rating: 3.8
(ID: B06W9HZDLS) Kidnapped - Miniseries | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B07K2Y4XWD) [Item: B07K2Y4XWD] | Unknown | Rating: 4.7
(ID: 9089701605) Underwater DVD- The Living Ocean - Relaxing Scenes of the Underwater World | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B08PQ39VPQ) [Item: B08PQ39VPQ] | Unknown | Rating: 4.4
(ID: B003L7DK6A) Days That Shook the World: The Complete Series [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B00HY7YHE2) [Item: B00HY7YHE2] | Unknown | Rating: 3.9
(ID: B000A0GYDW) American Bellydancer | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.5
(ID: B0002WZSB2) Zapata: Amor en Rebeldia [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B076FDG5SL) Top Gear 24 (DVD) | Movies & TV > BBC > All BBC Titles | Rating: 3.9
(ID: B0050132N6) [Item: B0050132N6] | Unknown | Rating: 4.0
(ID: B00OVH7E0W) The Promise: Birth of the Messiah - The Animated Musical That Changed the World | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B0B8TN2ZC8) [Item: B0B8TN2ZC8] | Unknown | Rating: 3.0
(ID: B000034DDH) Beshkempir: The Adopted Son | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B002S8BAJ2) [Item: B002S8BAJ2] | Unknown | Rating: 3.8
(ID: B00HA8GDIS) [Item: B00HA8GDIS] | Unknown | Rating: 3.9
(ID: B014L2XWJI) Dr. Terror's House of Horrors | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B012Y4KV2G) [Item: B012Y4KV2G] | Unknown | Rating: 3.2
(ID: B00EPDLIJ0) Drums Along the Mohawk | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B07L1CZMCY) [Item: B07L1CZMCY] | Unknown | Rating: 4.3
(ID: B019EMJNSE) The Dead Files Season 3 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00AEFYAC0) Hustle & Flow | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B06XZTWW6P) [Item: B06XZTWW6P] | Unknown | Rating: 4.4
(ID: B0145UQS3I) Stung | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.3
(ID: B003TNVZXQ) BeastMaster: The Complete Second Season | Movies & TV > Movies | Rating: 4.3
(ID: B0018S5MQ0) Hardcastle and McCormick: The Complete Series | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B0000C2IV7) Salvador: Worship Live [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B01I1XZS90) Ghostbusters [Blu-ray] [2016] [Region Free] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00IHV0QU8) [Item: B00IHV0QU8] | Unknown | Rating: 4.6
(ID: B075JTXGN8) Conversations in L.A. | Comedy > Drama | Rating: 4.1
(ID: B07QDVGXZG) [Item: B07QDVGXZG] | Unknown | Rating: 5.0
(ID: B00PGWJ8MI) [Item: B00PGWJ8MI] | Unknown | Rating: 3.8
(ID: B00005JLQW) Talk to Her | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B00DWYM45A) [Item: B00DWYM45A] | Unknown | Rating: 2.7
(ID: B003OA1D0Y) Mugabe and the White African [Region 2] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B07NBNCXQ1) [Item: B07NBNCXQ1] | Unknown | Rating: 2.9
(ID: B005VGMYZM) And the Waltz Goes on | Movies & TV > Movies | Rating: 4.6
(ID: B00M3AJAQU) Assassin In Love | Suspense > Comedy > Feel-good | Rating: 4.5
(ID: B00DA77DIW) [Item: B00DA77DIW] | Unknown | Rating: 4.1
(ID: B000TGKXKM) Classical Destinations | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.3
(ID: B07W15L7X4) [Item: B07W15L7X4] | Unknown | Rating: 3.7
(ID: B000O785VA) Deep in My Heart [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B0032OFWQS) Colossus: The Forbin Project [Region 2] | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.7
(ID: B0000897DV) The Howards of Virginia [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B009Y8QC7E) [Item: B009Y8QC7E] | Unknown | Rating: 2.9
(ID: B000CNER0Y) The Hidden World of Africa | Movies & TV > Independently Distributed > Documentary | Rating: 4.5
(ID: B01N30PS0W) [Item: B01N30PS0W] | Unknown | Rating: 3.7
(ID: B093Z8PKT6) [Item: B093Z8PKT6] | Unknown | Rating: 3.7
(ID: B001957A4E) Blue Planet: Seas of Life (Five-Disc Special Edition) | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00GFUB21U) [Item: B00GFUB21U] | Unknown | Rating: 4.6
(ID: B00D37ZLV0) BIGBANG ALIVE TOUR 2012 IN JAPAN SPECIAL FINAL IN DOME -TOKYO DOME (3DVD) | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B007P6NPBI) [Item: B007P6NPBI] | Unknown | Rating: 3.9
(ID: B008MPQ112) Rosemary's Baby (Criterion Collection) | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.7
(ID: B01AJ7ELT4) American Experience: The Perfect Crime | Movies & TV > Independently Distributed > Documentary | Rating: 4.2
(ID: B000V6LSP4) Russian Bride | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00EZ22926) Kokoro Connect Ova: Complete Collection [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B096TRJ335) "Murdoch Mysteries, Seeries 14" | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B000065KIC) Little Bear:Dreams & Make Believe | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B016W3SRCG) Big Baby | Comedy > Science Fiction > Cerebral | Rating: 2.7
(ID: B002A9X9DE) [Item: B002A9X9DE] | Unknown | Rating: 4.8
(ID: B015EZUYA6) [Item: B015EZUYA6] | Unknown | Rating: 3.3
(ID: B00FX3E5QO) [Item: B00FX3E5QO] | Unknown | Rating: 3.7
(ID: B01N4MFWKA) [Item: B01N4MFWKA] | Unknown | Rating: 4.2
(ID: B004LQI21S) [Item: B004LQI21S] | Unknown | Rating: 4.6
(ID: B0006FO9H4) Chuck Jones: Mowgli's Brothers [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B08X8XQ4MP) [Item: B08X8XQ4MP] | Unknown | Rating: 4.5
(ID: B0077EIXGA) Time Between Dog and Wolf (Korean Drama) with English Subtitle | Movies & TV > Movies | Rating: 4.6
(ID: B000IOBLLU) [Item: B000IOBLLU] | Unknown | Rating: 4.4
(ID: B00A9ZHMQ6) [Item: B00A9ZHMQ6] | Unknown | Rating: 4.8
(ID: B004EKIGDA) Simply Sound Training Sound System Basics | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.7
(ID: B08NH89PJ8) [Item: B08NH89PJ8] | Unknown | Rating: 4.4
(ID: B00007K02I) The Star Maker | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.2
(ID: B001VFM5XS) Clannad: Collection 2 [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 3.7
(ID: 6302498252) Cruel Story of Youth VHS | Movies & TV > Art House & International > By Country | Rating: 5.0
(ID: B01LW84O1V) Star Dynamics - Belly Dance Turns and Traveling Steps with Vanessa of Cairo | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.0
(ID: B00TSPA6RA) [Item: B00TSPA6RA] | Unknown | Rating: 4.0
(ID: B00A42YG2C) Eega Telugu Blu Ray (2012/Tollywood/Cinema/Film) Starring Sudeep, Nani, Samantha | Movies & TV > Movies | Rating: 4.5
(ID: B07KLPTNV6) Dagashi Kashi: Season One [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B00A5IXXC4) [Item: B00A5IXXC4] | Unknown | Rating: 4.8
(ID: B07B5Y6TVJ) Deadpool | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B008UTV6JM) 50 Acoustic Blues Guitar Licks You Must Know | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.0
(ID: B07FFNQXYN) [Item: B07FFNQXYN] | Unknown | Rating: 3.1
(ID: B0088XQFB4) Having Our Say: The Delany Sisters' First One Hundred Years | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B00CL50KQG) The Weight of Water | Suspense > Horror > Compelling | Rating: 4.3
(ID: B008V8FVTI) [Item: B008V8FVTI] | Unknown | Rating: 4.7
(ID: B0153T09EO) The Passionate Painter in Havana Part 2 DVD Alvaro Castagnet | Movies & TV > Movies | Rating: 4.6
(ID: B001PB0CDI) Body Bar's Explode DVD | Movies & TV > TV | Rating: 3.4
(ID: B00J6TS3NC) [Item: B00J6TS3NC] | Unknown | Rating: 3.9
(ID: B0B6GNV158) [Item: B0B6GNV158] | Unknown | Rating: 3.9
(ID: B00DRA5AJ6) Don Cherry's Rock'em Sock'em 25th Anniversary Gift Set | Movies & TV > Genre for Featured Categories > Sports | 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."
}
|
B07M7XP6RK
|
[Item: B07M7XP6RK]
| 2
|
AFI3YR7FZ4QNW67OFNVJ6QWXI75A
|
overlapping_books_movies
|
B
|
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 Trespasser: A Novel (Dublin Murder Squad Book 6) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 5.0
- Unnatural Exposure: Scarpetta (Book 8) (Kay Scarpetta) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Cruel and Unusual: Scarpetta 4 (Kay Scarpetta) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Mystic River | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Broken Harbor (Dublin Murder Squad, Book 4) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 5.0
- The Secret Place: A Novel (Dublin Murder Squad) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 3.0
- Angela's Ashes | Books > Biographies & Memoirs > Community & Culture | Rating: 3.0
- A Thousand Splendid Suns | Books > Politics & Social Sciences > Politics & Government | 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
- An Echo in the Bone: A Novel (Outlander) | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
### User's movies History:
- [Item: B0018R8IIU] | Unknown | Rating: 5.0
- [Item: B0029LCJJS] | Unknown | Rating: 5.0
- [Item: B003ITF6LS] | Unknown | Rating: 5.0
- [Item: B007Z9QP3K] | Unknown | Rating: 5.0
- [Item: B004RL9T50] | Unknown | Rating: 5.0
- [Item: B006289PYQ] | Unknown | Rating: 5.0
- [Item: B002U1F32M] | Unknown | Rating: 4.0
- [Item: B007FH9GA6] | Unknown | Rating: 5.0
- [Item: B000VK7KVQ] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000055WGC) Beautiful | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B0002TSYB6) Veggie Tales: Josh and the Big Wall! [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B0096HFZYY) [Item: B0096HFZYY] | Unknown | Rating: 4.3
(ID: B00742GOP2) [Item: B00742GOP2] | Unknown | Rating: 3.4
(ID: B008Y6TSXM) [Item: B008Y6TSXM] | Unknown | Rating: 4.5
(ID: B081ZJMKV2) [Item: B081ZJMKV2] | Unknown | Rating: 4.2
(ID: B002XUBDO2) Alice in Wonderland | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.0
(ID: B00I0JL7B4) [Item: B00I0JL7B4] | Unknown | Rating: 4.1
(ID: B01M6VABTY) [Item: B01M6VABTY] | Unknown | Rating: 4.7
(ID: B00S2SYO18) Nova: Building Wonders | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00004WZR2) The Unforgiven VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B091Q745DD) [Item: B091Q745DD] | Unknown | Rating: 2.9
(ID: B000B6TQS0) Intimate Sessions: Secret Lives & The Voyeur | Movies & TV > Genre for Featured Categories > Romance | Rating: 3.6
(ID: B00GIUVGDQ) Dolmen | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 3.7
(ID: B09HP8YQGC) [Item: B09HP8YQGC] | Unknown | Rating: 4.0
(ID: B018UXFXQE) Sister, Sister: The Complete Collection | Movies & TV > Boxed Sets > Comedy | Rating: 4.7
(ID: B076QVMFCK) A.K.A. Albert Walker | Suspense > Drama | Rating: 3.8
(ID: B015SKA2HW) 8 Films To Die For: Bastard | Horror > Frightening | Rating: 3.7
(ID: B004EMS0WA) Manhunter [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00AO9CC6W) Emma | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B000NVKZVU) Jumpin' and Jivin', Vol. 1 [DVD] | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.3
(ID: B0007LPLME) Napoleon Dynamite [DVD] | Movies & TV > Paramount Home Entertainment | Rating: 4.7
(ID: B06XJZ9899) [Item: B06XJZ9899] | Unknown | Rating: 4.7
(ID: 6304294948) Star Trek: Next Generation, Episode 107 - Unification II VHS | Movies & TV > Science Fiction & Fantasy | Rating: 5.0
(ID: B00AMWC8CY) The Shield | Suspense > Drama | Rating: 4.6
(ID: B000I8G580) [Item: B000I8G580] | Unknown | Rating: 4.2
(ID: B003U4ZQSO) [Item: B003U4ZQSO] | Unknown | Rating: 4.6
(ID: B0010AN83K) Pride and Prejudice by DVDBookshelf | Movies & TV > Featured Categories > DVD | Rating: 2.9
(ID: B00GQ8LUEA) [Item: B00GQ8LUEA] | Unknown | Rating: 4.8
(ID: 6302753198) Zorba the Greek [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B000EQ5V9A) Who Gets to Call It Art? | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.5
(ID: B00LMKLJY8) [Item: B00LMKLJY8] | Unknown | Rating: 4.7
(ID: B002ZG8PXQ) BERLIN EXPRESS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B00B9N15AG) [Item: B00B9N15AG] | Unknown | Rating: 3.8
(ID: B00AOVYL1E) [Item: B00AOVYL1E] | Unknown | Rating: 4.3
(ID: 6305744815) Addams Family Values | Movies & TV > Paramount Home Entertainment | Rating: 4.8
(ID: B000IOM1EG) Western Double Feature: (The Lonesome Trail / The Silver Star) | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B07H7WWK6C) [Item: B07H7WWK6C] | Unknown | Rating: 4.2
(ID: B00KEPL0X2) DVD Jodhaa Akbar Indian Movie Sub Eng / Hrithik Roshan, Aishwarya Rai Bachchan, Sonu Sood | Movies & TV > Movies | Rating: 4.5
(ID: 0792842073) Dead Man Walking VHS | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.6
(ID: B005648TP8) Ordeal By Fire | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: B07FSZY96X) [Item: B07FSZY96X] | Unknown | Rating: 4.2
(ID: B0000640TE) June Moon (Broadway Theatre Archive) | Movies & TV > Broadway > Broadway Theatre Archive | Rating: 4.1
(ID: B074S83V5F) Warehouse 13: The Complete Series (Seasons 1-5) | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.7
(ID: B011KKGPDE) [Item: B011KKGPDE] | Unknown | Rating: 4.6
(ID: B00MII8UJU) Holler Creek Canyon | Horror | Rating: 3.1
(ID: 6305364419) Firestorm [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.4
(ID: B00FVXQTII) [Item: B00FVXQTII] | Unknown | Rating: 4.4
(ID: B0038N9X3G) Leap Year [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: 6305075409) Dirty Rotten Scoundrels | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B06XWMWZ5T) [Item: B06XWMWZ5T] | Unknown | Rating: 4.5
(ID: B005DD7FG6) Autoerotic | Comedy | Rating: 3.6
(ID: B0051C4DGY) DreamHealer: Heal Yourself | Movies & TV > TV | Rating: 3.2
(ID: B007PARV96) Mongrels | Comedy | Rating: 4.9
(ID: B0049WFO3I) [Item: B0049WFO3I] | Unknown | Rating: 4.6
(ID: B003GOOZYE) Ontological-Hysteric Theater, Vol. 2: Astronome - A Night at the Opera | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B002QVFOMU) The Jazz Singer: 30th Anniversary Edition [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B0038P1D5K) The Barbara Stanwyck Show, Vol. 2 | Movies & TV > TV | Rating: 4.6
(ID: B0172XU85Y) [Item: B0172XU85Y] | Unknown | Rating: 4.7
(ID: B09W9XPLYB) The LEGO Batman Movie - DC Comics [Blu-ray 3D] [Spanish Artwork] English & Spanish Audio & Subtitles | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00TAAID5A) [Item: B00TAAID5A] | Unknown | Rating: 4.8
(ID: B009NX6JCI) [Item: B009NX6JCI] | Unknown | Rating: 4.4
(ID: B000EHM390) Cluny Brown [Region 2] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B073XR567T) [Item: B073XR567T] | Unknown | Rating: 4.2
(ID: B00VVXH7TC) [Item: B00VVXH7TC] | Unknown | Rating: 4.7
(ID: B000RVLSBW) [Item: B000RVLSBW] | Unknown | Rating: 4.8
(ID: B08Z8C6V1S) [Item: B08Z8C6V1S] | Unknown | Rating: 4.8
(ID: B000BS6YU6) Cantos Y Rimas - Nursery Songs & Rhymes | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B08KWQ3THP) [Item: B08KWQ3THP] | Unknown | Rating: 4.7
(ID: B009UMNDOO) [Item: B009UMNDOO] | Unknown | Rating: 4.2
(ID: B00Y00LS7A) [Item: B00Y00LS7A] | Unknown | Rating: 4.5
(ID: B08LXZ1D4C) [Item: B08LXZ1D4C] | Unknown | Rating: 3.9
(ID: B000FKP096) TUCKER | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.5
(ID: B002DYKBZA) Doctor Who: The Next Doctor | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.7
(ID: B004648W0G) Shalom Sesame, 2010, No. 7: It's Passover, Grover! | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B002Q4GIG8) Cairo Time | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B009NPL88Q) [Item: B009NPL88Q] | Unknown | Rating: 3.6
(ID: B003V1YHE0) One Tree Hill - Season 7 [DVD] [2010] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B0006U6Q6Q) Georges Bizet: Carmen | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.3
(ID: B07GL3R4DQ) Once Upon A Time Season 7 [DVD] [2018] | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.7
(ID: B000EQ5UI2) The Matador (Full Screen Edition) | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B077591NGY) [Item: B077591NGY] | Unknown | Rating: 5.0
(ID: 6304004664) Memories of Midnight | Movies & TV > Movies | Rating: 3.4
(ID: B07D3GC3ZT) [Item: B07D3GC3ZT] | Unknown | Rating: 4.6
(ID: B076DHVL8F) The Faith Community | Horror | Rating: 2.8
(ID: B01D908GRG) [Item: B01D908GRG] | Unknown | Rating: 4.6
(ID: B07ML4QXGM) Skinner [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B0007IO74K) Sherlock Holmes and the Woman in Green (Colorized / Black and White) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.2
(ID: B00004TJJH) The Great Animation Studios - Fleischer Studios [DVD] | Movies & TV > Featured Categories > DVD | Rating: 2.9
(ID: B00ZSODHQ2) Mazinger-Z, El Robot De Las Estrellas | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.9
(ID: B00S3JDJ9O) [Item: B00S3JDJ9O] | Unknown | Rating: 4.8
(ID: B0B7Q15YW1) A Shaun The Sheep Movie: Farmageddon [(2022) Blu-ray + DVD] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B010ND1T4E) [Item: B010ND1T4E] | Unknown | Rating: 4.3
(ID: B071RDL9ZS) Ten Little Indians | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B002JZ13HS) Eric Woolfson's - Poe: The World Premiere Performance | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B091TCBM9X) [Item: B091TCBM9X] | Unknown | Rating: 3.0
(ID: B01F412PN4) [Item: B01F412PN4] | Unknown | Rating: 4.9
(ID: B07GNTLQTY) The Pianist [Blu-ray] [DVD] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B009CWVL78) [Item: B009CWVL78] | Unknown | Rating: 3.0
(ID: B01GW72WTQ) [Item: B01GW72WTQ] | Unknown | Rating: 2.8
]
## 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."
}
|
B00VVXH7TC
|
[Item: B00VVXH7TC]
| 5
|
AGT4H4CR3YFTTESRCBL7G5LN5DWA
|
overlapping_books_movies
|
B
|
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 Dawn of Everything: A New History of Humanity | Books > History > Americas | Rating: 4.0
- English Grammar & Punctuation (Quick Study Academic) | Books > Reference > Writing, Research & Publishing Guides | Rating: 3.0
- The Palace Thief: Stories | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Me and My Sewing Machine | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 2.0
- Light of Eidon (Legends of the Guardian-King, Book 1) | Books > Christian Books & Bibles > Literature & Fiction | Rating: 3.0
- Foundation's Fears (Second Foundation Trilogy, 1) | Books > Romance > Historical | Rating: 3.0
### User's movies History:
- [Item: B09JB21878] | Unknown | Rating: 4.0
- [Item: B09F59CZ7R] | Unknown | Rating: 5.0
- [Item: B08CK2G93V] | Unknown | Rating: 5.0
- [Item: B097YYZ87F] | Unknown | Rating: 5.0
- [Item: B08W8CPG4L] | Unknown | Rating: 4.0
- [Item: B08CGN5DL9] | Unknown | Rating: 5.0
- [Item: B08NSDSHCJ] | Unknown | Rating: 4.0
- [Item: B08BTQKJ6N] | Unknown | Rating: 4.0
- [Item: B07R5CZV1H] | Unknown | Rating: 3.0
- [Item: B07QNJCXZK] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00KHY1JRM) [Item: B00KHY1JRM] | Unknown | Rating: 4.5
(ID: B077Q9JP62) [Item: B077Q9JP62] | Unknown | Rating: 3.7
(ID: B002AHHOEQ) Flags of Our Fathers / Letters From Iwo Jima [Blu-ray][Region-Free] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B075DYZMZQ) The Origins of Wit & Humor | Comedy > Cheerful > Gentle | Rating: 2.9
(ID: B00157OI9Q) Fantastic Four - World's Greatest Heroes: Season 1 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.3
(ID: B08FF6R8WK) [Item: B08FF6R8WK] | Unknown | Rating: 4.6
(ID: B07GN8J17H) [Item: B07GN8J17H] | Unknown | Rating: 4.9
(ID: B00006JDTL) Blushing Bloopers | Movies & TV > Genre for Featured Categories > Documentary | Rating: 2.4
(ID: 1440332835) Essential Techniques for Pastel Portraits | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B000K7VHMS) The Alice Faye Collection (That Night in Rio / Lillian Russell / On the Avenue / The Gang's All Here) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B00B99RJW8) [Item: B00B99RJW8] | Unknown | Rating: 2.7
(ID: B075G2V7TM) [Item: B075G2V7TM] | Unknown | Rating: 4.1
(ID: B001D265RQ) Ghost in the Shell: Stand Alone Complex Complete Collection | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.8
(ID: B003DQDTYC) [Item: B003DQDTYC] | Unknown | Rating: 4.1
(ID: B00Z89NKNM) [Item: B00Z89NKNM] | Unknown | Rating: 4.4
(ID: B01H4NJKLK) [Item: B01H4NJKLK] | Unknown | Rating: 3.7
(ID: B0010XVQWM) Of Souls Symbols and Sacraments: The Power of Personal Purity | Movies & TV > Independently Distributed > Documentary | Rating: 3.8
(ID: B000068MAQ) Strawberry Eggs (I My Me) - Make-up Exam (Vol. 1) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B08YDQFPYV) When Calls the Heart Double Feature: What the Heart Wants & Before My Very Eyes [DVD] | Movies & TV > Movies | Rating: 4.8
(ID: B08MWVV2SN) [Item: B08MWVV2SN] | Unknown | Rating: 4.6
(ID: B0053TWUV0) REO Speedwagon: Live in the Heartland [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00797M7MG) [Item: B00797M7MG] | Unknown | Rating: 4.6
(ID: B0002IQKS6) Secret Sins [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.9
(ID: B000VKLY7C) For the Love of a Dog | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.1
(ID: B07FY65HNN) [Item: B07FY65HNN] | Unknown | Rating: 3.7
(ID: B004G49ESK) [Item: B004G49ESK] | Unknown | Rating: 4.4
(ID: B004I1K2GY) Dead Man's Gun: The Complete Second Season | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.7
(ID: B01N640TKD) [Item: B01N640TKD] | Unknown | Rating: 3.9
(ID: 080017948X) Groundhog Day | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B003ITOLVO) Maggie and the Ferocious Beast | Comedy > Animation > Fantasy | Rating: 4.6
(ID: B00005Y6ZZ) Feast | Movies & TV > Science Fiction & Fantasy | Rating: 4.0
(ID: B004DMIIW8) Ga-Rei-Zero: The Complete Series | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.5
(ID: B00KFOMGZS) [Item: B00KFOMGZS] | Unknown | Rating: 4.7
(ID: B07BR4GHQB) [Item: B07BR4GHQB] | Unknown | Rating: 4.5
(ID: B008GFI3EG) Peace Love & Misunderstanding | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B09NWKFQWH) Princess Knight Angelica | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B01JHIE9YS) [Item: B01JHIE9YS] | Unknown | Rating: 3.7
(ID: B00O5D7XKS) [Item: B00O5D7XKS] | Unknown | Rating: 4.0
(ID: B014CRQQH2) Modern Family | Comedy | Rating: 4.9
(ID: B08TQCXZNT) Gladiator | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: 6304308612) The Happy Ending | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 3.4
(ID: 6304179472) It's a Mystery, Charlie Brown VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B07FV8SVQT) Blondie: the Complete 1957 Television Series | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00F8M7BOS) [Item: B00F8M7BOS] | Unknown | Rating: 4.1
(ID: B00B6IM9VI) [Item: B00B6IM9VI] | Unknown | Rating: 4.0
(ID: B0B6HFNXN9) [Item: B0B6HFNXN9] | Unknown | Rating: 4.5
(ID: B00007GZRF) Assassination | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0758299DQ) [Item: B0758299DQ] | Unknown | Rating: 4.8
(ID: B00QGL08Y0) [Item: B00QGL08Y0] | Unknown | Rating: 4.5
(ID: 6303444350) Baywatch: Forbidden Paradise | Movies & TV > Featured Categories > Prime Video | Rating: 4.6
(ID: B00N0MQ6OO) [Item: B00N0MQ6OO] | Unknown | Rating: 4.6
(ID: B07DNDFWCJ) [Item: B07DNDFWCJ] | Unknown | Rating: 4.8
(ID: B071KWX3XW) [Item: B071KWX3XW] | Unknown | Rating: 3.4
(ID: B001I8F0W6) American Guerrilla in the Philippines | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B0B6871PQG) [Item: B0B6871PQG] | Unknown | Rating: 4.7
(ID: B010AHZTXK) [Item: B010AHZTXK] | Unknown | Rating: 3.5
(ID: B004Q5FZY6) Mulligan, Gerry - Jazz America | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.2
(ID: 0783115296) The Princess and the Pirate | Movies & TV > HBO > All HBO Titles | Rating: 4.7
(ID: B00DDROWT2) Young Frankenstein [Blu-ray] [Region2] Requires a Multi Region Player | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00N652FVS) [Item: B00N652FVS] | Unknown | Rating: 4.7
(ID: B00NRP1JGE) The Good Wife | Drama | Rating: 4.7
(ID: B07D9WNP8G) [Item: B07D9WNP8G] | Unknown | Rating: 3.6
(ID: B003N2CVOK) Black Orpheus (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B08SPZW39Y) [Item: B08SPZW39Y] | Unknown | Rating: 5.0
(ID: B0741QR6ZT) [Item: B0741QR6ZT] | Unknown | Rating: 4.9
(ID: B09M6ZMPXM) Attack on Titan: Final Season - Part 1 - Limited Edition Blu-ray + DVD + Digital | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B01M3WCCGF) Apple of My Eye | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B008Q5M8T2) [Item: B008Q5M8T2] | Unknown | Rating: 3.0
(ID: B00G2TGWQO) [Item: B00G2TGWQO] | Unknown | Rating: 4.3
(ID: B00RKHIOE0) [Item: B00RKHIOE0] | Unknown | Rating: 3.2
(ID: B0084JE5XW) [Item: B0084JE5XW] | Unknown | Rating: 4.6
(ID: B00004YA6T) The Transformers - The Movie | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.8
(ID: B004E8EPK0) Miracle in a Box a Piano reborn | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: B01M5AGPWF) The Blob | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.7
(ID: B01JPVP83I) [Item: B01JPVP83I] | Unknown | Rating: 3.1
(ID: B086G2LJZK) The Expedition - Directors Cut | Movies & TV > Blu-ray > Movies | Rating: 3.5
(ID: B0788SDQ9P) [Item: B0788SDQ9P] | Unknown | Rating: 3.7
(ID: B007OZELWM) The Manitou | Movies & TV > Movies | Rating: 4.3
(ID: B0009NZ2NS) In Old Chicago | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B00V2KTHTM) [Item: B00V2KTHTM] | Unknown | Rating: 4.4
(ID: B0796YNFVT) #ThatsHarassment | Unknown | Rating: 2.0
(ID: B001NTBWGS) [Item: B001NTBWGS] | Unknown | Rating: 4.3
(ID: B0001ZJ1HW) M*A*S*H: Season Six | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.9
(ID: B01MFBWRD9) [Item: B01MFBWRD9] | Unknown | Rating: 4.6
(ID: B007WB5DFC) Celibidache, Sergiu - Celibidache, Sergiu: Bruckner Symphony No. 5 | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.6
(ID: B08QL6X1J9) [Item: B08QL6X1J9] | Unknown | Rating: 4.1
(ID: B00MP5EBFI) Doctor Who: Series Three Part One and Part Two (2pack/Giftset/DVD) | Movies & TV > BBC > All BBC Titles | Rating: 4.8
(ID: B0761WNFY3) [Item: B0761WNFY3] | Unknown | Rating: 4.0
(ID: B07Q4812JQ) [Item: B07Q4812JQ] | Unknown | Rating: 4.6
(ID: B0078YWNUG) [Item: B0078YWNUG] | Unknown | Rating: 4.5
(ID: B00AXZ8YIM) [Item: B00AXZ8YIM] | Unknown | Rating: 3.1
(ID: B0006MU106) Linnea Quigley's Horror Workout | Movies & TV > Featured Categories | Rating: 4.5
(ID: B07DM8PL58) [Item: B07DM8PL58] | Unknown | Rating: 4.7
(ID: B009WIHOCI) The Guitar of Son House | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.8
(ID: 6305268800) Switchblade Sisters [DVD] | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.6
(ID: B000XSGLG6) My Wife is a Gangster 3 (2006) Uncut DVD | Movies & TV > Movies | Rating: 4.5
(ID: B00006I4XS) Beryl Bender Birch Power Yoga: The Practice | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B0068FYZMK) Babe | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.8
(ID: B01MT18X7N) Solace | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.3
(ID: B001E50PQE) [Item: B001E50PQE] | 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."
}
|
B0B6HFNXN9
|
[Item: B0B6HFNXN9]
| 3
|
AFGCKBIR7EMKLKY52OOGD5JCKDSQ
|
overlapping_books_movies
|
B
|
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:
- Escape from Yokai Land: A Laundry Files Novella (Laundry Files, 12) | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Peace Talks (Dresden Files) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 4.0
- The Gospel of Loki | Books > Science Fiction & Fantasy > Fantasy | Rating: 2.0
- Dead Until Dark (Sookie Stackhouse/True Blood, Book 1) | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- A Fistful of Charms | Books > Science Fiction & Fantasy > Fantasy | Rating: 3.0
### User's movies History:
- Futurama: Volume 6 [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 5.0
- Futurama: Volume 5 | Movies & TV > Blu-ray > TV | Rating: 4.0
- TaleSpin Volume 1 | Movies & TV > Featured Categories > DVD | Rating: 4.0
- Darkwing Duck: Volume 1 | Movies & TV > Featured Categories > DVD | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B00ESJ6N3W) [Item: B00ESJ6N3W] | Unknown | Rating: 4.1
(ID: B0000365DV) Bonanno:a Godfathers Story VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B073C84QQ6) [Item: B073C84QQ6] | Unknown | Rating: 4.5
(ID: B00T9DGWN8) [Item: B00T9DGWN8] | Unknown | Rating: 4.6
(ID: B076DVYFQM) The Stream | Comedy > Arthouse > Adventure | Rating: 4.0
(ID: B09H2DP5Q6) [Item: B09H2DP5Q6] | Unknown | Rating: 4.4
(ID: B0014JKL6O) Live in Montreal | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B073HQV8MV) [Item: B073HQV8MV] | Unknown | Rating: 3.9
(ID: 6304907311) My Sergei [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B07X51MZKC) [Item: B07X51MZKC] | Unknown | Rating: 3.6
(ID: B000VD9MJ6) Standard Deviants: Business Law [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B07RZ2YFMP) [Item: B07RZ2YFMP] | Unknown | Rating: 4.4
(ID: B00JE5MJ9C) [Item: B00JE5MJ9C] | Unknown | Rating: 3.8
(ID: B003DC887O) The New York Jets: Best Games of the 2009 Season | Movies & TV > Boxed Sets > Sports | Rating: 4.4
(ID: B019G7X9E6) [Item: B019G7X9E6] | Unknown | Rating: 4.6
(ID: B01LYSFWLU) [Item: B01LYSFWLU] | Unknown | Rating: 5.0
(ID: B0007R4T4Y) The Woodsman | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.8
(ID: B07JP26JDV) [Item: B07JP26JDV] | Unknown | Rating: 3.2
(ID: B00008WJDL) Baby Songs: Original [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B01GW72WMI) [Item: B01GW72WMI] | Unknown | Rating: 4.6
(ID: B004XFVLNI) [Item: B004XFVLNI] | Unknown | Rating: 4.6
(ID: B00AEFXWLK) Face/Off | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B0038L1XPO) [Item: B0038L1XPO] | Unknown | Rating: 4.7
(ID: B000AJJN0E) Whispering City | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B003A3J5D2) [Item: B003A3J5D2] | Unknown | Rating: 2.3
(ID: B07XGF1J59) The Shed [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B01N12UG1F) [Item: B01N12UG1F] | Unknown | Rating: 4.0
(ID: B005CCTKHU) [Item: B005CCTKHU] | Unknown | Rating: 3.7
(ID: B000J0MY00) Genesis: The Mama Tour | Movies & TV > Movies | Rating: 4.4
(ID: B06XGRHLF8) Double Jeopardy | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.8
(ID: B08QDMV3F7) [Item: B08QDMV3F7] | Unknown | Rating: 4.8
(ID: B06XD5PYGV) [Item: B06XD5PYGV] | Unknown | Rating: 2.0
(ID: B009CFYZI2) [Item: B009CFYZI2] | Unknown | Rating: 4.6
(ID: B000A59PVU) Tusks [DVD] | Movies & TV > Featured Categories > DVD | Rating: 2.9
(ID: B0002XNSYU) Facing Windows | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.3
(ID: B074R4FJ6T) Favorite Nursery Rhymes | Movies & TV > Disc on Demand | Rating: 4.2
(ID: B002QPWT3S) [Item: B002QPWT3S] | Unknown | Rating: 2.9
(ID: B00063MCBG) Legong - Dance of the Virgins [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B000Y3ZFFS) Keys to Freedom!: The Law of Attraction In Action Episode II | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.4
(ID: B0B5GY5Y71) [Item: B0B5GY5Y71] | Unknown | Rating: 3.6
(ID: B001X4NO3C) Unstoppable Solar Cycles: Rethinking Global Warming | Movies & TV > Movies | Rating: 3.2
(ID: B0179FI9GK) [Item: B0179FI9GK] | Unknown | Rating: 4.4
(ID: B009YRFDYI) [Item: B009YRFDYI] | Unknown | Rating: 3.5
(ID: B004GJYR82) Growing Pains: Season 2 | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B00JL82T42) [Item: B00JL82T42] | Unknown | Rating: 4.7
(ID: B0011MZOEI) [Item: B0011MZOEI] | Unknown | Rating: 4.7
(ID: B003XURDD6) The Scooby-Doo Collection: (Meets Batman / Meets the Harlem Globetrotters / Greatest Mysteries) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B06VWY59K2) Smallville: The Complete Fourth Season (DVD) (New Repackage) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B01MSBASML) Alive III Michael Jackson The Living Dead (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B06XWWKL1T) Game Of Thrones: Season 1 (ELITE/DeepDiscount 2019/Digital Copy/BluRay) | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B007ZSE1M8) [Item: B007ZSE1M8] | Unknown | Rating: 4.8
(ID: 0788859951) The Parent Trap: 2 Movie Collection (I & II) (REGION 1) (NTSC) | Movies & TV > Movies | Rating: 4.8
(ID: B07JJJ8NTK) [Item: B07JJJ8NTK] | Unknown | Rating: 2.4
(ID: B000Q66QB0) The War | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B06XPJ1VG8) [Item: B06XPJ1VG8] | Unknown | Rating: 4.7
(ID: B083JNQ38D) [Item: B083JNQ38D] | Unknown | Rating: 4.3
(ID: B07YL5BPDG) [Item: B07YL5BPDG] | Unknown | Rating: 3.2
(ID: B00OZOIL5S) Jane Fonda's Low Impact Workout | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.5
(ID: B0B6W1YQT7) The Flipping El Moussas | Special Interest > Documentary | Rating: 3.2
(ID: B00OZKI1KW) Boardwalk Empire - The Complete Series, Seasons 1-5 [Blu-ray] [2015] [Region Free] | Movies & TV > Blu-ray > TV | Rating: 4.4
(ID: B00064SYXA) Effortless Mastery: Liberating the Master Musician Within | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.2
(ID: B07RS925RJ) Sauvage / Wild | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B00X3DC85G) The Science of Sleep | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B072Q41Q3Q) [Item: B072Q41Q3Q] | Unknown | Rating: 4.2
(ID: B001EZ6OKU) Last Full Measure | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B005KGP9BY) [Item: B005KGP9BY] | Unknown | Rating: 3.8
(ID: B005EXA8FA) In Caliente (Remastered) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B001675YL6) Fourplay: Live in Capetown | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00FMOCYQW) [Item: B00FMOCYQW] | Unknown | Rating: 3.5
(ID: B01FRGW1X0) [Item: B01FRGW1X0] | Unknown | Rating: 3.0
(ID: B01EGQS5DC) The Mysterious Cities of Gold: Complete Series | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00005A3O6) Pokémon: The Movie 2000 | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00005NFZM) Judy Berlin | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.8
(ID: 6317857857) What We Do in the Shadows | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B0071MUKEG) [Item: B0071MUKEG] | Unknown | Rating: 3.8
(ID: B00OQRUACQ) Cartoon Network: Steven Universe - Gem Glow (V1) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.7
(ID: B07CX5VNKD) [Item: B07CX5VNKD] | Unknown | Rating: 3.8
(ID: B07P76HC3C) [Item: B07P76HC3C] | Unknown | Rating: 4.5
(ID: B0017HPHBM) Batman Begins (Limited Edition Gift Set) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B00000FCYZ) Mrs. Miniver [VHS] | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.8
(ID: B001QCO5SO) [Item: B001QCO5SO] | Unknown | Rating: 4.6
(ID: B002EVDEW4) [Item: B002EVDEW4] | Unknown | Rating: 3.8
(ID: B07SZNZC4Z) [Item: B07SZNZC4Z] | Unknown | Rating: 4.4
(ID: B07JNBXFC2) Japan: 3 Generations of Avant-Garde Architects | Documentary > Special Interest | Rating: 5.0
(ID: B012GYL6TQ) [Item: B012GYL6TQ] | Unknown | Rating: 4.8
(ID: B08P8SJ8HV) All My Life | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B003EM496C) [Item: B003EM496C] | Unknown | Rating: 3.4
(ID: B014SM1UOK) [Item: B014SM1UOK] | Unknown | Rating: 4.1
(ID: B07S393FNT) [Item: B07S393FNT] | Unknown | Rating: 4.0
(ID: B0B8JVF6JT) [Item: B0B8JVF6JT] | Unknown | Rating: 4.7
(ID: B00RJX04GQ) [Item: B00RJX04GQ] | Unknown | Rating: 3.4
(ID: B00AB9P33Y) [Item: B00AB9P33Y] | Unknown | Rating: 4.2
(ID: B085LQK9N7) [Item: B085LQK9N7] | Unknown | Rating: 4.5
(ID: B00R1NNFWE) Reaching for the Moon ( Flores Raras ) [ Blu-Ray, Reg.A/B/C Import - France ] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B00FRZQ0UW) [Item: B00FRZQ0UW] | Unknown | Rating: 3.8
(ID: B001PT6YGO) Darn Good Westerns Vol 1 | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.2
(ID: B0007939Z2) Vampire High [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B0017MLZE0) Macross Frontier 1 JAPANESE EDITION | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B004EEO7JS) Clash of the Titans | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B06XDT26WS) A Cry From Iran | Documentary > Drama > Gentle | 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."
}
|
6317857857
|
What We Do in the Shadows
| 1
|
AFWLOICL3ZS2V3EQXNEOHBO3ZQNA
|
overlapping_books_movies
|
B
|
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:
- Tiny Stitches: Buttons, Badges, Patches, and Pins to Embroider | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 2.0
- The New Food Processor Bible: 30th Anniversary Edition (Bible (Whitecap)) | Books > Cookbooks, Food & Wine > Kitchen Appliances | Rating: 1.0
- Bond Investing For Dummies | Books > Business & Money > Investing | Rating: 3.0
- Live Free or Die | Unknown | Rating: 5.0
- The I Ching, or, Book of Changes (Bollingen Series XIX) (Bollingen Series, 31) | Books > Politics & Social Sciences > Philosophy | Rating: 5.0
### User's movies History:
- Dial M for Murder [Blu-ray 3D] [3D Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 5.0
- 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: 4.0
- Cirque du Soleil: Journey of Man [Blu-ray 3D] [3D Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 5.0
- World's Greatest Roller Coaster Thrills in 3-D [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.0
- Enchanted April | Movies & TV > Genre for Featured Categories > Drama | Rating: 5.0
- Show Boat (1951) (DVD) | Movies & TV > Today's Deals > Spotlight Deals | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B005D0OT3G) The Butterfly Affair / The Cop in Blue Jeans | Movies & TV > Movies | Rating: 2.0
(ID: B07JM8GMQK) [Item: B07JM8GMQK] | Unknown | Rating: 2.7
(ID: B000TGKW4E) Talmud | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.0
(ID: B00G00TCIA) Chef Walter Staib's A Taste of History TV Show Season Five 13 episode DVD | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B003E44RBM) [Item: B003E44RBM] | Unknown | Rating: 4.4
(ID: B09J1MN19M) [Item: B09J1MN19M] | Unknown | Rating: 4.6
(ID: B075RNX7VQ) [Item: B075RNX7VQ] | Unknown | Rating: 4.7
(ID: B00IUSP8HO) Sunset Strip, Volume 2: Vintage Striptease & Burlesque Shorts | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.4
(ID: B003DYZMDU) [Item: B003DYZMDU] | Unknown | Rating: 3.5
(ID: B001UGJUR2) The Universe: Season 2 [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B000KCI8YI) Black Hawk Down | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B000646L3U) The Defiant Ones | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.6
(ID: B000QUU4MS) Corky Romano / Deuce Bigalow - Male Gigolo | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B075L67RX1) Silver Bells | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B00J9PO5BW) [Item: B00J9PO5BW] | Unknown | Rating: 4.3
(ID: B07FNDS2GJ) [Item: B07FNDS2GJ] | Unknown | Rating: 5.0
(ID: B00CA3FDO8) [Item: B00CA3FDO8] | Unknown | Rating: 4.3
(ID: B07B62QPJC) Hunter x Hunter Set 4 (DVD) | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.8
(ID: B007RV5HRG) [Item: B007RV5HRG] | Unknown | Rating: 4.1
(ID: B00ZTWW6DS) [Item: B00ZTWW6DS] | Unknown | Rating: 3.4
(ID: B007HWQN3C) [Item: B007HWQN3C] | Unknown | Rating: 4.5
(ID: B07FPV2KF7) [Item: B07FPV2KF7] | Unknown | Rating: 3.1
(ID: B000NJL4T4) BURNED [DVD] | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.8
(ID: B00005KH49) Space 1999, Set 4 | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.7
(ID: B07FS4VGNP) [Item: B07FS4VGNP] | Unknown | Rating: 4.5
(ID: B0007939P2) Clear Channel Motorsports - Monster Jam World Finals II: Racing and Freestyle [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 3.8
(ID: B0863RS22S) After The Rain [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B006SU4J30) [Item: B006SU4J30] | Unknown | Rating: 4.3
(ID: B0723D1NBT) [Item: B0723D1NBT] | Unknown | Rating: 4.4
(ID: B07J35GDLP) The Ancient Magus Bride: Part One [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B01BPL3ES2) [Item: B01BPL3ES2] | Unknown | Rating: 4.5
(ID: B000HF4TVO) Three Kings | Comedy > Drama > Exciting | Rating: 4.5
(ID: B009LEL0TG) The Nutcracker [Blu-ray] - Mariinsky Ballet | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B0002M5U6A) Rudolph and Frosty's Christmas in July | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.6
(ID: B00000JKXS) Desperate for Love | Movies & TV > 4-for-3 DVD | Rating: 4.0
(ID: B003R20CQK) Sabu in The Drum | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B005DWBLM6) [Item: B005DWBLM6] | Unknown | Rating: 4.6
(ID: B00005T33G) Leslie Sansone - Walk Away the Pounds - High Calorie Burn - 2 Miles [VHS] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.5
(ID: B0000844IZ) Elephant Parts [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B019ZVNVBE) [Item: B019ZVNVBE] | Unknown | Rating: 4.9
(ID: B001R9CY8E) TONIGHT WE SING - DVD - David Wayne & Anne Bancroft | Movies & TV > Movies | Rating: 3.3
(ID: 6302656125) Of Mice & Men | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.7
(ID: B00KJ1D0X4) Power: Season 1 | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B0009WSO70) Phoenix [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B0002LAYVC) The Adventures of the Wilderness Family | Movies & TV > Movies | Rating: 4.6
(ID: B001DTCK96) [Item: B001DTCK96] | Unknown | Rating: 4.3
(ID: B006WFAFGG) The Adventures Of The Wilderness Family Trilogy (3 Disc Box Set) | Movies & TV > Drama | Rating: 3.8
(ID: B008ROVSHU) [Item: B008ROVSHU] | Unknown | Rating: 4.6
(ID: B005SH664E) Doctor Who: The Three Doctors | Movies & TV > BBC > All BBC Titles | Rating: 4.7
(ID: B08CCC36HB) [Item: B08CCC36HB] | Unknown | Rating: 4.2
(ID: B000077VR1) Ultimate Pro-Wrestling Training | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B07RFVG4BN) [Item: B07RFVG4BN] | Unknown | Rating: 4.8
(ID: B09CXWFNN1) [Item: B09CXWFNN1] | Unknown | Rating: 4.1
(ID: B00000JNTO) The Chambermaid on the Titanic VHS | Movies & TV > Art House & International > By Country | Rating: 5.0
(ID: B07NDH86VF) [Item: B07NDH86VF] | Unknown | Rating: 4.8
(ID: B0771WDJ5P) [Item: B0771WDJ5P] | Unknown | Rating: 4.5
(ID: B00JEZWPJQ) Wagon Train: Season 8 | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.7
(ID: B06ZZPXK7H) [Item: B06ZZPXK7H] | Unknown | Rating: 3.7
(ID: B0B6HCPVV2) [Item: B0B6HCPVV2] | Unknown | Rating: 4.8
(ID: B018V8T9Q8) [Item: B018V8T9Q8] | Unknown | Rating: 3.5
(ID: 6302968119) True Romance | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B013C6OQ4O) The Little Death [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B01DZDWLIW) ANGEL BEATS (ENGLISH AUDIO) - COMPLETE TV SERIES DVD BOX SET ( 1-13 EPISODES + OVA ) | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.2
(ID: B000LE1N8I) Power Yoga: Ultimate Flexibility | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B08DK6RRQ1) [Item: B08DK6RRQ1] | Unknown | Rating: 3.9
(ID: B00QMGOSNG) Peppa Pig: Bubbles | Animation > Kids > Heartwarming | Rating: 4.7
(ID: B0787FXP1F) [Item: B0787FXP1F] | Unknown | Rating: 4.7
(ID: B00VGXABLI) 3-D Rarities [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B01GSLFX24) [Item: B01GSLFX24] | Unknown | Rating: 4.4
(ID: B079VRHKNZ) [Item: B079VRHKNZ] | Unknown | Rating: 4.5
(ID: B09VJYHXVM) [Item: B09VJYHXVM] | Unknown | Rating: 5.0
(ID: B00HS70GB6) [Item: B00HS70GB6] | Unknown | Rating: 4.9
(ID: B01M6W8ICE) [Item: B01M6W8ICE] | Unknown | Rating: 3.7
(ID: B003VMFX2E) Christmas in Canaan (Hallmark) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B005GNU5MY) A Dog Named Christmas | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.8
(ID: B01J4R04H8) Silent Witness | Suspense > Drama | Rating: 4.4
(ID: B00EO2I6RO) Nosferatu: Kino Classics 2-Disc Deluxe Remastered Edition [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B07HQHFD15) [Item: B07HQHFD15] | Unknown | Rating: 4.2
(ID: B00DT55242) Ip Man Final Fight | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B007Q4JIKG) [Item: B007Q4JIKG] | Unknown | Rating: 4.5
(ID: B000RFY07M) The Slipper and the Rose - The Story of Cinderella [Import] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B07MZG3TLR) Virtue | Drama > Romance > Arts, Entertainment, and Culture | Rating: 4.4
(ID: B000TCZT00) [Item: B000TCZT00] | Unknown | Rating: 2.5
(ID: B009EM6BMG) [Item: B009EM6BMG] | Unknown | Rating: 4.3
(ID: B008NNY8EU) Gold for the Caesars | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.0
(ID: B09RW945B4) [Item: B09RW945B4] | Unknown | Rating: 4.3
(ID: B002HOP43U) They Killed Sister Dorothy | Movies & TV > HBO > All HBO Titles | Rating: 4.1
(ID: B007N5YJ0C) Shallow Grave (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B0791MM27L) [Item: B0791MM27L] | Unknown | Rating: 2.0
(ID: B00005UM44) Labyrinth of Flames | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.8
(ID: B00CKJTA6O) [Item: B00CKJTA6O] | Unknown | Rating: 4.7
(ID: B00295SKZQ) McHale's Navy | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B001CUBAQ0) History - Modern Marvels : More Snack Food Tech | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00KFP64RI) The Way He Looks | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: 0310329086) Wilderness Discoveries, Volume 3: Bugs, Bogs, and Spiky Beasts | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B002VKE0XA) Paranormal Activity (Two-Disc Edition) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B06XGG4FFD) Terms of Endearment | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.8
(ID: B08QJG4PZG) [Item: B08QJG4PZG] | Unknown | Rating: 4.6
(ID: B0013LRKRQ) Love's Unfolding Dream | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B00HXC5XGO) [Item: B00HXC5XGO] | 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."
}
|
B00VGXABLI
|
3-D Rarities [Blu-ray]
| 5
|
AHZUSOXVV4K6QQQCA2C53FRNZ74Q
|
overlapping_books_movies
|
B
|
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:
- Magical Oil Recipes | Books > Religion & Spirituality > New Age & Spirituality | Rating: 2.0
- All Dogs Have ADHD | Books > Children's Books > Growing Up & Facts of Life | Rating: 4.0
- The Elements of Style | Books > Reference > Writing, Research & Publishing Guides | Rating: 2.0
- Magical Clutter Clearing Boot Camp | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 4.0
- Magical Chants | Books > Religion & Spirituality > New Age & Spirituality | Rating: 4.0
### User's movies History:
- Sing [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 5.0
- [Item: B005C8ENI0] | Unknown | Rating: 5.0
- [Item: B018GVHDW2] | Unknown | Rating: 5.0
- G.I. Joe: Retaliation | Science Fiction > Suspense > Biting | Rating: 5.0
- [Item: B00I2TV3NO] | Unknown | Rating: 5.0
- Khumba [3D/2D Blu-ray/DVD Combo] [3D Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.0
- [Item: B00EB6F1TY] | Unknown | Rating: 5.0
- Rise of the Guardians - Limited Edition Easter Gift Pack (Blu-ray / DVD / Digital Copy + 2 Hopping Toy Eggs) | Movies & TV > Blu-ray > Movies | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B07VHY8QPZ) Fast & Furious + Hobbs & Shaw - 9 Movie Collection | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B0091VVC5Q) [Item: B0091VVC5Q] | Unknown | Rating: 4.5
(ID: B013FDBH0A) Wild Animal Baby Explorers - The Complete Series | Movies & TV > Boxed Sets > Kids & Family | Rating: 4.6
(ID: B00A6N928W) [Item: B00A6N928W] | Unknown | Rating: 4.3
(ID: B004R35VHS) Russell Watson: Live at the Albert Hall | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.6
(ID: 6304385668) Michael Collins VHS | Movies & TV > Art House & International > By Country | Rating: 4.7
(ID: B004VFMOLS) [Item: B004VFMOLS] | Unknown | Rating: 4.6
(ID: B00SYIY4Z2) Saving Private Ryan Embossed MetalPak (Blu-ray)(2015) | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B083MXT4SR) [Item: B083MXT4SR] | Unknown | Rating: 2.6
(ID: B009030XBO) [Item: B009030XBO] | Unknown | Rating: 4.2
(ID: B005OK0YUW) Ghost Warrior | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B01IJDKM5C) [Item: B01IJDKM5C] | Unknown | Rating: 4.4
(ID: B01N7HPDLW) [Item: B01N7HPDLW] | Unknown | Rating: 4.6
(ID: B0071BY1QK) Il Volo Takes Flight: Live From The Detroit Opera House | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B07JGYL361) [Item: B07JGYL361] | Unknown | Rating: 4.3
(ID: B08W8DM2YC) [Item: B08W8DM2YC] | Unknown | Rating: 3.8
(ID: B07BSK3GFZ) [Item: B07BSK3GFZ] | Unknown | Rating: 4.5
(ID: B0037OYQGU) [Item: B0037OYQGU] | Unknown | Rating: 4.6
(ID: B078944PGN) I, Tonya | Comedy > Sports > Compelling | Rating: 4.5
(ID: B07DVGXNGS) MEN AT WORK - MOVIE 1990 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00004XMV5) Lightning Jack [DVD] | Movies & TV > HBO > All HBO Titles | Rating: 4.7
(ID: B00PZH7JJ8) [Item: B00PZH7JJ8] | Unknown | Rating: 4.8
(ID: B07P5PRK67) [Item: B07P5PRK67] | Unknown | Rating: 3.8
(ID: B000CFV4CG) Her Life As A Man | Movies & TV > Featured Categories | Rating: 2.8
(ID: B07HN44Q3Z) Bob's Burgers: The Complete 7th Season | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.9
(ID: B01HY1QUXS) Standing Tall | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B077RG182C) Discovering Bigfoot | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.0
(ID: B0006IWQGM) She-Devil ( She Devil ) [ NON-USA FORMAT, PAL, Reg.2 Import - United Kingdom ] | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.7
(ID: B0012X5T5U) Mark Dugdale: Driven [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B087QQC73R) [Item: B087QQC73R] | Unknown | Rating: 4.1
(ID: B00CPKZMFG) Flying Lessons | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B017S1EZ90) [Item: B017S1EZ90] | Unknown | Rating: 4.4
(ID: B001TAJZGA) Rashevski's Tango | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00FJUKZHE) [Item: B00FJUKZHE] | Unknown | Rating: 3.9
(ID: B09KG9XNP8) [Item: B09KG9XNP8] | Unknown | Rating: 4.5
(ID: B003IWYOF4) The Breakfast Club [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B008JFQU2A) Economics for Everybody | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.6
(ID: B08WNC6G99) [Item: B08WNC6G99] | Unknown | Rating: 3.6
(ID: B01H6A9ZPC) [Item: B01H6A9ZPC] | Unknown | Rating: 4.5
(ID: B07HNFL7S6) The Morricone Duel - The most dangerous concert ever | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B000YXYMJI) Mind Food: Think On These Things Videos | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 3.1
(ID: B002SF9YQ6) Mystical Brain | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.6
(ID: B0009FGWLM) The Kid / Tillie's Punctured Romance - Charlie Chaplin | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B08JLCDQSB) Early Edition: The Complete Collection | Movies & TV > Movies | Rating: 4.8
(ID: 6303332188) Beyond the Mind's Eye [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B09NXGTJ38) Sing 2 (Blu-ray + DVD + Digital) | Movies & TV > Blu-ray > Movies | Rating: 4.9
(ID: B002UTNIIU) Super Vixen Fitness [DVD] | Movies & TV > Featured Categories > DVD | Rating: 2.8
(ID: B092KCS8CR) Alias Nick Beal [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B00XKOF210) Olive Kitteridge | Movies & TV > Movies | Rating: 4.3
(ID: B008Y79Z66) [Item: B008Y79Z66] | Unknown | Rating: 4.7
(ID: B005SG0KME) [Item: B005SG0KME] | Unknown | Rating: 4.3
(ID: B00PIQDO1S) [Item: B00PIQDO1S] | Unknown | Rating: 3.9
(ID: B0080KO7V0) [Item: B0080KO7V0] | Unknown | Rating: 3.7
(ID: B01LWJP1VM) [Item: B01LWJP1VM] | Unknown | Rating: 4.4
(ID: B001H5X7JS) Tropic Thunder | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B07NSGQXTC) [Item: B07NSGQXTC] | Unknown | Rating: 4.1
(ID: B009D06TNK) [Item: B009D06TNK] | Unknown | Rating: 3.5
(ID: B000TEUSLS) The Comedians of Comedy | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00INS1HSK) [Item: B00INS1HSK] | Unknown | Rating: 3.1
(ID: B079HS16MZ) [Item: B079HS16MZ] | Unknown | Rating: 4.8
(ID: B01M4OWU96) [Item: B01M4OWU96] | Unknown | Rating: 4.2
(ID: B000V78NKG) Cimarron Strip - Nobody | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.0
(ID: B000089780) DragonBall Z: Perfect Cell Saga [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B08BYZCY8V) [Item: B08BYZCY8V] | Unknown | Rating: 4.4
(ID: B00IK590UI) [Item: B00IK590UI] | Unknown | Rating: 4.4
(ID: B001ARDBWG) The Omen [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B009I4FQLM) Science: Earth and Space | Prime Video > Prime Video > TV | Rating: 4.7
(ID: B004Z9BA06) Sink The Bismarck [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B00QX5FAQA) Elements of Yoga: The Collection with Tara Lee (3 DVD Set) Box Set | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B09FCGGZPG) [Item: B09FCGGZPG] | Unknown | Rating: 3.7
(ID: B07M5JN53L) Beyond the Sky | Suspense > Science Fiction > Thoughtful | Rating: 3.5
(ID: B010NQVVSU) CSI: Crime Scene Investigation: The Final Season | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.8
(ID: B0000640SC) Stuart Little (Deluxe Edition) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B01LYQ1Y94) Timeless | Science Fiction > Drama > Adventure | Rating: 4.6
(ID: B06XRJ8KTN) [Item: B06XRJ8KTN] | Unknown | Rating: 4.4
(ID: B000SK5YWG) My-Hime Z: My-Otome Volume 2 | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.3
(ID: B002BPY2HE) [Item: B002BPY2HE] | Unknown | Rating: 4.6
(ID: B0038GDMK8) [Item: B0038GDMK8] | Unknown | Rating: 2.9
(ID: B00I6C2WZ0) [Item: B00I6C2WZ0] | Unknown | Rating: 4.0
(ID: B087FFM5GG) Godzilla vs. Biollante | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B08G513JNW) [Item: B08G513JNW] | Unknown | Rating: 3.7
(ID: B0788VQY2K) [Item: B0788VQY2K] | Unknown | Rating: 3.4
(ID: B000260PM0) Suzie Gold Region 2 | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.9
(ID: B07111WC6L) [Item: B07111WC6L] | Unknown | Rating: 3.8
(ID: B0045D3N2U) The Color Purple [Blu-ray Book] | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.8
(ID: B001DF9BIS) When Dinosaurs Ruled the Earth (1970) / Moon Zero Two (1969) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.0
(ID: B00BLGZJEY) [Item: B00BLGZJEY] | Unknown | Rating: 3.3
(ID: B001W79MBI) Sword of the Stranger [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B000093NS7) Bartleby | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B07MDF5TR1) [Item: B07MDF5TR1] | Unknown | Rating: 4.4
(ID: B002K0WBT6) Sherlock Holmes: The Archive Collection Vol. 1 | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B0030BKNGW) Great Fiddle Lessons: Bluegrass & Old Time Styles | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.0
(ID: B000GETTQQ) Martin Simpson Teaches Alternate Tunings (DVD) | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B078TNZVKH) [Item: B078TNZVKH] | Unknown | Rating: 4.9
(ID: B07NNZJVM1) [Item: B07NNZJVM1] | Unknown | Rating: 4.6
(ID: 6304882580) Little Duck Tale [VHS] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.8
(ID: B0068FKYDO) Dirty Dancing (1987) / Dirty Dancing : Havana Nights (2004) (Double Feature) | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.7
(ID: B00873WO7E) The Matrix | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B000YFWX3I) [Item: B000YFWX3I] | Unknown | Rating: 4.0
(ID: 0800105877) Hamlet | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | 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."
}
|
B09NXGTJ38
|
Sing 2 (Blu-ray + DVD + Digital)
| 5
|
AGHOR5LC4IGGFT5ZYFPAUGV5UFJA
|
overlapping_books_movies
|
B
|
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:
- Hominids: Volume One of The Neanderthal Parallax (Neanderthal Parallax, 1) | Books > Science Fiction & Fantasy > Science Fiction | Rating: 3.0
- The Mammoth Hunters: Earth's Children, Book Three | Books > Politics & Social Sciences > Politics & Government | Rating: 3.0
- The Valley of Horses: Earth's Children, Book Two | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- The Clan of the Cave Bear: Earth's Children, Book One | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Super Sad True Love Story: A Novel | Books > Literature & Fiction > Humor & Satire | Rating: 4.0
- Infected: A Novel (The Infected) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- A Kiss of Shadows (Meredith Gentry, Book 1) | Books > Science Fiction & Fantasy > Fantasy | Rating: 3.0
### User's movies History:
- [Item: B00HQWYIF8] | Unknown | Rating: 5.0
- [Item: B008JAHBSM] | Unknown | Rating: 1.0
- Apostasy | Science Fiction > Drama > Contemplative | Rating: 3.0
- [Item: B091YLYSNG] | Unknown | Rating: 5.0
- [Item: B000HCWZYK] | Unknown | Rating: 4.0
- The Girl Who Played With Fire | Suspense > Drama > Intense | Rating: 1.0
- [Item: B000QDYQQ0] | Unknown | Rating: 1.0
- [Item: B07XGPVXQN] | Unknown | Rating: 1.0
- [Item: B08PDSVTSS] | Unknown | Rating: 5.0
- [Item: B001V5CIFI] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000L212GS) Ladder 49 [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B0144AWMEI) [Item: B0144AWMEI] | Unknown | Rating: 3.7
(ID: B004H9DWSM) 2010 Japanese Drama : Nihonjin no Shiranai Nihongo w/ English Subtitle | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B00LQEIXV2) [Item: B00LQEIXV2] | Unknown | Rating: 4.5
(ID: B07HSM2SBD) Time Trap | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B00AOVYDYO) [Item: B00AOVYDYO] | Unknown | Rating: 4.1
(ID: B00MR9VXX0) [Item: B00MR9VXX0] | Unknown | Rating: 3.7
(ID: B06Y3G6D9Q) [Item: B06Y3G6D9Q] | Unknown | Rating: 4.3
(ID: B00595W3O2) Rob Thomas: Live at Red Rocks | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.5
(ID: B00HDKYEY8) The Immigrant (2013) [ NON-USA FORMAT, PAL, Reg.2 Import - France ] | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B000BNV8OI) Grizzly Man | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: 6303695779) Vampyr VHS | Movies & TV > Art House & International > By Country | Rating: 4.2
(ID: B01D96VA3M) [Item: B01D96VA3M] | Unknown | Rating: 4.6
(ID: B08PW26BVF) [Item: B08PW26BVF] | Unknown | Rating: 3.3
(ID: B07CKVHCWH) Padmaavat | Movies & TV > Movies | Rating: 4.5
(ID: B076ZZ2ZD9) [Item: B076ZZ2ZD9] | Unknown | Rating: 4.1
(ID: B09RF1PGLJ) Everything Everywhere All At Once | Science Fiction > Comedy > Horror | Rating: 4.4
(ID: B0B8QRG1YG) [Item: B0B8QRG1YG] | Unknown | Rating: 4.7
(ID: B074P2XHYL) A Simple Plan | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B09X2LD1VB) WJHC AM [DVD] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.9
(ID: B00BUWD7SO) Roseanne: Season 9 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0014FAIV6) American Gangster: Season 2 | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: 6305839980) Possession | Movies & TV > Cult Movies > Horror | Rating: 4.7
(ID: B002KOM5ZC) [Item: B002KOM5ZC] | Unknown | Rating: 4.3
(ID: B086H7VCCQ) [Item: B086H7VCCQ] | Unknown | Rating: 3.9
(ID: B00CRTVBMS) [Item: B00CRTVBMS] | Unknown | Rating: 4.7
(ID: B07HKTHNM5) [Item: B07HKTHNM5] | Unknown | Rating: 4.8
(ID: B084FJ4L6H) [Item: B084FJ4L6H] | Unknown | Rating: 3.3
(ID: 6303589049) Listening for Clues: Wynton on Form [VHS] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
(ID: B07WK76SDR) [Item: B07WK76SDR] | Unknown | Rating: 4.8
(ID: B008ZQ4WDC) Hopeful Notes | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00B99HMRA) [Item: B00B99HMRA] | Unknown | Rating: 3.7
(ID: B084KR2Q2F) [Item: B084KR2Q2F] | Unknown | Rating: 4.6
(ID: B008I74KIA) Funny Face [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B01LRL6ZNG) [Item: B01LRL6ZNG] | Unknown | Rating: 4.6
(ID: B000NA21WC) Kenny The Shark, Vol. 2: Good Guys vs. Bad Guys | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 5.0
(ID: B0B8N6N2FW) [Item: B0B8N6N2FW] | Unknown | Rating: 3.3
(ID: B00006FD90) Space Pirate Mito - Call Me Mom (Vol. 1) | Movies & TV > Independently Distributed > Comedy | Rating: 5.0
(ID: B00G1ECZW0) [Item: B00G1ECZW0] | Unknown | Rating: 3.3
(ID: B08WNY4ZDH) Wild Geese II | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.0
(ID: B000KNI8EW) Christa McAuliffe Reach for the Stars | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B00KGLS050) Kismet | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B079P18YHF) [Item: B079P18YHF] | Unknown | Rating: 4.0
(ID: B07176PLV9) Doing Jewish: A Story from Ghana | Documentary > Special Interest | Rating: 4.3
(ID: B00C2QQ45K) Hot Shots: Part Deux | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00DMEZ4VQ) Terminal Velocity | Suspense > Romance > Exciting | Rating: 4.5
(ID: B012S1W60U) [Item: B012S1W60U] | Unknown | Rating: 4.6
(ID: B01DK8AWWY) Liza, the Fox-Fairy [Non-usa Format: Pal -Import- Spain ] | Movies & TV > Movies | Rating: 4.3
(ID: B00NI2DCFM) [Item: B00NI2DCFM] | Unknown | Rating: 4.8
(ID: B00H2E7H6M) [Item: B00H2E7H6M] | Unknown | Rating: 4.6
(ID: B000Q66FHA) I See You | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.4
(ID: B01DN16OBQ) [Item: B01DN16OBQ] | Unknown | Rating: 3.6
(ID: B0155P1EDG) Just Let Go | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B001O0TM90) Thomas & Friends: James Goes Buzz Buzz | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.6
(ID: B007K7ICE2) Golgo 13: Collection 4 | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.4
(ID: B09CLNVLV1) [Item: B09CLNVLV1] | Unknown | Rating: 3.6
(ID: 1440329907) How to Draw Dogs | Movies & TV > Movies | Rating: 5.0
(ID: B00CAK9ONW) The Kandi Factory | Unscripted > Special Interest | Rating: 4.3
(ID: B0070340V0) [Item: B0070340V0] | Unknown | Rating: 4.7
(ID: B000053VEL) Here on Earth VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B08Q8V25CS) [Item: B08Q8V25CS] | Unknown | Rating: 4.5
(ID: B00SXCCD8E) Dead Zone | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00009XN4H) Rock 'N Learn: Alphabet | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B0152AW10Y) ASSASSINATION | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0112HPVVW) Red Vs Blue: Season 13 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B00CM0CS9M) Warner Bros. Home Entertainment Academy Award-Nominated Animation: Cinema Favorites | Movies & TV > Movies | Rating: 4.1
(ID: B005DJNDLQ) [Item: B005DJNDLQ] | Unknown | Rating: 4.7
(ID: B000M2W1VC) Altered | Science Fiction > Suspense > Eerie | Rating: 4.1
(ID: B00CXN3WQQ) Pastor Shirley | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B001G7ICYW) Inuyasha Season 6 Box Set | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.8
(ID: B0061IC9K4) [Item: B0061IC9K4] | Unknown | Rating: 4.5
(ID: B01860PQXG) [Item: B01860PQXG] | Unknown | Rating: 4.2
(ID: B001NUIAYE) [Item: B001NUIAYE] | Unknown | Rating: 3.0
(ID: B07ZW8VVPV) Kevin Hart s Guide to Black History | Movies & TV > Music Artists > Weird Al | Rating: 4.3
(ID: B0091CENUG) [Item: B0091CENUG] | Unknown | Rating: 4.8
(ID: 6301708075) The Waltz King VHS | Movies & TV > Disney Home Video > All Disney Titles | Rating: 4.5
(ID: B0B5KXZ8BC) [Item: B0B5KXZ8BC] | Unknown | Rating: 4.4
(ID: B07XZTMH3J) State of Play 2019 Region Free | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B0002V7KT6) Biography - Mozart (A&E DVD Archives) | Movies & TV > A&E Home Video > Biography | Rating: 5.0
(ID: B006MNH070) [Item: B006MNH070] | Unknown | Rating: 4.7
(ID: B00WHQC1D4) [Item: B00WHQC1D4] | Unknown | Rating: 4.5
(ID: B00522GT56) [Item: B00522GT56] | Unknown | Rating: 3.9
(ID: 0792843746) One Man's Hero | Movies & TV > Movies | Rating: 4.4
(ID: B0157CVHH0) America in the Gilded Age and Progressive Era | Special Interest | Rating: 3.5
(ID: B0B69JDVL4) [Item: B0B69JDVL4] | Unknown | Rating: 3.2
(ID: B009TCI9NA) [Item: B009TCI9NA] | Unknown | Rating: 4.6
(ID: B0893RQY97) Don Knotts Classics Comedy Collection | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B00G9U7NEQ) [Item: B00G9U7NEQ] | Unknown | Rating: 4.7
(ID: B00R21WIYG) [Item: B00R21WIYG] | Unknown | Rating: 4.2
(ID: B06XKDRB5R) [Item: B06XKDRB5R] | Unknown | Rating: 4.4
(ID: B003ASU2V6) At Sword's Point | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00Q3LLU8Q) [Item: B00Q3LLU8Q] | Unknown | Rating: 4.2
(ID: B07JN1KBH1) Heavy Trip | Comedy > Music Videos and Concerts | Rating: 4.7
(ID: B014G1KS5U) Sherrybaby | Movies & TV > Featured Categories > Blu-ray | Rating: 4.2
(ID: B07ZTR9LLX) [Item: B07ZTR9LLX] | Unknown | Rating: 4.1
(ID: B0038MUZDY) Sesame Street: Bert and Ernie's Great Adventures | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.6
(ID: B00CDU5MBC) Inside Amy Schumer | Comedy | Rating: 3.7
(ID: 0979759862) Chen Tai Chi Chuan: Original Forms and Exercises | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.6
(ID: B07H8P6T95) Are You Racist? | Documentary > Special Interest | Rating: 4.3
(ID: B00CEX16X6) Nocturne: Tony Palmer's 100th Anniversary film about Britten | 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."
}
|
B0B5KXZ8BC
|
[Item: B0B5KXZ8BC]
| 5
|
AGWW42RT66WJIKXJQTI5BLXKPFKQ
|
overlapping_books_movies
|
B
|
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 Psycho | Books > Humor & Entertainment > Humor | Rating: 1.0
- How to Play the Piano Despite Years of Lessons: What Music Is and How to Make It at Home | Books > Arts & Photography > Music | Rating: 4.0
- The Portable Curmudgeon Redux | Books > Humor & Entertainment > Humor | Rating: 4.0
- Hollywood Babylon: The Legendary Underground Classic of Hollywood's Darkest and Best Kept Secrets | Books > Arts & Photography > Performing Arts | Rating: 2.0
- How To Draw Comics The Marvel Way | Books > Arts & Photography > Graphic Design | Rating: 2.0
### User's movies History:
- Annie - The Broadway Tribute Edition | Movies & TV > Movies | Rating: 2.0
- Sweet Charity | Movies & TV > Movies | Rating: 3.0
- Jfk [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
- Jingle All the Way [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.0
- Virtuosity | Movies & TV > Science Fiction & Fantasy | Rating: 1.0
- Body of Evidence (Unrated Version) [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 1.0
- Damage | Movies & TV > Art House & International > By Country | Rating: 4.0
- Daylight [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 1.0
## List of Available Candidate Items:
[
(ID: 0790748894) They Drive By Night | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B000I9VONK) Stick | Suspense > Action > Gritty | Rating: 4.5
(ID: B008ROEQOW) [Item: B008ROEQOW] | Unknown | Rating: 4.8
(ID: B00004CYO1) The Cable Guy | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B07RWFHZR1) [Item: B07RWFHZR1] | Unknown | Rating: 4.0
(ID: B006GHFH36) Dance Country Volume 2 - Unique Flips, moves, and Tricks for Country Dancing | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B083XVKJX5) Destry Rides Again (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: 6302132703) Hider in the House [VHS] | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.2
(ID: B07ZQSZN46) [Item: B07ZQSZN46] | Unknown | Rating: 3.8
(ID: B00009L4S8) Finally Orange - The Official 2003 NCAA Championship DVD | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B09B9STLR2) Into Dust | Drama > Compelling > Downbeat | Rating: 5.0
(ID: B09PQP553H) [Item: B09PQP553H] | Unknown | Rating: 4.8
(ID: 630482615X) Mrs. Brown [VHS] | Movies & TV > Art House & International > By Country | Rating: 4.7
(ID: B01I4BTX68) [Item: B01I4BTX68] | Unknown | Rating: 4.7
(ID: B0063FL73U) WWII: Tank Overhaul [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.1
(ID: B000XJD33O) When Harry Met Sally... | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.8
(ID: B07HR274XN) [Item: B07HR274XN] | Unknown | Rating: 5.0
(ID: B01N7MSC5Z) [Item: B01N7MSC5Z] | Unknown | Rating: 3.8
(ID: B0818Q3T42) [Item: B0818Q3T42] | Unknown | Rating: 4.7
(ID: B00819ZCP0) [Item: B00819ZCP0] | Unknown | Rating: 4.5
(ID: B071KTYT38) [Item: B071KTYT38] | Unknown | Rating: 4.0
(ID: B0821WXYKQ) [Item: B0821WXYKQ] | Unknown | Rating: 4.1
(ID: B09D92GBDJ) The High Frontier: The Untold Story of Gerard K. O'Neill [Blu-Ray] | Movies & TV > Blu-ray > Movies | Rating: 4.1
(ID: B006WNSHZO) Sherlock Holmes in the 22nd Century - Complete Series | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B002LQKPF6) [Item: B002LQKPF6] | Unknown | Rating: 4.5
(ID: B00EWZGM8I) [Item: B00EWZGM8I] | Unknown | Rating: 4.8
(ID: B0001M7BWM) The Best of Donny and Marie: Volume 1 | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.5
(ID: B0046GZGNK) Dalziel and Pascoe: Series Ten Region 2 | Movies & TV > TV | Rating: 4.0
(ID: B002CIZPKS) Ghosts Of Girlfriends Past [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00AYEUP52) Wiretapper | Movies & TV > Independently Distributed > Drama | Rating: 4.3
(ID: B00VK1BDPO) [Item: B00VK1BDPO] | Unknown | Rating: 4.3
(ID: B0000A0MFJ) Monty Python's The Meaning of Life | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.7
(ID: 6305078920) America's Greatest Roller Coaster Thrills 2 in 3-D | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.9
(ID: B000KJU1LE) Akiba Girls, Vol. 3 | Movies & TV > Movies | Rating: 4.1
(ID: 6304252056) Funtionally Fit: Peak Fat Burning VHS | Movies & TV > Movies | Rating: 4.4
(ID: B000JJ5G3S) Dragon Hunters: Vol. 5 Unwelcome Guests (ep. 15-17) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B092CK4PJ8) [Item: B092CK4PJ8] | Unknown | Rating: 3.9
(ID: B0091WMSNU) [Item: B0091WMSNU] | Unknown | Rating: 4.7
(ID: B008Q0BY6A) [Item: B008Q0BY6A] | Unknown | Rating: 4.6
(ID: B00005JLX2) The Recruit | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00505ET48) [Item: B00505ET48] | Unknown | Rating: 4.0
(ID: B0000C0FC0) The Firm - Complete Aerobics & Weight Training VHS | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.3
(ID: 6304078110) Nixon VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B00005LOLJ) ECW Extreme Championship Wrestling Hardcore History VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.1
(ID: B0075S9WXG) Looney Tunes - Golden Collection Volume 3 (Keepsake Case) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B01LTHKKUW) Barlates Body Blitz Quick Fix Series 4 Workout DVD | Movies & TV > Musicals & Performing Arts > Ballet & Dance | Rating: 5.0
(ID: B07GN6LDVC) [Item: B07GN6LDVC] | Unknown | Rating: 4.4
(ID: B004Q3YCIS) [Item: B004Q3YCIS] | Unknown | Rating: 4.7
(ID: B01ENXV8XM) [Item: B01ENXV8XM] | Unknown | Rating: 5.0
(ID: B0093KS9RE) [Item: B0093KS9RE] | Unknown | Rating: 4.5
(ID: B014IB6KXW) Richie Blackmore Story | Movies & TV > Movies | Rating: 4.7
(ID: B01KPB1PP2) [Item: B01KPB1PP2] | Unknown | Rating: 4.8
(ID: B003R6YW5S) Japanese War Bride | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00009AOAW) Mr. Baseball | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B07MK3R9TZ) [Item: B07MK3R9TZ] | Unknown | Rating: 4.7
(ID: B00F1BFLMA) Mind of a Chef: Season 2 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B000FMH8RG) Dave Chappelle's Block Party | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B005IW7GFM) [Item: B005IW7GFM] | Unknown | Rating: 2.7
(ID: B0042KCXCM) The Royal Edinburgh Military Tattoo 2010 [DVD] | Movies & TV > Movies | Rating: 4.4
(ID: B00BHQLWIK) [Item: B00BHQLWIK] | Unknown | Rating: 4.1
(ID: B0045QKYHY) Witch's Night Out DVD [IMPORT] Gilda Radner 1978 Halloween film | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000T9D6F8) China to the Max | Movies & TV > Independently Distributed > Documentary | Rating: 3.6
(ID: B0039UU3GO) Give A Girl A Break | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.1
(ID: B00I3BQFX4) Bonnie & Clyde | Suspense > Drama > Historical | Rating: 4.3
(ID: B000EHSVS2) Patton (Cinema Classics Collection) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B00OTADFTU) Mr & Mrs Smith | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B0015F434I) [Item: B0015F434I] | Unknown | Rating: 4.1
(ID: B018YJ344M) [Item: B018YJ344M] | Unknown | Rating: 4.6
(ID: B00L9S1WO0) Victim | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B00008O38G) McHale's Navy | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B00K7G0YVM) Invisible Woman (Dvd,2014) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B01LZL7JV5) House on Pine Street | Movies & TV > Science Fiction & Fantasy | Rating: 3.5
(ID: B09Q7W7J5S) Vikings: The Complete Series (Blu-ray) | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B000G0O56E) Joe E. Brown Comedy Collector's Set | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B001416R88) Ali: An Intermediate-Advanced Level Belly Dance Choreography | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.2
(ID: B07894ZBDN) Wonder | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.8
(ID: B000AYEIKY) The Singing Cowboy [DVD] | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.7
(ID: B016OWN5PO) [Item: B016OWN5PO] | Unknown | Rating: 4.5
(ID: B0001KL602) The Best of Gospel Singing Jubilee 2: V. 6 | Movies & TV > Movies | Rating: 4.7
(ID: B07WNY8H72) [Item: B07WNY8H72] | Unknown | Rating: 3.5
(ID: B079YG8LMZ) 2 Aces | Action > Drama | Rating: 3.2
(ID: B0015I2SII) Smuggler's Ransom | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.1
(ID: B005COPWZW) Pirates of the Caribbean: On Stranger Tides | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B00954IEYG) Chance of a Lifetime [Region Free] (English audio) | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B007JV73EY) Niagara 1953 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B00AC77JIC) [Item: B00AC77JIC] | Unknown | Rating: 3.9
(ID: B0000069KS) He VHS | Movies & TV > Art House & International > By Country | Rating: 4.8
(ID: B000GDIBCA) Twilight Glow - The Art of Alexei Butirskiy | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B01N9VF0Y3) She Sings to the Stars | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B008EPGIBI) Wrath of the Titans Blu-ray 3D SteelBook (3D Blu-ray + Blu-ray + DVD +UltraViolet Combo Pack) | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00OLI5TC6) [Item: B00OLI5TC6] | Unknown | Rating: 4.2
(ID: B0014LYDIY) Where Pigeons Go To Die | Movies & TV > Movies | Rating: 5.0
(ID: B09MZSXTLF) [Item: B09MZSXTLF] | Unknown | Rating: 3.3
(ID: B004GG0ZRC) Footsteps in the Fog - Movie (1955) Stewart Granger - Jean Simmons (DVD-R) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B000BITVH4) The Gingerdead Man | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.1
(ID: B003BE2KBO) Cinematic Titanic LIVE: The Alien Factor | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00K5M2HCM) [Item: B00K5M2HCM] | Unknown | Rating: 4.5
(ID: B01FRQ4EQ2) [Item: B01FRQ4EQ2] | Unknown | Rating: 3.1
(ID: B002S4JO26) [Item: B002S4JO26] | Unknown | Rating: 4.6
(ID: B00477HOW4) D-Tox (aka Eye See You) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | 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."
}
|
6304078110
|
Nixon VHS
| 3
|
AECN7VPQ6HIKVEVU6HZAFLNAJX2Q
|
overlapping_books_movies
|
B
|
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:
- Omega: The Unknown Classic TPB | Books > Teen & Young Adult > Literature & Fiction | Rating: 1.0
- Justice League: Trinity War | Books > Comics & Graphic Novels > Graphic Novels | Rating: 1.0
- Fantastic Four Omnibus 1 | Books > Comics & Graphic Novels > Graphic Novels | Rating: 3.0
- The Monster of Frankenstein | Books > Comics & Graphic Novels > Graphic Novels | Rating: 5.0
- Batgirl 2: The Bronze Age Omnibus | Books > Comics & Graphic Novels > Graphic Novels | Rating: 5.0
- Ultimate Comics: New Ultimates: Thor Reborn | Books > Comics & Graphic Novels > Graphic Novels | Rating: 3.0
- John Constantine, Hellblazer Vol. 7: Tainted Love | Books > Comics & Graphic Novels > Graphic Novels | Rating: 4.0
### User's movies History:
- The Andy Griffith Show: Return to Mayberry | Movies & TV > Featured Categories > DVD | Rating: 2.0
- The Rounders | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 5.0
- The Kenny Everett Video Show [DVD] | Movies & TV > Movies | Rating: 5.0
- The Odyssey - MiniSeries Masterpiece | Movies & TV > Miniseries | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0000CBLAX) .hack//SIGN - Uncovered (Vol. 5) [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.7
(ID: B07Q78GKSN) [Item: B07Q78GKSN] | Unknown | Rating: 4.4
(ID: B004H2P6XS) Winter Kept Us Warm | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B000I3UI7E) [Item: B000I3UI7E] | Unknown | Rating: 4.7
(ID: B01M1R4MRP) [Item: B01M1R4MRP] | Unknown | Rating: 4.2
(ID: B006GHA9QQ) Andrew Lloyd Webber's Love Never Dies [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B07DY9GBCH) [Item: B07DY9GBCH] | Unknown | Rating: 3.7
(ID: B00P1JD9X0) [Item: B00P1JD9X0] | Unknown | Rating: 4.6
(ID: 0767821408) Bottle Rocket | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B006GLQIVC) [Item: B006GLQIVC] | Unknown | Rating: 4.5
(ID: B00IASYLD6) [Item: B00IASYLD6] | Unknown | Rating: 3.7
(ID: B00D6BQKVS) [Item: B00D6BQKVS] | Unknown | Rating: 3.5
(ID: B000NQQ0CI) Kids Love Spanish: Volume 2 - Alphabet & Numbers | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B0009JNIP6) Coach Of The Year [Slim Case] | Movies & TV > Genre for Featured Categories > Drama | Rating: 5.0
(ID: B07WZPXK2C) [Item: B07WZPXK2C] | Unknown | Rating: 3.2
(ID: B07G1YZ9H9) Beauty and the Beast (2012) - Gesamtbox | Movies & TV > Movies | Rating: 4.7
(ID: B01LZ9C4AY) [Item: B01LZ9C4AY] | Unknown | Rating: 4.9
(ID: B07QCR4PQQ) [Item: B07QCR4PQQ] | Unknown | Rating: 5.0
(ID: B00EB6F1TY) [Item: B00EB6F1TY] | Unknown | Rating: 4.7
(ID: B08M83XCG3) Martin Eden | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B000EWBNZK) Zatoichi the Blind Swordsman, Vol. 4 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B00OZ9Z7LE) [Item: B00OZ9Z7LE] | Unknown | Rating: 4.7
(ID: B077XJM982) [Item: B077XJM982] | Unknown | Rating: 4.6
(ID: B00556DYQG) Heifetz Master Classes | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.4
(ID: B07Y5N11W8) [Item: B07Y5N11W8] | Unknown | Rating: 4.8
(ID: B00CM0C2M0) Taz-Mania: Who Let The Taz Out Season 1 Part Two (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B07C34W2TS) [Item: B07C34W2TS] | Unknown | Rating: 4.5
(ID: B07N1TCVH8) [Item: B07N1TCVH8] | Unknown | Rating: 4.2
(ID: B07CHTSRNC) [Item: B07CHTSRNC] | Unknown | Rating: 3.4
(ID: B005CFZZTO) [Item: B005CFZZTO] | Unknown | Rating: 4.5
(ID: 6301797965) Young Frankenstein [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B07QRFD2YC) The Bullish Farmer | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00AG90EOC) [Item: B00AG90EOC] | Unknown | Rating: 4.7
(ID: B0014J5O9I) Steve Maxwell - 300 Spartan Workout | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.2
(ID: B00SQOHDDO) The Blue Elephant | Suspense > Horror > Drama | Rating: 4.4
(ID: 6305538522) Jem - Passport to Rock Vol. 1 VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 5.0
(ID: B00CP77BQC) NO SIN MI HIJA (NOT WITHOUT MY DAUGHTER) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B0030AFXU4) The Gemstone Journey ~ Volume 4 {Gemstone Adventure Series} | Movies & TV > TV | Rating: 4.2
(ID: B00EV1YZGE) Primitive [DVD + Digital] | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.7
(ID: B09KMFQX43) MLK/FBI | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B00AFS8PHW) [Item: B00AFS8PHW] | Unknown | Rating: 3.5
(ID: B0012W0SZ2) Davey and Goliath DVDs volumes 1-4 | Movies & TV > Independently Distributed > Kids & Family | Rating: 5.0
(ID: B07FH7WSX2) [Item: B07FH7WSX2] | Unknown | Rating: 4.6
(ID: B00ISZNAT2) The Hobbit Deluxe Edition (DVD) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B001LM64E2) Moses, Prince of Egypt | Movies & TV > Animation | Rating: 4.8
(ID: B003CPQ644) Bridging The Future | Documentary > Special Interest > Cerebral | Rating: 2.7
(ID: 0966141822) Mars [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.1
(ID: B0015XHQV2) Maiko Haaaan!!! | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.6
(ID: B016PGEUWQ) The Trials of Jimmy Rose - 3 Episodes on Region 1 US & Canada | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00QFW7136) [Item: B00QFW7136] | Unknown | Rating: 4.8
(ID: B00QLM5IXK) White Haired Witch | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B08GYFLMCT) [Item: B08GYFLMCT] | Unknown | Rating: 3.8
(ID: B000EQ5PNW) Nick Jr Favorites 4 JAPANESE EDITION | Movies & TV > Movies | Rating: 5.0
(ID: B000I3W7CS) [Item: B000I3W7CS] | Unknown | Rating: 4.8
(ID: B0058YPPBC) Alphas | Movies & TV > First to Know > Television | Rating: 4.5
(ID: B07TJCH9S5) [Item: B07TJCH9S5] | Unknown | Rating: 3.9
(ID: B0054XLKD4) [Item: B0054XLKD4] | Unknown | Rating: 3.8
(ID: B097Z8BR3W) [Item: B097Z8BR3W] | Unknown | Rating: 2.8
(ID: B004FECNIY) The Guardian: Complete Series | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.7
(ID: B088P9HPMQ) [Item: B088P9HPMQ] | Unknown | Rating: 5.0
(ID: 3865388787) Thumb Wrestling Federation | Movies & TV > Movies | Rating: 4.0
(ID: B00005LWKP) Der Tunnel | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B0002US50K) Lymphatic Drainage Massage | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00GOBPYUA) WEST WING:COMPLETE SERIES(45DI WEST WING:COMPLETE SERIES(45DI | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B004FWXNFS) [Item: B004FWXNFS] | Unknown | Rating: 4.5
(ID: B008H1Q36O) Vampire Dog | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B078Y34G2X) Coming War on China | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B002JTMNWI) DAVID & LAYLA | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B08P21WM5P) [Item: B08P21WM5P] | Unknown | Rating: 4.5
(ID: B07CGHVDWV) Jumanji: Welcome to the Jungle (DVD) | Movies & TV > Movies | Rating: 4.7
(ID: B07RR74Y9H) Stan Hitchcock's Heart to Heart, The Friends - Volume 4 | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B00RNV4T42) [Item: B00RNV4T42] | Unknown | Rating: 4.4
(ID: B07QM6BHKB) CINDERELLA [4K UHD] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00QF1MWYK) [Item: B00QF1MWYK] | Unknown | Rating: 4.3
(ID: B004132I66) American West: 12 Documentary Set | Movies & TV > Boxed Sets > Westerns | Rating: 4.2
(ID: B0055CAIOG) Death Stop Holocaust | Movies & TV > Science Fiction & Fantasy | Rating: 3.1
(ID: B00W3DOZVC) [Item: B00W3DOZVC] | Unknown | Rating: 4.6
(ID: B0039R18WU) The Valley of Decision | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B003JFCG82) The Prowler | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00BMUE54Y) Only Yesterday (Hayoo Miyazaki's Animation) (1991) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B006TLYD5C) [Item: B006TLYD5C] | Unknown | Rating: 4.0
(ID: B01BMUYMYG) [Item: B01BMUYMYG] | Unknown | Rating: 3.8
(ID: B00PRX78PK) [Item: B00PRX78PK] | Unknown | Rating: 4.6
(ID: B000EGDBJ2) Boys Be..., Vol. 2 - Summer | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00FFVMXJK) [Item: B00FFVMXJK] | Unknown | Rating: 3.7
(ID: B0000C7PSO) Yu Yu Hakusho - Dark Tournament - Tournament's End (Uncut) [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.9
(ID: B01HBYKHFA) [Item: B01HBYKHFA] | Unknown | Rating: 4.4
(ID: B009CGG63I) [Item: B009CGG63I] | Unknown | Rating: 4.4
(ID: B09JRF5SW3) [Item: B09JRF5SW3] | Unknown | Rating: 4.2
(ID: B00GFZLEF4) Drugs, Drinking and Driving: Day in Court / Why Me / The World In a Glass! | Movies & TV > Independently Distributed > Documentary | Rating: 3.5
(ID: B07JBL95DK) Tristar Faith & Prayer Collection War Room & Heaven Is for Real - Double Feature 2-Pack Blu ray | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B002MZZUGK) thousand eyes of dr. mabuse | Movies & TV > Disc on Demand | Rating: 3.9
(ID: B001XSCRKO) Casualties of War & Black Hawk Down | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B002WPMFEU) [Item: B002WPMFEU] | Unknown | Rating: 4.0
(ID: B0000AKY3I) The Sea | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.5
(ID: B084H5B8DC) [Item: B084H5B8DC] | Unknown | Rating: 3.4
(ID: B01H0Z3CT8) [Item: B01H0Z3CT8] | Unknown | Rating: 3.3
(ID: B00INV71BE) Bride of Vengeance (1949) | Movies & TV > Movies | Rating: 4.0
(ID: B0116SVBPC) [Item: B0116SVBPC] | Unknown | Rating: 4.6
(ID: B003G14E7U) [Item: B003G14E7U] | Unknown | Rating: 1.5
]
## 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."
}
|
0767821408
|
Bottle Rocket
| 3
|
AEQ24IY64F6NC4K3FPGZHJ5VJT5A
|
overlapping_books_movies
|
B
|
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 Sport and a Pastime: A Novel (Picador Modern Classics) | Books > Literature & Fiction > United States | Rating: 2.0
- The Stand | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Life and Times of Michael K: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Acceptance: A Novel (The Southern Reach Trilogy, 3) | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Authority: A Novel (The Southern Reach Trilogy, 2) | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Annihilation: A Novel (The Southern Reach Trilogy, 1) | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
### User's movies History:
- [Item: B00ZVS30Q2] | Unknown | Rating: 3.0
- [Item: B007P0ZFS0] | Unknown | Rating: 1.0
- Stuck Between Stations | Movies & TV > Featured Categories > DVD | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000JJSRNO) Monteverdi - Il Ritorno d'Ulisse in Patria | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.2
(ID: B09PQSNTD4) Catfish UK: The TV Show | Unscripted | Rating: 3.9
(ID: B0176VT31M) [Item: B0176VT31M] | Unknown | Rating: 4.1
(ID: B00H8XD8GA) [Item: B00H8XD8GA] | Unknown | Rating: 3.2
(ID: B08245MBSP) [Item: B08245MBSP] | Unknown | Rating: 4.4
(ID: B00009WVLE) You're Invited to Mary-Kate & Ashley's Greatest Parties [DVD] | Movies & TV > Characters & Series > Mary-Kate & Ashley | Rating: 4.1
(ID: B00K31RC7A) Flatliners - Blu-ray | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B07QMTTTJ3) [Item: B07QMTTTJ3] | Unknown | Rating: 4.4
(ID: B01BPUCXXA) [Item: B01BPUCXXA] | Unknown | Rating: 4.7
(ID: B00T3NCY4K) [Item: B00T3NCY4K] | Unknown | Rating: 4.2
(ID: B01BLV81G6) [Item: B01BLV81G6] | Unknown | Rating: 3.2
(ID: B00ITSIMD2) Hannibal <small>(Special Edition)</small> | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 5.0
(ID: B00005LMAA) Doctor Who: The Five Doctors (Special Edition) (Story 130) [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.8
(ID: B00HW4M3DY) Doc Martin Series 6 [DVD] | Movies & TV > BBC > All BBC Titles | Rating: 4.8
(ID: B01AOHWI0S) [Item: B01AOHWI0S] | Unknown | Rating: 4.6
(ID: B001LIK8J8) Batbabe: The Dark Nightie | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.3
(ID: B000TJBN8U) Angelina Ballerina: The Silver Locket | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.4
(ID: B00T484NZ2) [Item: B00T484NZ2] | Unknown | Rating: 3.5
(ID: B09MVH5G6R) [Item: B09MVH5G6R] | Unknown | Rating: 4.4
(ID: B000B7RS7A) Walt Disney Tall Tale: The Unbelievable Adventure | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B00005LO69) Prison of the Dead [DVD] | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.8
(ID: B00E0KY62O) Lexx Complete Series | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.3
(ID: B001D23BB4) [Item: B001D23BB4] | Unknown | Rating: 4.5
(ID: B001GRYM64) [Item: B001GRYM64] | Unknown | Rating: 3.7
(ID: B003R0MEJA) Falcon Crest: Season 2 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B003MZT178) Center of the Universe, The Great White Throne | Movies & TV > Movies | Rating: 4.3
(ID: B017344PGK) [Item: B017344PGK] | Unknown | Rating: 4.7
(ID: B08BCB1GQW) [Item: B08BCB1GQW] | Unknown | Rating: 4.0
(ID: B08NDT3CCG) North West Mounted Police | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.8
(ID: 6304458967) Vegas Vacation [VHS] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B0000AQS3B) Zoids - The Supersonic Battle (Vol. 4) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00D6BQZ5Y) [Item: B00D6BQZ5Y] | Unknown | Rating: 3.9
(ID: B08MY453QS) [Item: B08MY453QS] | Unknown | Rating: 4.4
(ID: B015PQAB3E) [Item: B015PQAB3E] | Unknown | Rating: 2.4
(ID: B00022VLXG) To Sleep with Anger [Region 2] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B08DDHT4K2) [Item: B08DDHT4K2] | Unknown | Rating: 4.7
(ID: B072ZLVPZ1) Apparition Hill | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.6
(ID: B001FB4VYO) Chuck: Season 2 [Blu-ray] | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.8
(ID: B00AJT8AFO) [Item: B00AJT8AFO] | Unknown | Rating: 4.7
(ID: B013P2PNR4) Star Wars: Return Of The Jedi (Limited Edition Steel Book) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00347MUUO) [Item: B00347MUUO] | Unknown | Rating: 4.5
(ID: B001JV5B9O) Little House on the Prairie - Country School | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.9
(ID: B01LXXMIPK) [Item: B01LXXMIPK] | Unknown | Rating: 4.2
(ID: B00H7KJTCG) The Secret Life of Walter Mitty | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: 6302961505) Goodbye Miss 4th of July | Movies & TV > Disney Home Video > All Disney Titles | Rating: 4.8
(ID: B0071BY1OM) The Story Of Rock N Roll Comics | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.8
(ID: B092ZL5TXW) [Item: B092ZL5TXW] | Unknown | Rating: 4.0
(ID: B00125WAWS) The Great Debaters | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.8
(ID: B07KPHX9JN) [Item: B07KPHX9JN] | Unknown | Rating: 3.5
(ID: B07ZDLZV44) [Item: B07ZDLZV44] | Unknown | Rating: 4.9
(ID: B006QSSL3S) [Item: B006QSSL3S] | Unknown | Rating: 4.2
(ID: B079GN9YZR) [Item: B079GN9YZR] | Unknown | Rating: 2.2
(ID: B0039A9M66) Missing In Action/Delta Force 2 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 5.0
(ID: B00EP3WQL4) [Item: B00EP3WQL4] | Unknown | Rating: 3.7
(ID: 6303152767) The Mayflower Voyagers This Is America, Charlie Brown VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B008W1IB6E) 6 Degrees of Hell | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.0
(ID: B003BKZ1OG) Women Without Men | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00UTEW3SO) Man on a Tightrope (1953) ( Man on a Tight rope ) [ Blu-Ray, Reg.A/B/C Import - Spain ] | Movies & TV > Blu-ray > Movies | Rating: 3.1
(ID: B07482TTGD) The Complete James Dean Collection | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00ALTQRGG) Super 8 / Eagle Eye Double Feature | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B00PFZ3PES) [Item: B00PFZ3PES] | Unknown | Rating: 4.9
(ID: B07SQ5PR43) [Item: B07SQ5PR43] | Unknown | Rating: 2.7
(ID: B00803PFXG) Taking Care of Business & Mr. Destiny + Hello Again - Triple Feature | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01M2YXBZV) [Item: B01M2YXBZV] | Unknown | Rating: 4.5
(ID: B00005UM3H) Zulu | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B07939LC4V) [Item: B07939LC4V] | Unknown | Rating: 5.0
(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: B0095R44JM) [Item: B0095R44JM] | Unknown | Rating: 4.9
(ID: B000OIOGJY) Patrick Moraz: Live in Princeton | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B0015FGC2O) The Fly / The Fly (Double Take Original & Remake) | Movies & TV > Movies | Rating: 4.9
(ID: B011NM18YU) [Item: B011NM18YU] | Unknown | Rating: 4.8
(ID: B00DG0CEN2) [Item: B00DG0CEN2] | Unknown | Rating: 3.7
(ID: B07962SF3K) [Item: B07962SF3K] | Unknown | Rating: 4.7
(ID: B09BD14563) [Item: B09BD14563] | Unknown | Rating: 4.4
(ID: B00DNTW8W8) [Item: B00DNTW8W8] | Unknown | Rating: 4.2
(ID: B00GHH9HW2) Newhart: Season 2 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00ES4CHDC) [Item: B00ES4CHDC] | Unknown | Rating: 4.0
(ID: B0734599WY) Broadchurch | Drama | Rating: 4.7
(ID: B00980MOLQ) [Item: B00980MOLQ] | Unknown | Rating: 4.3
(ID: 6300184005) Test of Love | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B0094JSNB6) [Item: B0094JSNB6] | Unknown | Rating: 4.6
(ID: B0053ZU0D4) [Item: B0053ZU0D4] | Unknown | Rating: 4.7
(ID: B07TD6LFDS) 369 | Suspense > Action | Rating: 3.7
(ID: B0007XBK7M) To Live and Die in L.A. (Special Edition) | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.7
(ID: B00FK5BX74) [Item: B00FK5BX74] | Unknown | Rating: 4.8
(ID: B00GQ0HHCM) [Item: B00GQ0HHCM] | Unknown | Rating: 4.0
(ID: B086N17D16) [Item: B086N17D16] | Unknown | Rating: 4.1
(ID: B01FV4PEI2) [Item: B01FV4PEI2] | Unknown | Rating: 5.0
(ID: B0002J58GA) Vampiyaz | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.2
(ID: B00BLHOLLK) [Item: B00BLHOLLK] | Unknown | Rating: 4.0
(ID: B01LXMTEZ7) [Item: B01LXMTEZ7] | Unknown | Rating: 4.8
(ID: B002UTSGLO) Suzanne Caesar's Rhythm For Life - The Prenatal Belly Dance Workout | Movies & TV > Movies | Rating: 5.0
(ID: B07N3RHHSB) Reconstruction: America After the Civil War | Movies & TV > PBS > All | Rating: 4.8
(ID: B076VSQ7LK) [Item: B076VSQ7LK] | Unknown | Rating: 4.5
(ID: 194578816X) Orphaned Courage | Movies & TV > Movies | Rating: 4.1
(ID: B000127ZC8) Foolproof | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.3
(ID: B000AM3E6U) Rent-A-Kid ( Rent A Kid ) [ NON-USA FORMAT, PAL, Reg.2 Import - Netherlands ] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.5
(ID: B00AZEWDMY) Duct Tape Messiah: Blaze Foley | Movies & TV > Movies | Rating: 4.3
(ID: B09Q2BH23G) Dongri Danger | Comedy | Rating: 3.6
(ID: B000056N7V) Sadie Thompson | Movies & TV > Classics > Silent 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."
}
|
B07KPHX9JN
|
[Item: B07KPHX9JN]
| 1
|
AEWG4UAZ5I37ZHNSTYNCV7NETL6A
|
overlapping_books_movies
|
B
|
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:
- Batman: Tales of the Demon | Books > Teen & Young Adult > Literature & Fiction | Rating: 3.0
- The Final Night | Books > Comics & Graphic Novels > Publishers | Rating: 3.0
- Green Arrow 4: The Kill Machine | Books > Comics & Graphic Novels > Graphic Novels | Rating: 5.0
- Dave Stevens' Stories & Covers | Books > Humor & Entertainment > Pop Culture | Rating: 3.0
- Batman: The Black Glove | Books > Comics & Graphic Novels > Graphic Novels | Rating: 5.0
- Hobgoblin (Ultimate Spider-Man, Vol. 13) | Books > Teen & Young Adult > Literature & Fiction | Rating: 2.0
### User's movies History:
- [Item: B00FEC3TW0] | Unknown | Rating: 3.0
- [Item: B001NOVA1U] | Unknown | Rating: 4.0
- Iron Man 3 [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.0
- [Item: B0178EIWKK] | Unknown | Rating: 5.0
- TALES FROM THE CRYPT: S7 (DVD) | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Batman vs. Robin | Animation > Drama > Adventure | Rating: 2.0
- Batman: The Dark Knight Returns (Deluxe Edition) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.0
- Nosferatu (The Vampyre / Phantom Der Nacht) [DVD] | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 5.0
- Scars of Dracula | Movies & TV > Featured Categories > DVD | Rating: 4.0
- Terror Of Dracula | Movies & TV > Genre for Featured Categories > Horror | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B00B3EJY6I) [Item: B00B3EJY6I] | Unknown | Rating: 4.7
(ID: B00005Q31F) Dr. Seuss - The Grinch Grinches the Cat in the Hat VHS | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.5
(ID: B001ELA6VM) [Item: B001ELA6VM] | Unknown | Rating: 4.5
(ID: B000TZJC32) Tales From The Cryptkeeper: Pleasant Screams - The Complete First Season (Old Version) | Movies & TV > TV | Rating: 4.6
(ID: B079BGF4ZX) A River Runs Through It / Legends Of The Fall (2-Pack) | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.5
(ID: B008X5CMCS) Excalibur | Fantasy > Adventure > Dark | Rating: 4.6
(ID: B00H51BI2Q) FIREFIGHTER | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B0007U1Y7Q) Cherub Wings 1: Little Things | Movies & TV > Independently Distributed > Kids & Family | Rating: 4.2
(ID: B001TZY5P6) Ultimate Hockey Skating 10 vol DVD series | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.7
(ID: B00XIXJ9DA) Is There a Vet in the House ? (Japanese TV Drama w. English Sub) | Movies & TV > Featured Categories > DVD | Rating: 2.7
(ID: 193648871X) Jonathan Cahn's Biblical Teachings - Volume 2 (3 DVD Set) | Movies & TV > Genre for Featured Categories > Faith & Spirituality | Rating: 4.5
(ID: B00A5V4SWK) [Item: B00A5V4SWK] | Unknown | Rating: 4.1
(ID: B00TNSG2RK) [Item: B00TNSG2RK] | Unknown | Rating: 4.7
(ID: B09HYSDG9D) [Item: B09HYSDG9D] | Unknown | Rating: 4.5
(ID: B000V6FVLG) Yoga for the Rest of Us: Essentials for Every Body | Movies & TV > Boxed Sets > Fitness & Yoga | Rating: 4.5
(ID: B01L3TCE9G) Christmas Ranch | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.4
(ID: B002MD2YVG) Blade of the Immortal Volume 2 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B006GU1KLG) West Coast Swing 101 | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.2
(ID: B0000CBXZ0) Great People of the Bible: The Apostle Paul | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B01FIVK6G8) [Item: B01FIVK6G8] | Unknown | Rating: 4.6
(ID: B000777UF4) Wonder Woman: The Complete First Season 2005 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B000NVI0E4) Live from Wembley Arena, London England: P!NK | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B08TV1BKDT) Back to the Future: 30th Anniversary Trilogy & Complete Animated Series (Complete Adventures - Bonus 64 Page Visual History Book - 9 Discs) | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.9
(ID: B004H3C2TI) Monsters, Inc. Disney Pixar LIMITED EDITION GIFT SET Includes 2 Disc Blu-Ray, 1 Disc DVD, 1 Disc Disneyfile Digital Copy, Collectible Book, Sticker Book and Litho Set | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: 9089706194) Relaxing Rainforest DVD - Jungle River Journeys with Nature Sounds | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.3
(ID: B07KHKWNPW) 2001: A Space Odyssey (Remastered) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B08QGHKG7G) [Item: B08QGHKG7G] | Unknown | Rating: 3.8
(ID: B00RA37HX8) [Item: B00RA37HX8] | Unknown | Rating: 4.9
(ID: B0B784GK2S) [Item: B0B784GK2S] | Unknown | Rating: 4.6
(ID: B00BFXF52Y) [Item: B00BFXF52Y] | Unknown | Rating: 4.1
(ID: B01M6DIDT7) [Item: B01M6DIDT7] | Unknown | Rating: 4.0
(ID: B000RDGMPM) Poseidon | Movies & TV > Movies | Rating: 4.5
(ID: B08DSZ2YV9) The Secret Garden [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B007IU8Z5C) Animals United DVD/Blu Ray Combo | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: 6302921104) Cyborg 2 | Movies & TV > Science Fiction & Fantasy | Rating: 4.2
(ID: B00AK51POK) Nova: Building Pharaoh's Chariot | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B000J45DHW) [Item: B000J45DHW] | Unknown | Rating: 4.5
(ID: B00CHT042Q) Streamers on Steroids | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.6
(ID: B08DVFJM63) [Item: B08DVFJM63] | Unknown | Rating: 4.5
(ID: B00006AUJ5) The New Method 20/20 - Perfect Pilates [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B0028S1114) Country's Greatest Stars Live: Vol. 2 | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B019SBJPO8) [Item: B019SBJPO8] | Unknown | Rating: 2.9
(ID: B075RQX6YR) [Item: B075RQX6YR] | Unknown | Rating: 4.8
(ID: B002AT8KBU) King of Kings | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B07D94SLD7) Lonesome Dove Complete 8-Disc Giftset DVD Collection + Comanche Moon with Playing Cards and Booklet | Movies & TV > Movies | Rating: 3.3
(ID: B00O4CTSHG) Homeland: Season 4 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B00101JMQG) WAR STORIES WITH OLIVER NORTH: HELL IN THE HUERTGEN FOREST | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
(ID: B06W9MBKYJ) Smallville: The Complete Second Season (DVD) ( New Repackage) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B01KU7P8ZY) [Item: B01KU7P8ZY] | Unknown | Rating: 2.9
(ID: B00HV0TJM2) Diagnosis Murder Season 1 | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.7
(ID: B00GG0X046) [Item: B00GG0X046] | Unknown | Rating: 4.8
(ID: B00B8L0K6E) American Restoration | Unscripted > Special Interest | Rating: 4.6
(ID: B000JJSLBC) Robert Plant And The Strange Sensation | Movies & TV > Independently Distributed > Drama | Rating: 4.5
(ID: B000SW2F44) [Item: B000SW2F44] | Unknown | Rating: 4.6
(ID: B00Z89MIZ8) [Item: B00Z89MIZ8] | Unknown | Rating: 4.8
(ID: B001TH37OY) Hell in the Pacific: The Last Great Naval War (5-pk)(Tin) | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B07BYGFWRV) [Item: B07BYGFWRV] | Unknown | Rating: 4.0
(ID: B07JCK9X94) [Item: B07JCK9X94] | Unknown | Rating: 5.0
(ID: B000MGBSJO) Dogs O'War Collection: WWII - The European Front 10 Film Set [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.9
(ID: B00008H2HZ) Canoa | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B001EJW0RW) For Love of Ivy [DVD] [1968] | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.6
(ID: B08ZB4GJV2) [Item: B08ZB4GJV2] | Unknown | Rating: 4.1
(ID: B07Z8BDGGY) [Item: B07Z8BDGGY] | Unknown | Rating: 3.8
(ID: B001BP4K2C) Street Kings (Special Edition + Digital Copy) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B06WVR8N4V) [Item: B06WVR8N4V] | Unknown | Rating: 3.2
(ID: B01J1HEVFW) Final Fantasy VII: Advent Children | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B06VT9N8FS) [Item: B06VT9N8FS] | Unknown | Rating: 5.0
(ID: B087FTV545) [Item: B087FTV545] | Unknown | Rating: 3.7
(ID: B007I1Q4JU) Tick...Tick...Tick... | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B000ULPFEU) Every Woman Knows a Secret [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B01AVMS8VO) Panic in Year Zero (1962) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00ER0QK8K) Lady in a Cage | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.4
(ID: B0173148JC) [Item: B0173148JC] | Unknown | Rating: 4.8
(ID: B097J1RDXF) [Item: B097J1RDXF] | Unknown | Rating: 4.2
(ID: B002A00J18) Artsee Smartsee | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B07Y6MH2ZV) [Item: B07Y6MH2ZV] | Unknown | Rating: 4.6
(ID: B004D8CBRK) Bad Kitty Sassy Fitness DVD (Video) Volume 1 | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.8
(ID: B00W3D3CQ6) [Item: B00W3D3CQ6] | Unknown | Rating: 3.6
(ID: B00DM0VOLO) [Item: B00DM0VOLO] | Unknown | Rating: 3.9
(ID: B00MFE0THS) [Item: B00MFE0THS] | Unknown | Rating: 3.9
(ID: B07BJ3F5P3) [Item: B07BJ3F5P3] | Unknown | Rating: 4.0
(ID: B002BI4JKG) The Judy Garland Show, Vol. 1 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01MR9IIJK) [Item: B01MR9IIJK] | Unknown | Rating: 3.2
(ID: B0128P0LIU) Ascension | Movies & TV > Movies | Rating: 4.5
(ID: B01MTCKBZ0) [Item: B01MTCKBZ0] | Unknown | Rating: 3.5
(ID: B01BL06XSK) [Item: B01BL06XSK] | Unknown | Rating: 5.0
(ID: B00EB88LTE) Alan Partridge: Alpha Papa | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00005RYQO) The Fast and the Furious [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B008Y7DDBE) [Item: B008Y7DDBE] | Unknown | Rating: 3.8
(ID: B079SLB5MR) Shah Bob | Comedy > Drama > Romance | Rating: 5.0
(ID: B00DK7KSI4) [Item: B00DK7KSI4] | Unknown | Rating: 4.0
(ID: B000ERVK6W) Good Neighbors - The Complete Series 4 | Movies & TV > BBC > All BBC Titles | Rating: 4.7
(ID: B01MSDQ880) [Item: B01MSDQ880] | Unknown | Rating: 5.0
(ID: B00EPA3VLG) Ice Age / Ice Age-Meltdown / Ice Age-Dawn of | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B00003UCB0) Mr Smith Goes to Washington | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B005EQJSW6) Hum Tum (2004) [Blu-ray] (Saif Ali Khan / Drama - Romance / Hindi Film / Bollywood Movie / Indian Cinema) | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B000YPUF9W) Resident Evil: Extinction | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
(ID: B00FJM46EK) Teen Wolf Too | Comedy > Horror > Cheerful | Rating: 4.3
(ID: B07J3H1DY7) Christmas Break-In | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B0B75ZPPXY) [Item: B0B75ZPPXY] | 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."
}
|
B0128P0LIU
|
Ascension
| 4
|
AEVNQCL6W5V5XHNOKNFKYD35GPIA
|
overlapping_books_movies
|
B
|
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 Stefan Mendoza Trilogy Boxed Set | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Phantom: Chainfire Trilogy, Part 2 (Sword of Truth, Book 10) | Books > Literature & Fiction > Action & Adventure | Rating: 2.0
- The Gone-Away World | Books > Literature & Fiction > Contemporary | Rating: 5.0
- Paul of Dune | Books > Science Fiction & Fantasy > Science Fiction | Rating: 2.0
- The Appeal: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
### User's movies History:
- The Last Dragon | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
- Gilbert & Sullivan: Broadway Theatre Archive (The Pirates of Penzance / Kline, Ronstadt, Smith, Routledge, Delacorte Theater ) | Movies & TV > Featured Categories > DVD | Rating: 4.0
- Back Track - Championship Vintage Motocross DVD | Movies & TV > Movies | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00969LURS) New Light: Live in Concert [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B078N5RGZP) [Item: B078N5RGZP] | Unknown | Rating: 4.3
(ID: B003AMCR5Q) [Item: B003AMCR5Q] | Unknown | Rating: 4.5
(ID: B0017RFXK2) Loonatics Unleashed: Season 1&2 (2-Pack) | Movies & TV > Studio Specials > Warner Home Video | Rating: 3.2
(ID: B00C2YBVC8) Flying Wallendas - The Show Must Go On | Movies & TV > Independently Distributed > Documentary | Rating: 4.4
(ID: B086Q8ZN69) [Item: B086Q8ZN69] | Unknown | Rating: 3.4
(ID: B0007N19X2) I Am David | Movies & TV > Music Artists | Rating: 4.7
(ID: B01850YW1Y) [Item: B01850YW1Y] | Unknown | Rating: 4.8
(ID: B000CP8E74) The Bells of St. Mary's (Colorized) | Movies & TV > Featured Categories | Rating: 4.8
(ID: B00BJGT4D8) [Item: B00BJGT4D8] | Unknown | Rating: 4.9
(ID: B00DU70YVU) [Item: B00DU70YVU] | Unknown | Rating: 3.9
(ID: 0783235968) Field of Dreams | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B000KLTKK0) The Bremen Town-Musicians | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 1.5
(ID: B00008R9KE) Jeffrey [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B000053V52) Gossip VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B07MB6W8D7) [Item: B07MB6W8D7] | Unknown | Rating: 2.9
(ID: B00GAEVMV6) [Item: B00GAEVMV6] | Unknown | Rating: 4.1
(ID: B000I5X7TS) Alex Borstein: Drop Dead Gorgeous in a Down-to-Earth Bombshell Sort of Way | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 3.4
(ID: B00600SOES) Octubre | Movies & TV > Independently Distributed > Drama | Rating: 3.7
(ID: B004BD74NS) Chuggington: Let's Ride The Rails | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B005C8DNQS) [Item: B005C8DNQS] | Unknown | Rating: 4.0
(ID: B01MY1C4BL) Claire In Motion | Suspense > Drama > Stunning | Rating: 3.3
(ID: 6305976422) Slumber Party Massacre II | Movies & TV > Science Fiction & Fantasy | Rating: 3.7
(ID: B009INLFS6) [Item: B009INLFS6] | Unknown | Rating: 4.1
(ID: B083CNM2CB) [Item: B083CNM2CB] | Unknown | Rating: 3.7
(ID: B00S8KXID0) [Item: B00S8KXID0] | Unknown | Rating: 4.8
(ID: B000ARXF2S) Georges Bizet - Carmen / Peter Hall, Bernard Haitink, Maria Ewing, Barry McCauley, London Philharmonic, Glyndebourne Festival Opera | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.2
(ID: B008HNRQNQ) [Item: B008HNRQNQ] | Unknown | Rating: 4.7
(ID: B0BGJJQ3XD) Coroner: Seasons 1-4 [DVD] | Movies & TV > TV | Rating: 4.5
(ID: B0000AINJX) Yokai Monsters: Along with Ghosts | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.3
(ID: B07KZHV8J6) The Brink [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B00NEPMQGY) Deadly Weekend | Movies & TV > Movies | Rating: 3.1
(ID: B000Z63ZKG) Rodgers and Hammerstein Collection | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B00195FUDM) The Country Mouse and the City Mouse Adventures: The Mystery of the Mouse Pharaoh's Tomb | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B0002VEPEO) Billy Blanks' Tae Bo: Cardio Circuit, Vol. 2 [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.5
(ID: B00VQMHNOC) [Item: B00VQMHNOC] | Unknown | Rating: 4.8
(ID: B01A45HVJS) [Item: B01A45HVJS] | Unknown | Rating: 3.6
(ID: B00197POXG) Dr. Quinn, Medicine Woman: The Complete Series Megaset [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B06VXZJ3MT) [Item: B06VXZJ3MT] | Unknown | Rating: 4.0
(ID: B00008G984) Doble o Nada [DVD] | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.9
(ID: B07PF1W3XQ) [Item: B07PF1W3XQ] | Unknown | Rating: 4.6
(ID: 6304438060) Innerspace VHS | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B07NMCKSNB) Wedding March 4: Something Old, Something New | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B000SFOY90) The Wiggles: Wiggly, Wiggly World! [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B01E6D6VW2) [Item: B01E6D6VW2] | Unknown | Rating: 3.3
(ID: B0000A2ZNH) Inspector Morse - Death Is Now My Neighbour [DVD] | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.5
(ID: B008D5RN0E) Metalocalypse | Comedy > Animation > Music Videos and Concerts | Rating: 4.9
(ID: B001UE8K0W) Twister [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00ECTS2IC) [Item: B00ECTS2IC] | Unknown | Rating: 4.4
(ID: B06XQD3P2Z) [Item: B06XQD3P2Z] | Unknown | Rating: 4.5
(ID: B00008NV4G) Cheers: Season 1 | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 4.8
(ID: B07BHZY726) The Hills | Drama > Action | Rating: 3.3
(ID: 6301395220) Magic of the Kirov | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.3
(ID: B07WZX163R) [Item: B07WZX163R] | Unknown | Rating: 3.6
(ID: B000W6Q1H8) Die Hard 2 [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00008OM6F) The Life of Mammals, Vol. 3 | Movies & TV > Studio Specials > Warner Home Video | Rating: 5.0
(ID: B0071LEH14) Black Butler: Complete First Season | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B09LLV7JR7) [Item: B09LLV7JR7] | Unknown | Rating: 3.9
(ID: B0041C9PUO) [Item: B0041C9PUO] | Unknown | Rating: 3.8
(ID: B07Q5B4B27) [Item: B07Q5B4B27] | Unknown | Rating: 4.6
(ID: B07CZM11HP) Marvel's Agents Of S.H.I.E.L.D. - S 2018 | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.7
(ID: B08SVTV9DQ) [Item: B08SVTV9DQ] | Unknown | Rating: 4.7
(ID: B00326VKAI) Everest 2 Beyond the Limit | Special Interest | Rating: 4.6
(ID: B000VLOKIQ) Flag, Volume 1 | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B00GICP86A) Runner Runner [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B07TSQYJGT) [Item: B07TSQYJGT] | Unknown | Rating: 4.5
(ID: B01GWDHKQU) Ballykissangel: The Complete Collection by Frankie McCafferty | Movies & TV > BBC > All BBC Titles | Rating: 4.4
(ID: B074J5KF17) Unlocked | Movies & TV > Movies | Rating: 4.4
(ID: B0787GBBQR) [Item: B0787GBBQR] | Unknown | Rating: 4.6
(ID: B0018G4LFU) Moving Free Longevity Solution Cardio Dance Level 1 Easy Aerobics DVD for Beginners, Boomers and Seniors Exercise by Mirabai Holland | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.5
(ID: B005OUL88E) Billy Blanks Jr. - Fat Burning Hip Hop Mix | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.0
(ID: B007WCAUVS) [Item: B007WCAUVS] | Unknown | Rating: 4.7
(ID: B00INS2GNA) [Item: B00INS2GNA] | Unknown | Rating: 3.9
(ID: B0879JP4TJ) Torn - Dark Bullets | Suspense > Action > Drama | Rating: 4.1
(ID: B000H6SXYW) Men Behaving Badly - Complete Series 5 | Movies & TV > BBC > All BBC Titles | Rating: 4.1
(ID: B091NW9JYB) Defending Jacob | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B000VAGS50) [Item: B000VAGS50] | Unknown | Rating: 4.6
(ID: B000MPRA2E) [Item: B000MPRA2E] | Unknown | Rating: 3.6
(ID: B0000W5J8G) Yu Yu Hakusho, Vol. 20: Terrible Truths | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B07M7S14BR) [Item: B07M7S14BR] | Unknown | Rating: 3.0
(ID: B0042837CY) Celebrity Nude Revue, The Saucy 70's, Volume 1 | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: 6302010985) Juarez | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.5
(ID: B08NHWBV5C) [Item: B08NHWBV5C] | Unknown | Rating: 4.2
(ID: B01EW1UMNW) Canadian Pacific (Fully Restored Special Edition) | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.6
(ID: B00GBT63B4) Dead Of The Nite | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 2.9
(ID: B0053F2I9S) [Item: B0053F2I9S] | Unknown | Rating: 4.7
(ID: B002A6H6O0) Dempsey & Makepeace: Season One [Regions 2 & 4] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00013RCAC) Belles on Their Toes | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B00006FI3U) Wild Orchid | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B07X4C1X7R) A House Divided: Season 1 | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B00LEUA6O0) Take Back Your Power: Investigating the Smart Grid | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B004W1GD72) [Item: B004W1GD72] | Unknown | Rating: 4.2
(ID: B00E4TSNCK) [Item: B00E4TSNCK] | Unknown | Rating: 4.6
(ID: B00XZZMRDK) Sabagebu Survival Game Club [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B005IGE0S4) [Item: B005IGE0S4] | Unknown | Rating: 4.3
(ID: B003E43X8U) [Item: B003E43X8U] | Unknown | Rating: 3.2
(ID: B0042U1LZ2) [Item: B0042U1LZ2] | Unknown | Rating: 4.8
(ID: B077697MHF) Kath and Kim Komplete Kollection (Series 1-4) - 10-DVD Box Set ( Kath & Kim Collection / Kath and Kimderella: The Movie / Da Kath and Kim Code ) [ NON-USA FORMAT, PAL, Reg.0 Import - Australia ] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B00JH0X1KA) [Item: B00JH0X1KA] | Unknown | Rating: 4.5
(ID: B076MG1K92) [Item: B076MG1K92] | 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."
}
|
B0071LEH14
|
Black Butler: Complete First Season
| 5
|
AFSWUWXE57RXC6XHUWPMKN6K2SVA
|
overlapping_books_movies
|
B
|
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:
- Gustav Klimt: Art Nouveau Visionary | Books > Arts & Photography > History & Criticism | Rating: 5.0
- The Annotated Lolita: Revised and Updated | Books > Humor & Entertainment > Humor | Rating: 5.0
- The Fossil | Books > Science Fiction & Fantasy > Science Fiction | Rating: 3.0
- Book of the Dead | Books > Literature & Fiction > Action & Adventure | Rating: 3.0
- Coloring Book for Grown Ups: Creative Patterns for Adults | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 3.0
- Collecting Rocks, Gems & Minerals: Easy Identification - Values - Lapidary Uses (Warman's Field Guide) | Books > Science & Math > Nature & Ecology | Rating: 2.0
- Firebird (An Alex Benedict Novel) | Books > Science Fiction & Fantasy > Science Fiction | Rating: 2.0
- Gideon's Sword (Gideon Crew Series) | Books > Literature & Fiction > Action & Adventure | Rating: 2.0
- Better Homes and Gardens New Cook Book: Celebrating the Promise, 14th Limited Edition "Pink Plaid" | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 1.0
- Modeling the Head in Clay: Creative Techniques for the Sculptor | Books > Arts & Photography > History & Criticism | Rating: 3.0
### User's movies History:
- Europa Report | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.0
- Terra Nova | Movies & TV > Boxed Sets > Mystery & Suspense | Rating: 5.0
- [Item: B00VFTA0G4] | Unknown | Rating: 5.0
- Earth 2 - The Complete Series | Movies & TV > Featured Categories > DVD | Rating: 2.0
- Interstellar (Blu-ray + DVD Combo Pack) | Movies & TV > Award Winners in Movies & TV > Oscar Central | Rating: 2.0
- Surface: The Complete Series [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 5.0
- Prometheus (Blu-ray/ DVD + Digital Copy) | Movies & TV > Blu-ray > Movies | Rating: 3.0
- Skyline | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B0007M43O0) Solid Oak Mission Design CD DVD Cabinet | Movies & TV > Movies | Rating: 4.0
(ID: B09NJBPDK7) [Item: B09NJBPDK7] | Unknown | Rating: 2.9
(ID: 6302874807) Fat City [VHS] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.2
(ID: B001ADPMQS) Santa Claus - The Movie | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.7
(ID: B01ECMVYEW) Robin Williams Live Off the Wall | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B07C6KBNC5) The Figurine | Suspense > Horror > Drama | Rating: 3.4
(ID: B00SX5WHZK) [Item: B00SX5WHZK] | Unknown | Rating: 3.5
(ID: B00P0E4840) Unforgiven: Special Edition (Dbl DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B004J53NRO) Kabhi Alvida Naa Kehna | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B074NCZGC3) [Item: B074NCZGC3] | Unknown | Rating: 3.7
(ID: B00000K0EK) Possums [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B001OKCXTQ) [Item: B001OKCXTQ] | Unknown | Rating: 4.6
(ID: B096L8HZ7X) [Item: B096L8HZ7X] | Unknown | Rating: 4.2
(ID: B0009HMTM6) St. Helens [DVD] | Movies & TV > Movies | Rating: 4.6
(ID: B00HZ73LRK) [Item: B00HZ73LRK] | Unknown | Rating: 4.4
(ID: B00V2KTU5S) [Item: B00V2KTU5S] | Unknown | Rating: 4.4
(ID: B0873WYFF4) [Item: B0873WYFF4] | Unknown | Rating: 4.3
(ID: B00V3QQDR4) The Cat Returns | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B083JP9V3L) [Item: B083JP9V3L] | Unknown | Rating: 3.9
(ID: B00KOC72IC) [Item: B00KOC72IC] | Unknown | Rating: 4.6
(ID: B07QVLXZ5Y) [Item: B07QVLXZ5Y] | Unknown | Rating: 4.9
(ID: B06W9JMNSX) VICE | Documentary > Talk Show and Variety | Rating: 4.2
(ID: B0026MOVNC) SOD: Michelangelo Revealed | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.8
(ID: B00ESY63NC) [Item: B00ESY63NC] | Unknown | Rating: 4.9
(ID: B0038M2SAW) Life On Mars: The Complete Collection (U.K.) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: 6305572194) National Geographic's Tigers of the Snow | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.5
(ID: B000F2CAJ2) The Great Yokai War (Double-Disc Special Edition) | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.4
(ID: B009URHRL4) Where the Trail Ends [Blu-ray] [Import allemand] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00HCNGNLI) [Item: B00HCNGNLI] | Unknown | Rating: 4.7
(ID: B0B57L6YWG) [Item: B0B57L6YWG] | Unknown | Rating: 3.4
(ID: B00II8UEE8) [Item: B00II8UEE8] | Unknown | Rating: 4.7
(ID: B0009P7EI2) Jean De Florette / Manon of the Spring (Double Feature) | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.7
(ID: B01MRU58BK) Blackhawk - 15 Chapter Cliffhanger Serial - 1952 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B00DISNMCY) Bike-O-Vision - Virtual Cycling Adventure - Loire Valley, France - Perfect for Indoor Cycling and Treadmill Workouts - Cardio Fitness Scenery Video (Widescreen DVD #23) | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.7
(ID: B07RPH968Z) [Item: B07RPH968Z] | Unknown | Rating: 4.9
(ID: B009VXWIDY) Hour: Season 2 | Movies & TV > BBC > All BBC Titles | Rating: 4.6
(ID: B000OLAITI) billy blanks tae bo amped | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.5
(ID: B003SFVJJK) Donkey Ollie, Shipwrecked and Exodus to Egypt DVD | Movies & TV > Movies | Rating: 5.0
(ID: B001GM3MJW) [Item: B001GM3MJW] | Unknown | Rating: 4.6
(ID: B001NJO7CE) [Item: B001NJO7CE] | Unknown | Rating: 4.3
(ID: B00T6KILU6) Archer : The Complete Season Six | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B0899C3VDH) Blue Mountain State | Comedy | Rating: 4.8
(ID: B00U0SSCUW) River of Death [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.2
(ID: B0038MUZ3O) Perfect Combination | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B0006IGWLM) Mucha Lucha: Heart of Lucha (Mini-DVD) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B00JE5M90G) [Item: B00JE5M90G] | Unknown | Rating: 4.4
(ID: B001F4T998) [Item: B001F4T998] | Unknown | Rating: 4.8
(ID: B005LPMBPQ) My Cousin Rachel | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0002ISGI8) Kidnapped | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.5
(ID: B07Q8Q6P26) Supergirl: The Complete Fourth Season (Blu-ray) | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B00A1AU72U) It's in the Bag | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B00MXGAO6Y) The Strange Love of Martha Ivers - Digitally Remastered | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B002KQ3D5Q) [Item: B002KQ3D5Q] | Unknown | Rating: 4.7
(ID: B00LM4S7HQ) [Item: B00LM4S7HQ] | Unknown | Rating: 4.3
(ID: B07GRJLPN5) The Witching Season | Movies & TV > Featured Categories > Blu-ray | Rating: 4.1
(ID: B00005NTN2) Children of the Corn: Revelation [DVD] | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.3
(ID: B005KP77WO) Cher: The Film Collection (Good Times / Chastity / Silkwood) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.7
(ID: B00G5Z4VMM) [Item: B00G5Z4VMM] | Unknown | Rating: 4.4
(ID: 6303093493) A Thousand Heroes VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B079C1396D) [Item: B079C1396D] | Unknown | Rating: 4.4
(ID: B001LXIDWC) Law & Order: Special Victims Unit - The Eighth Year | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.8
(ID: B0000VAGYE) The New Guy | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B000L22SGG) Open Season [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B005PYKNJY) NCIS: Season 9 | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.9
(ID: B06XGDHCVY) [Item: B06XGDHCVY] | Unknown | Rating: 4.8
(ID: B07QS73XDZ) [Item: B07QS73XDZ] | Unknown | Rating: 4.4
(ID: B00PDCCJP4) [Item: B00PDCCJP4] | Unknown | Rating: 4.6
(ID: B00AT9EVYI) The Three Caballeros | Comedy > Animation > Cheerful | Rating: 4.7
(ID: B00R8534TO) [Item: B00R8534TO] | Unknown | Rating: 2.8
(ID: B07BS4BNLN) [Item: B07BS4BNLN] | Unknown | Rating: 4.0
(ID: B000IHJ2B8) [Item: B000IHJ2B8] | Unknown | Rating: 4.7
(ID: B00092ZT5K) Tikki Tikki Tembo... and More Favorite Tales (Scholastic Video Collection) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.4
(ID: B001VDMIAA) [Item: B001VDMIAA] | Unknown | Rating: 4.3
(ID: B006VCVSX4) [Item: B006VCVSX4] | Unknown | Rating: 4.2
(ID: B005SZARKK) [Item: B005SZARKK] | Unknown | Rating: 4.7
(ID: B000WEA2KC) Rascal Flatts CMT Pick | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B07R991LK9) [Item: B07R991LK9] | Unknown | Rating: 4.6
(ID: B0B6T29QTP) Bros | Comedy > Romance | Rating: 3.9
(ID: 1581991231) John Denver - Let This Be a Voice VHS | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.6
(ID: B000229UFW) Tickle Me 'till Me Laff --A belly-full of Guyanese Laughter) | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B07D3CZLCJ) [Item: B07D3CZLCJ] | Unknown | Rating: 2.8
(ID: B00AGE6Z3Q) [Item: B00AGE6Z3Q] | Unknown | Rating: 4.5
(ID: B00DLX76A0) Billy Blanks: Express Live | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.6
(ID: B004E0I0C2) [Item: B004E0I0C2] | Unknown | Rating: 5.0
(ID: B000MRA57E) Hip Hop Colony [DVD] | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 3.6
(ID: 1571320814) Barney's Adventure Bus | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B008HHAD50) American Girl: McKenna Shoots for the Stars [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B017MN175Y) Alaskan Bush People | Unscripted | Rating: 4.7
(ID: B003UESJFQ) Made in Dagenham | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B015O6PCPC) [Item: B015O6PCPC] | Unknown | Rating: 4.1
(ID: B01LYVO21G) [Item: B01LYVO21G] | Unknown | Rating: 4.1
(ID: B000055XMO) Lemon Sisters | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.9
(ID: B08F2ZB4J5) [Item: B08F2ZB4J5] | Unknown | Rating: 4.7
(ID: B0031TZXSG) Ed Wood's Devil Girls | Movies & TV > Featured Categories > DVD | Rating: 2.8
(ID: B06WLQQQB2) Brain Damage (2-Disc Special Edition) [Blu-ray + DVD] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B000OVLBG2) Jesse Stone: Death In Paradise | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B00X7HEK5Y) Life In Squares [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B0833XN3VS) Love is Blind | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.9
(ID: B0771RZW7C) The Lost Valentine | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.9
(ID: B01MRDE86J) [Item: B01MRDE86J] | 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."
}
|
B07R991LK9
|
[Item: B07R991LK9]
| 3
|
AFVN7B424ATRX5TZPIN6J3WJNG6Q
|
overlapping_books_movies
|
B
|
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:
- Child 44 (The Child 44 Trilogy) | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Spangle | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- No Less Than Victory: A Novel of World War II | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- My Google Chromebook (My...) | Books > Computers & Technology > Hardware & DIY | Rating: 1.0
- You're Only Old Once!: A Book for Obsolete Children | Books > Literature & Fiction > Humor & Satire | Rating: 2.0
- Suddenly Sixty: And Other Shocks of Later Life (Judith Viorst's Decades) | Books > Literature & Fiction > Poetry | Rating: 1.0
- Bowl of Heaven: A Novel | Books > Science Fiction & Fantasy > Science Fiction | Rating: 4.0
- Overtime: A Tor.Com Original (Laundry Files) | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
### User's movies History:
- Prime Suspect: The Complete Collection | Movies & TV > Boxed Sets > Mystery & Suspense | Rating: 3.0
- The Bletchley Circle: Cracking a Killer's Code | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 2.0
- Firefly: The Complete Series | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 3.0
- Lewis - Series 7 [NON-U.S.A. FORMAT: PAL + REGION 2 + U.K. IMPORT] (Complete Seventh Season - Original British Version - Inspector Lewis) | Movies & TV > Featured Categories > DVD | Rating: 5.0
- Foyle's War: The Homefront Files, Sets 1-6 | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B07ZWBNZMX) American Experience: McCarthy | Movies & TV > Featured Categories > Prime Video | Rating: 4.7
(ID: B073LGMV61) Watch Around The Clock - 24 Hours of TV | Movies & TV > TV | Rating: 4.6
(ID: B008Y5T3QA) Drugstore Cowboy | Suspense > Drama > Downbeat | Rating: 4.6
(ID: B00VZRXTBO) [Item: B00VZRXTBO] | Unknown | Rating: 4.4
(ID: B000J3EZ22) "The Lady from Sockholm" | Movies & TV > Studio Specials | Rating: 4.7
(ID: B017I243Q4) Tangerine | Comedy > Drama > Joyous | Rating: 4.3
(ID: B000ADWDFC) It's All About Love [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.8
(ID: B001BF4X7E) Ruggles of Red Gap | Comedy | Rating: 4.7
(ID: B001EUUMS0) [Item: B001EUUMS0] | Unknown | Rating: 4.5
(ID: B07YBKP65D) [Item: B07YBKP65D] | Unknown | Rating: 4.6
(ID: B012VP8S1O) [Item: B012VP8S1O] | Unknown | Rating: 4.5
(ID: B00S6I7S5S) The Pet (Special Director's Cut) | Movies & TV > Fully Loaded DVDs > DTS | Rating: 3.6
(ID: B00HO2CUPK) SUPER CAMPEONES VOL.1 (CAPTAIN TSUBASA) [NTSC/REGION 1 & 4 DVD. Import-Latin America] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 5.0
(ID: B007YP4ZLY) [Item: B007YP4ZLY] | Unknown | Rating: 3.0
(ID: B00GRAJQ9S) Moto 5: The Movie | Action > Intense > Joyous | Rating: 4.3
(ID: B018TE36QS) [Item: B018TE36QS] | Unknown | Rating: 4.8
(ID: B001L1IDJ2) Passchendaele | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B09RTD6YWC) Drop Dead Fred [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B07YNZSK91) [Item: B07YNZSK91] | Unknown | Rating: 4.8
(ID: 0783240260) Mr. Death: The Rise & Fall of Fred A. Leuchter Jr. | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.1
(ID: B07NBPY4X2) Navy CIS: Los Angeles | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B001J2WI8K) Adriano Celentano - Movie Edition | Movies & TV > Movies | Rating: 4.3
(ID: B00E9SUS5G) Despicable Me/Despicable Me 2 | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.7
(ID: B01HIYROVS) [Item: B01HIYROVS] | Unknown | Rating: 4.7
(ID: B004HYBO5K) [Item: B004HYBO5K] | Unknown | Rating: 4.3
(ID: B001N4M31Q) Bowery At Midnight (1942) | Suspense > Horror | Rating: 3.7
(ID: B0009OL84E) InuYasha, The Movie 3 - Swords of an Honorable Ruler | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.8
(ID: B075DXVLTK) Major League Baseball: 2017 World Series Film: Houston Astros vs. Los Angeles Dodgers | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B002X92KDQ) Guy from Harlem (aka Good Guy From Harlem) | Drama | Rating: 3.4
(ID: B0017LGQVI) [Item: B0017LGQVI] | Unknown | Rating: 4.3
(ID: B00YOR9BSM) [Item: B00YOR9BSM] | Unknown | Rating: 3.9
(ID: B003AIA6GW) [Item: B003AIA6GW] | Unknown | Rating: 4.5
(ID: B000XQ6SMK) [Item: B000XQ6SMK] | Unknown | Rating: 4.5
(ID: B01JZKX7P0) The Three Stooges: The Complete | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B08NLSCDPP) [Item: B08NLSCDPP] | Unknown | Rating: 3.0
(ID: B074T599M8) [Item: B074T599M8] | Unknown | Rating: 4.4
(ID: B000TCGM1A) [Item: B000TCGM1A] | Unknown | Rating: 4.8
(ID: B018IW6HS0) [Item: B018IW6HS0] | Unknown | Rating: 2.7
(ID: 1930612087) Transformations: A Documentary | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B002YPTW5S) Shell's Wonderful World of Golf: Nicklaus Vs. Snead | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.6
(ID: B0091WKIQ4) [Item: B0091WKIQ4] | Unknown | Rating: 4.5
(ID: B0002QPPUC) Shelly Garrett presents The Original Beauty Shop | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B000MTFDDS) The Chocolate War [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B01AZ8595W) [Item: B01AZ8595W] | Unknown | Rating: 3.2
(ID: B005HG31LM) [Item: B005HG31LM] | Unknown | Rating: 4.8
(ID: B01LY025AD) [Item: B01LY025AD] | Unknown | Rating: 3.8
(ID: B004HI84NG) [Item: B004HI84NG] | Unknown | Rating: 4.8
(ID: B0001IN0N0) Tarzan (Tarzan and the Trappers / Tarzan the Fearless / Tarzan of the Apes / Tarzan and the Green Goddess / Tarzan's Revenge) | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B000X4GXT0) [Item: B000X4GXT0] | Unknown | Rating: 4.7
(ID: B00AMBLJ2K) [Item: B00AMBLJ2K] | Unknown | Rating: 4.6
(ID: B078GC57WJ) Jumanji: Welcome To The Jungle [Blu-ray 3D] [2017] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B01M5BK37G) [Item: B01M5BK37G] | Unknown | Rating: 4.7
(ID: B07G5HG5MX) [Item: B07G5HG5MX] | Unknown | Rating: 4.5
(ID: B001QIRSEQ) Cook Like a Chef: Season 1 V.1 (20 Episodes) [DVD] | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.3
(ID: B016LCORPO) [Item: B016LCORPO] | Unknown | Rating: 4.6
(ID: B0087IT8FK) Intouchables | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B00IJUIY60) Legend (1986) | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 3.7
(ID: B009KY9DL4) The Great Rupert MP3 tracks | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B074R1M384) [Item: B074R1M384] | Unknown | Rating: 4.4
(ID: B00LKCQOP2) Touched By Grace | Movies & TV > Independently Distributed > Drama | Rating: 4.7
(ID: B005DVIO2W) UPSTAIRS, DOWNSTAIRS, SERIES 5 | Movies & TV > Boxed Sets > Drama | Rating: 4.5
(ID: B000H5U5IA) Ganja & Hess: The Complete Edition [DVD] | Movies & TV > Cult Movies > Blaxploitation | Rating: 3.9
(ID: B00ID6WWOA) Sally and Saint Anne (1952) | Movies & TV > Movies | Rating: 4.0
(ID: B0017LILS4) Jumper | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B07L7P7V8F) [Item: B07L7P7V8F] | Unknown | Rating: 4.8
(ID: B000U95FJM) War Machines Of WWII (10 Dvd) Collector's Edition | Movies & TV > Boxed Sets > Action & Adventure | Rating: 4.0
(ID: B001KQS3SY) Legends of Air Combat: Fa-18 Hornet | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B0007TKHDO) American Dreamer | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.8
(ID: B007PKOKFO) [Item: B007PKOKFO] | Unknown | Rating: 4.6
(ID: B008WF9ZOC) [Item: B008WF9ZOC] | Unknown | Rating: 3.8
(ID: B08SYTBDBP) The Tuxedo (Blu-ray) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00DYPZF1M) [Item: B00DYPZF1M] | Unknown | Rating: 4.1
(ID: B00UGQ3VTA) Divine Secrets of the Ya-Ya Sisterhood (Widescreen Edition) by Warner Home Video | Movies & TV > Movies | Rating: 4.6
(ID: B001G5IK3C) The Complete Master Works 2 | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B000EQ5U5A) Figure Skating: Ladies' & Pairs 2006 Olympic Winter Games | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B07RX927ST) [Item: B07RX927ST] | Unknown | Rating: 3.9
(ID: B000FILUME) 7 Mummies | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B004WD1J6K) The Phantom Empire | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.5
(ID: B00AYGVCCK) Hemel | Movies & TV > Independently Distributed > Drama | Rating: 3.1
(ID: B01I06506E) Pianist [DVD] [Region 1] [US Import] [NTSC] | Movies & TV > Movies | Rating: 4.3
(ID: 6305326940) A Bug's Life [VHS] | Movies & TV > Disney Home Video > By Age | Rating: 4.8
(ID: B004TBE2OG) [Item: B004TBE2OG] | Unknown | Rating: 3.0
(ID: B009GK1JWS) [Item: B009GK1JWS] | Unknown | Rating: 4.8
(ID: B003AY49Q4) [Item: B003AY49Q4] | Unknown | Rating: 4.1
(ID: B000WMUXTE) Bad Girls - Series 4 [Region 2 Import- Non USA Format] | Movies & TV > TV | Rating: 4.0
(ID: B07ZVWRT7K) Midway [Blu-ray] [2019] | Movies & TV > Blu-ray > Movies | Rating: 3.6
(ID: B000YIBYBM) [Item: B000YIBYBM] | Unknown | Rating: 4.6
(ID: B01J9420J6) [Item: B01J9420J6] | Unknown | Rating: 4.6
(ID: B074R63362) [Item: B074R63362] | Unknown | Rating: 3.0
(ID: B0060MYM3S) Game of Thrones: Season 2 | Movies & TV > HBO > All HBO Titles | Rating: 4.7
(ID: B004BH50Q2) Cyrano de Bergerac [FR IMPORT] Blu Ray + DVD Includes English Audio | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B009EEOMUM) [Item: B009EEOMUM] | Unknown | Rating: 4.5
(ID: B00FEBYWJK) [Item: B00FEBYWJK] | Unknown | Rating: 3.2
(ID: B019D8TSJ8) [Item: B019D8TSJ8] | Unknown | Rating: 4.3
(ID: B000JJ4W8S) George Washington DVD | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B07528546C) [Item: B07528546C] | Unknown | Rating: 3.4
(ID: B01KWK56FQ) Sword of the Stranger [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B07WNQQ418) [Item: B07WNQQ418] | Unknown | Rating: 4.4
(ID: B00466H3CW) Xena Warrior Princess: Season 2 [DVD] | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.9
(ID: B002RTGZHE) Drury Outdoors Dream Season 13 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 5.0
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B009KY9DL4
|
The Great Rupert MP3 tracks
| 2
|
AHORAUWSIZYMKFM6EEXTAR2IWUHQ
|
overlapping_books_movies
|
B
|
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 Witch Elm: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Sleeping in the Ground: An Inspector Banks Novel (Inspector Banks Novels, 24) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Antique Trader Antiques & Collectibles Price Guide 2016 | Books > Crafts, Hobbies & Home > Antiques & Collectibles | Rating: 2.0
- Kovels' Antiques and Collectibles Price Guide 2015: America's Most Authoritative Antiques Annual! | Books > Crafts, Hobbies & Home > Antiques & Collectibles | Rating: 2.0
- Gone, Baby, Gone: A Novel (Patrick Kenzie and Angela Gennaro Series, 4) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
### User's movies History:
- Homeland: The Complete First Season | Movies & TV > Primetime Emmy® Central | Rating: 1.0
- Theeb | Movies & TV > Independently Distributed > Drama | Rating: 5.0
- Wire in the Blood - The Mermaids Singing | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 5.0
- The Waiting Time | Movies & TV > Genre for Featured Categories > Drama | Rating: 5.0
- Child 44 [DVD + Digital] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B086T5MJP3) [Item: B086T5MJP3] | Unknown | Rating: 4.8
(ID: B00AJCOB8Q) Dinner For Schmucks / I Love You, Man | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.3
(ID: 6303444202) Music Man VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B000QUU4MS) Corky Romano / Deuce Bigalow - Male Gigolo | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B00BSD90DQ) [Item: B00BSD90DQ] | Unknown | Rating: 4.6
(ID: B00009MEGG) Rock, Rock, Rock! [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B01DAS71GO) Good Bones | Unscripted > Documentary > Special Interest | Rating: 4.6
(ID: B01CSGHSNA) Hinterland Season 2 (Y Gwyll) [DVD] [Region2] Requires a Multi Region Player | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.3
(ID: B079YYYFYW) Aliens Ate My Homework | Science Fiction > Kids > Adventure | Rating: 4.2
(ID: B0090W3BPA) Spongebob Squarepants: Complete Sixth Season | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.7
(ID: B00008G818) LAMB & TRIUMPH - Lamb & Triumph | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B0168863FS) [Item: B0168863FS] | Unknown | Rating: 3.3
(ID: B081WQGBNY) A Rainy Day in New York | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B000KWZ1R0) Fifty Pills | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.2
(ID: B0001DMXD8) Yoga Step by Step, Vol. 3: Balancing Poses for Focus & Energy [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.3
(ID: B01E5HOZ7W) [Item: B01E5HOZ7W] | Unknown | Rating: 4.7
(ID: B074QW8299) Ninja Nonsense Blu-ray Collection | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B01BHW3MYA) Pioneering: the Long hunter DVD Series Vols. I, II, III, IV, V (5 DVD set) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00O5BMX7S) [Item: B00O5BMX7S] | Unknown | Rating: 4.5
(ID: B008L0YMSW) Daimajin - Triple Feature Collector's Edition - Blu-ray | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B01CQOVHCW) 4-Movie Marathon: Conspiracy Collection (State of Play / Closed Circuit / Spy Game / Breach) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B00G4I7TYW) [Item: B00G4I7TYW] | Unknown | Rating: 4.1
(ID: B00AQ2M758) [Item: B00AQ2M758] | Unknown | Rating: 4.4
(ID: B07C1258RG) [Item: B07C1258RG] | Unknown | Rating: 3.9
(ID: B000PMG34U) Sport Climbing 101 With Chris Lindner [DVD] | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.7
(ID: B0007OP1Z8) Norman Granz Jazz in Montreux Presents Clark Terry Sextet '77 | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B007N320G4) Smokey and the Bandit [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: 6302903947) Reppies in Concert [VHS] | Movies & TV > Movies | Rating: 5.0
(ID: B07PNWLVN2) [Item: B07PNWLVN2] | Unknown | Rating: 4.5
(ID: B0007QC8TI) Attack and Retreat (Italiano Brava Gente) | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B0B666BZQJ) [Item: B0B666BZQJ] | Unknown | Rating: 4.3
(ID: B073X4KZXD) [Item: B073X4KZXD] | Unknown | Rating: 4.7
(ID: B000I9U8K0) [Item: B000I9U8K0] | Unknown | Rating: 4.6
(ID: B00NMPSQUQ) Songs From The Big Chair | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00W2BYQU0) One More for the Fans | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B000GNVPZ0) JOVERS Drive Wired in-Ear Earbud Headphones - Noise Cancelling Headphone Earbuds w/Mic, Ergonomic fit for Men & Women,White | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 3.5
(ID: B09HZ4TFGS) [Item: B09HZ4TFGS] | Unknown | Rating: 4.2
(ID: 0792846028) Theremin:An Electronic Odyssey VHS | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B001EJY8RW) [Item: B001EJY8RW] | Unknown | Rating: 4.6
(ID: B006JN87F2) WWJD II: The Woodcarver | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B000B5LO2C) $1,000,000 Tough Enough (WWE Smackdown) | Movies & TV > Movies | Rating: 3.9
(ID: B01HT31Y96) [Item: B01HT31Y96] | Unknown | Rating: 4.6
(ID: B082KK4QXC) [Item: B082KK4QXC] | Unknown | Rating: 4.1
(ID: B002OR6U6A) [Item: B002OR6U6A] | Unknown | Rating: 4.1
(ID: B07MVTZ3NB) Barry Brewer: Chicago, I'm Home | Comedy > Arts, Entertainment, and Culture > Joyous | Rating: 4.5
(ID: B097NMWPH3) [Item: B097NMWPH3] | Unknown | Rating: 4.1
(ID: B0007PID7U) Memorial Day | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.5
(ID: B07BC6KQWJ) RWBY: Volume 5 | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.8
(ID: B00L1WJEH6) Angel Camouflaged | Movies & TV > Independently Distributed > Drama | Rating: 4.4
(ID: B002BC9Z88) Needful Things Region 2 | Movies & TV > Movies | Rating: 4.6
(ID: B07X42TBK7) Vera: Set 9 (DVD) | Movies & TV > BBC > All BBC Titles | Rating: 4.8
(ID: B00005JLYQ) Holes (Widescreen Edition) | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.7
(ID: B099NBWBQP) The Harry Palmer Collection | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B075J81WB3) The British Classic Series // Thriller the complete collection / 43 Murder Mystery Movies | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.2
(ID: B000JNO76Q) [Item: B000JNO76Q] | Unknown | Rating: 2.8
(ID: B003BF1ZRI) [Item: B003BF1ZRI] | Unknown | Rating: 4.9
(ID: B097NQZV52) [Item: B097NQZV52] | Unknown | Rating: 4.2
(ID: B076XMW773) [Item: B076XMW773] | Unknown | Rating: 4.1
(ID: B00EKWTMMQ) Frankl's Choice | Movies & TV > Genre for Featured Categories > Romance | Rating: 5.0
(ID: B009Y8UWQG) [Item: B009Y8UWQG] | Unknown | Rating: 3.8
(ID: B073VHV6WJ) THE EMPRESS OF CHINA / WU ZE TIAN - COMPLETE CHINESE TV SERIES ( 1-75 EPISODES ) DVD BOX SETS | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B0018TN75C) Cartoon Network: Bakugan Volume 1: Battle Brawlers | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.8
(ID: B0754G634B) Spanish for Kids - DVD Video For Kids Children Babies Toddlers - Start learning the Spanish language for children 5 years old and under | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B07F4BPC78) [Item: B07F4BPC78] | Unknown | Rating: 3.5
(ID: B009EEW5NI) [Item: B009EEW5NI] | Unknown | Rating: 3.4
(ID: B004NLRCRG) [Item: B004NLRCRG] | Unknown | Rating: 2.3
(ID: B003F48E2O) [Item: B003F48E2O] | Unknown | Rating: 4.0
(ID: B010PRVN5S) [Item: B010PRVN5S] | Unknown | Rating: 4.9
(ID: B07CZXKLYZ) [Item: B07CZXKLYZ] | Unknown | Rating: 3.0
(ID: B00LP9G64O) [Item: B00LP9G64O] | Unknown | Rating: 4.7
(ID: B0136WGMU0) Sherlock Holmes Triple Feature DVD Set (The Hound of the Baskervilles / The Private Life of Sherlock Holmes / Without a Clue | Movies & TV > Movies | Rating: 4.7
(ID: B003V58HEM) A Course in Miracles The Movie: Dr. Kenneth Wapnick, Gary Renard, iKE ALLEN, Nouk Sanchez, Tomas Vieira & others | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B0071I78HC) Victory | Drama > Sports > Tense | Rating: 4.6
(ID: B00IVLRB02) Peg Cat: Chickens on the Loose, and other Really Big Problems! | Movies & TV > PBS > All | Rating: 4.6
(ID: B00AP9OQNS) [Item: B00AP9OQNS] | Unknown | Rating: 4.9
(ID: B07RG59VNK) [Item: B07RG59VNK] | Unknown | Rating: 3.2
(ID: B00GRRPRBW) [Item: B00GRRPRBW] | Unknown | Rating: 4.3
(ID: B00IKFS0CC) [Item: B00IKFS0CC] | Unknown | Rating: 4.6
(ID: B0019D3DCO) He-Man and the Masters of the Universe: Volume Three [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
(ID: B07YX5PK1D) [Item: B07YX5PK1D] | Unknown | Rating: 4.6
(ID: B09F6KX25T) [Item: B09F6KX25T] | Unknown | Rating: 3.0
(ID: B00VYYC3TM) [Item: B00VYYC3TM] | Unknown | Rating: 3.8
(ID: B07X1D1RH1) Power The Complete Series Seasons 1-5 DVD | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00MJVJ3MO) [Item: B00MJVJ3MO] | Unknown | Rating: 4.3
(ID: B001ECDVJK) Dinosaurs Unearthed | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.9
(ID: B0001Y4LZU) The Rise and Fall of ECW | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.6
(ID: B000J16CTS) [Item: B000J16CTS] | Unknown | Rating: 4.7
(ID: B01LWRSDWD) [Item: B01LWRSDWD] | Unknown | Rating: 4.5
(ID: B006LG7NFM) [Item: B006LG7NFM] | Unknown | Rating: 4.8
(ID: B00HWIBDNQ) [Item: B00HWIBDNQ] | Unknown | Rating: 4.6
(ID: B00005Q4DS) Kindred the Embraced - The Complete Vampire Collection [DVD] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.7
(ID: B00YB994XK) Taxi Brooklyn - Season 1 | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B0012EBV9C) Mythbusters - Collection 3 | Movies & TV > Discovery Channel > Channels | Rating: 4.8
(ID: B08V91P44Y) [Item: B08V91P44Y] | Unknown | Rating: 2.9
(ID: B01725WI4G) Air Cadet [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B0866WYX2G) [Item: B0866WYX2G] | Unknown | Rating: 4.2
(ID: B0899BZ3G6) [Item: B0899BZ3G6] | Unknown | Rating: 3.6
(ID: B074VCHCJ6) [Item: B074VCHCJ6] | Unknown | Rating: 4.7
(ID: B005PTNVN4) Forensic Files: Best of Series – 96 Episodes – 16 DVD Collection (Amazon.com Exclusive) | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.0
(ID: B00KIOQVTC) Clown [ NON-USA FORMAT, PAL, Reg.2 Import - United Kingdom ] | Movies & TV > Genre for Featured Categories > Drama | 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."
}
|
B075J81WB3
|
The British Classic Series // Thriller the complete collection / 43 Murder Mystery Movies
| 5
|
AFXC3BOL3ADJFQTZEG7O7GB2W62A
|
overlapping_books_movies
|
B
|
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:
- Chemistry and Other Stories | Books > Literature & Fiction > Short Stories & Anthologies | Rating: 5.0
- The Informant: An Otto Penzler Book (Butcher's Boy Novel) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Ancient Minstrel: Novellas | Books > Literature & Fiction > United States | Rating: 4.0
- Bury the Lead (The Andy Carpenter Series, 3) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 2.0
- Good and Valuable Consideration: Jack Reacher vs. Nick Heller | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- The Lincoln Myth (Cotton Malone) | Books > Literature & Fiction > Action & Adventure | Rating: 2.0
### User's movies History:
- [Item: B00A5IY9PY] | Unknown | Rating: 4.0
- [Item: B001BOMRMS] | Unknown | Rating: 5.0
- [Item: B00PBJ4HYA] | Unknown | Rating: 4.0
- Sherlock Holmes in Color: Prelude to Murder (a.k.a Dressed to Kill) | Movies & TV > Featured Categories > DVD | Rating: 5.0
- [Item: B001NRTG8Q] | Unknown | Rating: 2.0
- Sherlock Holmes Double Feature: Sherlock Holmes Faces Death and Sherlock Holmes in Washington | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B076B84XK8) [Item: B076B84XK8] | Unknown | Rating: 4.5
(ID: B07WLBQWPP) The Abominable Snowman of the Himalayas [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B015EV835S) [Item: B015EV835S] | Unknown | Rating: 4.7
(ID: B07L99CL85) Limitless (Theater Version Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B000063K0D) Everything Put Together [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B003AHC2TC) [Item: B003AHC2TC] | Unknown | Rating: 4.7
(ID: B01N7G95ZX) Firestarter [Collector's Edition] [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00008EY83) Homebodies | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B001ED3JHI) High Gear | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B07JLTDQ27) [Item: B07JLTDQ27] | Unknown | Rating: 4.6
(ID: B0000CDLC0) Kiss Daddy Goodnight | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.0
(ID: B001AMKEBW) [Item: B001AMKEBW] | Unknown | Rating: 4.4
(ID: B015A6HNLM) Tomie | Horror > Cerebral > Coarse | Rating: 4.0
(ID: B00J1ZNGEW) The Golden Girls | Comedy > Drama | Rating: 4.9
(ID: B00HCN4SLK) Smart Travels with Rudy Maxa | Documentary > Special Interest | Rating: 4.2
(ID: B000BB1MK0) Honor & Courage - Tough Guys of the NHL | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B003C5FMTE) WordWorld 3pack: Bear/Ant/Boppin | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B01AP90B5O) [Item: B01AP90B5O] | Unknown | Rating: 3.4
(ID: 6305086737) Milo [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.2
(ID: B00005TPKY) I'm Gonna Be an Angel (Vol. 1) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B00NY9BEWM) The Boxtrolls / ParaNorman / Coraline | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B003HOIB8Y) Visions Of A Universal Humanity | Movies & TV > Genre for Featured Categories > Documentary | Rating: 2.5
(ID: B084TG8678) [Item: B084TG8678] | Unknown | Rating: 4.2
(ID: B004FWT84S) [Item: B004FWT84S] | Unknown | Rating: 4.4
(ID: B00606P0BM) The Station Agent | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.6
(ID: B079QB23V2) [Item: B079QB23V2] | Unknown | Rating: 4.6
(ID: B088K15SXM) [Item: B088K15SXM] | Unknown | Rating: 3.5
(ID: B097BXXJHF) The Crocodile Dundee Trilogy [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B011KKAP0I) [Item: B011KKAP0I] | Unknown | Rating: 4.3
(ID: B00005NTO2) The Best of Friends Collection Vol. 1-4 VHS | Movies & TV > Boxed Sets > Television | Rating: 4.4
(ID: B000068U00) Reservoir Dogs - (Mr. White) 10th Anniversary Special Limited Edition | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.7
(ID: B00KL52STK) [Item: B00KL52STK] | Unknown | Rating: 4.4
(ID: B000077VRS) Forbidden Homework [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B01147YQKW) R.L. Stine's Monsterville: Cabinet of Souls [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B01CYXZ8LG) [Item: B01CYXZ8LG] | Unknown | Rating: 4.8
(ID: B00L6AW7CC) Galapagos Affair: Satan Came to Eden | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: B0099114QU) The Five Man Army | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.3
(ID: B0091W36XG) Chasing Liberty | Comedy > Romance > Cheerful | Rating: 4.6
(ID: B08NX5JMC2) Silence & Darkness | Suspense > Drama > Eerie | Rating: 3.9
(ID: B00WH762AQ) Of Girls and Horses | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: 6303257208) Brotherhood of Satan | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.3
(ID: B095VK14M1) [Item: B095VK14M1] | Unknown | Rating: 4.6
(ID: B002T9H2MO) Moon | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B097BDB64K) [Item: B097BDB64K] | Unknown | Rating: 4.7
(ID: B088T476B3) [Item: B088T476B3] | Unknown | Rating: 3.3
(ID: B01I71ECE8) [Item: B01I71ECE8] | Unknown | Rating: 4.2
(ID: B01LZH2NN9) [Item: B01LZH2NN9] | Unknown | Rating: 3.6
(ID: B00IZZDWKM) Robocop 1-3 Trilogy (RPKG/DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B009NADYAQ) [Item: B009NADYAQ] | Unknown | Rating: 4.6
(ID: B06XJW9ZPG) WKRP in Cincinnati: The Complete Series [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B01M6730DP) Forrest Gump | Movies & TV > Blu-ray > Movies | Rating: 4.9
(ID: 6301801393) Gospel According to Vic | Movies & TV > Movies | Rating: 5.0
(ID: B00F0CM75Y) [Item: B00F0CM75Y] | Unknown | Rating: 4.3
(ID: B0764118FS) [Item: B0764118FS] | Unknown | Rating: 5.0
(ID: B00ZX1Y7KU) The Hobbit Trilogy - Extended Edition 2015 | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.7
(ID: B0000AZW12) Washington, D.C.: Our Nation's Capital | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B0076954MC) Aliens Among Us : 2 Documentary Set - UFO's , Alien Abductions , Government Cover-Ups - 226 Minutes | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.1
(ID: B01MROZUP0) Mezzo | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.6
(ID: B08SSRZKXF) [Item: B08SSRZKXF] | Unknown | Rating: 4.3
(ID: B009PLZEEM) [Item: B009PLZEEM] | Unknown | Rating: 2.7
(ID: B003NLE5MM) Tormented | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.9
(ID: B00J63AGWY) [Item: B00J63AGWY] | Unknown | Rating: 4.0
(ID: 0783235615) Topaz | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.3
(ID: B0052YHHFA) Until They Sail (Remastered) | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B001VC2BJ4) [Item: B001VC2BJ4] | Unknown | Rating: 3.1
(ID: B000FKP410) Four Star Playhouse, Vol. 2 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00U4BETKC) [Item: B00U4BETKC] | Unknown | Rating: 5.0
(ID: B001EESC7O) Garfield and Friends Seasons 1 2 3 4 5 (1-5) | Movies & TV > TV | Rating: 4.5
(ID: B0098TNDHG) Doggie B | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.8
(ID: B07HNB4BYQ) [Item: B07HNB4BYQ] | Unknown | Rating: 4.0
(ID: B07Q7B3ZG4) [Item: B07Q7B3ZG4] | Unknown | Rating: 3.0
(ID: B001AJ34BW) Great Expectations [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000UJCAM2) My Reputation [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B00006FD93) Say Nothing | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.4
(ID: B004H1UAEE) Eden Energy Routine - Free To Be Healthy, Free To Be Strong | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.5
(ID: B004QBE6S6) [Item: B004QBE6S6] | Unknown | Rating: 4.6
(ID: B000A0GONW) Transformers Cybertron - Robots in Disguise, A New Beginning | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.5
(ID: B00G3K4N7W) CBGB | Comedy > Drama > Coarse | Rating: 4.6
(ID: B07MCWBX74) [Item: B07MCWBX74] | Unknown | Rating: 4.3
(ID: B0024F087O) Don't Touch That Dial | Movies & TV > John Wayne Store | Rating: 3.2
(ID: 6305308748) The Pink Panther Strikes Again [DVD] | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.8
(ID: 0784010951) Night Caller [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.1
(ID: B00YTJGAMU) [Item: B00YTJGAMU] | Unknown | Rating: 3.2
(ID: B00N2E99QC) [Item: B00N2E99QC] | Unknown | Rating: 2.7
(ID: B017344ZC4) [Item: B017344ZC4] | Unknown | Rating: 4.7
(ID: B084L5PXXV) [Item: B084L5PXXV] | Unknown | Rating: 3.8
(ID: B000068BQF) Complete Taekwondo Kicking [DVD] | Movies & TV > Independently Distributed > Documentary | Rating: 4.0
(ID: B006INCZ2E) [Item: B006INCZ2E] | Unknown | Rating: 4.6
(ID: B000EHSV96) Freddy Got Fingered | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.4
(ID: B079PHKJHD) Best of the Wiggles | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B00D69MMBM) [Item: B00D69MMBM] | Unknown | Rating: 4.4
(ID: B004IAFBSE) Father Hood | Comedy > Drama > Adventure | Rating: 4.6
(ID: B00SX75NPY) [Item: B00SX75NPY] | Unknown | Rating: 2.8
(ID: B01KMKM5NW) Kubo and the Two Strings | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B0002Y69LI) Jet Li - Hero | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B078FFX76J) 2018 CFP Cotton Bowl DVD | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B073WW1JV9) DUMBO - MOVIE [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B01BD6AD10) Macbeth | International > Drama > Emotional | Rating: 4.2
(ID: B00CDCIQX6) [Item: B00CDCIQX6] | Unknown | Rating: 4.3
(ID: B0061WCXUQ) [Item: B0061WCXUQ] | 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."
}
|
B01BD6AD10
|
Macbeth
| 3
|
AEALXF2OHOI5Y6T3T5J2B4WQCPRQ
|
overlapping_books_movies
|
B
|
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 Shadows Between Us | Books > Teen & Young Adult > Science Fiction & Fantasy | Rating: 1.0
- Topsy-Turvy Knitted Dolls: 10 Fun Reversible Toys to Make | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 5.0
- The Inquisitor's Tale: Or, The Three Magical Children and Their Holy Dog | Books > Children's Books > Literature & Fiction | Rating: 2.0
- Fly Guy Presents: Bats (Scholastic Reader, Level 2) | Books > Children's Books > Literature & Fiction | Rating: 3.0
- All the Light We Cannot See: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- What Happens When People Die? | Books > Children's Books | Rating: 5.0
- Elantris | Books > Science Fiction & Fantasy > Fantasy | Rating: 5.0
- William Morris Designs CD-ROM and Book (Dover Electronic Clip Art) | Books > Arts & Photography > Decorative Arts & Design | Rating: 1.0
### User's movies History:
- George Shrinks: Sunken Treasures | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 5.0
- Wallace and Gromit: Three Amazing Adventures [DVD] | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 5.0
- Wallace & Gromit: The Curse of the Were-Rabbit (Widescreen Edition) | Movies & TV > Studio Specials > DreamWorks | Rating: 5.0
- Wallace & Gromit: A Close Shave | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 5.0
- Wallace and Gromit: The Wrong Trousers | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 5.0
- Shaun the Sheep: Off the Baa! | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 5.0
- Shaun the Sheep: Back in the Ba-a-ath | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 5.0
- Shaun the Sheep: Off the Baa!/Wallace and Gromit: Three Amazing Adventures [DVD] | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 5.0
- Shaun the Sheep: Off the Baa!/Wallace and Gromit: Three Amazing Adventures [DVD] | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 5.0
- Wallace and Gromit: A Grand Day Out | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B010O68E0C) [Item: B010O68E0C] | Unknown | Rating: 4.6
(ID: 6304354347) Animal Bloopers With Jack Hanna [VHS] | Movies & TV > Movies | Rating: 4.3
(ID: B0041K5MMQ) LEGO Hero Factory: Rise of the Rookies | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B089JGKMS6) RiffTrax: Most Dangerous Game | Action > Adventure > Horror | Rating: 4.2
(ID: B07QMS5727) [Item: B07QMS5727] | Unknown | Rating: 4.4
(ID: B000058TLQ) Hangmen | Movies & TV > Featured Categories > DVD | Rating: 3.2
(ID: B074Q1ZBGX) [Item: B074Q1ZBGX] | Unknown | Rating: 4.7
(ID: B00005KH1N) WWF: InsurreXtion 2001 [VHS] | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.9
(ID: B0B3ZPLZ5Q) Dracula and Son (Dracula Père Et Fils) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 2.7
(ID: B0714KLT27) Sex Hypnotist Zero: Complete Collection [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.7
(ID: B0041RDCEE) Big Comfy Couch Forever & Always | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 5.0
(ID: B075KQPSP1) [Item: B075KQPSP1] | Unknown | Rating: 4.6
(ID: B009CGR32G) [Item: B009CGR32G] | Unknown | Rating: 4.5
(ID: B07N7JCWTR) Randolph Scott Dozen Bundle 54166/54464 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B00466HNG8) Soylent Green [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00104HWRE) [Item: B00104HWRE] | Unknown | Rating: 5.0
(ID: B0112HPTOQ) Wordworld: Merry Christmas | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0002IQDXI) Basic Yoga [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00D1NEWGG) [Item: B00D1NEWGG] | Unknown | Rating: 4.8
(ID: B00ETF5WGO) [Item: B00ETF5WGO] | Unknown | Rating: 4.6
(ID: B07484KY4Z) You Can't Cheat an Honest Man | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B07KK2K4J8) [Item: B07KK2K4J8] | Unknown | Rating: 4.4
(ID: B001OLP2SY) Seven Signs of the Apocalypse [DVD] | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.2
(ID: B00HBRHB66) [Item: B00HBRHB66] | Unknown | Rating: 3.7
(ID: B07SMBRZ9T) [Item: B07SMBRZ9T] | Unknown | Rating: 3.0
(ID: B00AQ63GSG) Saving Private Ryan: Special Limited Edition DVD | Movies & TV > Movies | Rating: 4.8
(ID: B0096W4702) The Sarah Silverman Program: Season 3 | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B003OYZA7C) AeroSpace NYC: Aero Barre | Movies & TV > TV | Rating: 3.1
(ID: B01N0MFRDG) [Item: B01N0MFRDG] | Unknown | Rating: 1.0
(ID: B00023P4OC) Deanna Durbin Sweetheart Pack (Three Smart Girls / Something In the Wind / First Love / It Started with Eve / Can't Help Singing / Lady on a Train) | Movies & TV > Classics > Silent Films | Rating: 4.5
(ID: B004R0VD46) [Item: B004R0VD46] | Unknown | Rating: 4.7
(ID: B01KP7L3Z8) Daylight's End [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.9
(ID: B00WAJ8T6Q) Air Bud - 4 PACK - Golden Edition [DVD] (Air Bud, World Pup, 7th Inning Fetch & Spikes Back) | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B08T72XT99) [Item: B08T72XT99] | Unknown | Rating: 4.4
(ID: B000VB4ZSG) Dylan Moran: The Live Collection [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B003HTPHVI) Steve Byrne: The Byrne Identity | Movies & TV > Blu-ray > TV | Rating: 3.9
(ID: B00QF1JK54) [Item: B00QF1JK54] | Unknown | Rating: 4.6
(ID: B002WKSO5E) Angels & Demons: Writing Angels & Demons | Drama | Rating: 4.0
(ID: B002BEDGCC) Legally Blondes | Comedy > Cheerful > Fun | Rating: 4.3
(ID: B00O6VTDMA) Filmage: The Story of Descendents/All | Documentary > Music Videos and Concerts > Compelling | Rating: 4.9
(ID: B007FZ7OI4) Triple Feature: Heathers / The Boys Next Door / Tuff Turf | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B019RR2JAU) Still Open all Hours - Series 1 & 2 [Region2] Requires a Multi Region Player | Movies & TV > BBC > All BBC Titles | Rating: 4.8
(ID: B00MBI0B0I) Crossfire: The Plot That Killed Kennedy | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.2
(ID: B00FFHD9LA) [Item: B00FFHD9LA] | Unknown | Rating: 4.4
(ID: B000V9KF5K) The Colony [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B002JAPEVO) Duran Duran: Sing Blue Silver | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.6
(ID: B003M986WA) The Wall: A World Divided | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B0091WUTFO) [Item: B0091WUTFO] | Unknown | Rating: 4.6
(ID: B00AUQBC7E) [Item: B00AUQBC7E] | Unknown | Rating: 4.5
(ID: B004LWL0IE) The Best of The Dean Martin Variety Show | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B09NQT2M49) [Item: B09NQT2M49] | Unknown | Rating: 4.2
(ID: 630344427X) The Last Train VHS | Movies & TV > Art House & International > By Country | Rating: 4.5
(ID: B07GY1J4V7) [Item: B07GY1J4V7] | Unknown | Rating: 4.8
(ID: 0970854439) Echoes Through Time: The Grand Canyon | Movies & TV > Independently Distributed > Special Interests | Rating: 4.3
(ID: B000OZ2CQG) Dead Heist | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.6
(ID: B003T6K0IY) 22 Weeks - The Movie | Movies & TV > Movies | Rating: 4.5
(ID: B01DL6PBIA) Cowboy Legends - 50 Movie MegaPack | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.6
(ID: B004262AEC) Prime Suspect | Suspense > Drama | Rating: 4.5
(ID: B00GFIVK5U) [Item: B00GFIVK5U] | Unknown | Rating: 4.8
(ID: B001QIP5C8) Normal People Scare Me | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B013WFZXME) [Item: B013WFZXME] | Unknown | Rating: 4.7
(ID: B08SYTBDBP) The Tuxedo (Blu-ray) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B0771XRCBC) [Item: B0771XRCBC] | Unknown | Rating: 3.6
(ID: B07KBQMGPM) The Street Fighter Collection [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B01KIQ874G) [Item: B01KIQ874G] | Unknown | Rating: 4.5
(ID: B07K3PFYQV) [Item: B07K3PFYQV] | Unknown | Rating: 5.0
(ID: B000NDIB2S) Timeless Tales: Hansel and Gretel | Movies & TV > Animation | Rating: 3.0
(ID: B009KZHMNY) [Item: B009KZHMNY] | Unknown | Rating: 3.5
(ID: B07Y98NFT4) Gemini Man [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B00CG5MVD6) [Item: B00CG5MVD6] | Unknown | Rating: 4.8
(ID: B000NJMK0G) Esther and the King | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B06Y1STXWX) Legionario | Suspense > Drama > Action | Rating: 3.1
(ID: B01CCU1BNU) [Item: B01CCU1BNU] | Unknown | Rating: 4.2
(ID: B07LD2FRHK) Freezing: Season 1 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B00LVZJYIW) Lalaloopsy Babies: First Steps! [DVD + Digital] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B00ESXYDZ8) [Item: B00ESXYDZ8] | Unknown | Rating: 4.6
(ID: B001JTTJ94) Death Note II: The Last Name | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000JG7UHG) [Item: B000JG7UHG] | Unknown | Rating: 4.0
(ID: B0B69YK7M9) [Item: B0B69YK7M9] | Unknown | Rating: 3.7
(ID: B079VDLC2R) [Item: B079VDLC2R] | Unknown | Rating: 4.1
(ID: B012PJZ940) [Item: B012PJZ940] | Unknown | Rating: 3.5
(ID: B072M5XR87) [Item: B072M5XR87] | Unknown | Rating: 2.6
(ID: B00DJYK1XU) Mama's Family: Season 2 | Movies & TV > Boxed Sets > Comedy | Rating: 4.9
(ID: B07RHTDNPD) [Item: B07RHTDNPD] | Unknown | Rating: 4.5
(ID: 5552642759) The Omega Code Collection [DVD] | Movies & TV > Science Fiction & Fantasy | Rating: 4.2
(ID: B002IFUCZ8) The Marine 2 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B001PSEEFI) [Item: B001PSEEFI] | Unknown | Rating: 4.7
(ID: B00094ARIC) Illegally Yours | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.3
(ID: B00O1299Y6) Future Cops (English Subtitled) | Science Fiction > Comedy > Drama | Rating: 3.8
(ID: B008Y787W4) [Item: B008Y787W4] | Unknown | Rating: 4.8
(ID: B007TAX7V8) Mobile Suit Gundam Unicorn Vol. 5 | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B01D16H46M) [Item: B01D16H46M] | Unknown | Rating: 4.6
(ID: B00AN10NJE) Zombie Warz: Falls The Shadow | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 2.5
(ID: B00BRNHDKO) [Item: B00BRNHDKO] | Unknown | Rating: 3.7
(ID: B001Q4N8VW) Ridicule [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B09KMZLZK9) Catwoman: Hunted (Digital/Blu-ray/4K Ultra HD) [4K UHD] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B006W1TI72) Lonesome Dove: The Outlaw Years- The Complete Series | Movies & TV > TV | Rating: 3.4
(ID: B0051HCVEU) The Quiet American | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B01BLUUDM2) [Item: B01BLUUDM2] | Unknown | Rating: 3.6
(ID: B0000AC8L7) A Blade in the Dark & Macabre (Anchor Bay Entertainment Horror Double Features) [DVD] | Movies & TV > Genre for Featured Categories > Horror | 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."
}
|
B00023P4OC
|
Deanna Durbin Sweetheart Pack (Three Smart Girls / Something In the Wind / First Love / It Started with Eve / Can't Help Singing / Lady on a Train)
| 5
|
AHUKQVSM55WHHNVYR7KFAIUCDVUA
|
overlapping_books_movies
|
B
|
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:
- Grumpy Cat Stickers | Books > Children's Books > Animals | Rating: 5.0
- A Long Walk to Water: Based on a True Story | Books > Children's Books > Growing Up & Facts of Life | Rating: 4.0
- Watchers | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Fear Nothing | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Intensity | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Phantoms | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- The Mask | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- The Bad Beginning (A Series of Unfortunate Events #1) | Books > Children's Books > Growing Up & Facts of Life | Rating: 1.0
- Harry Potter and the Deathly Hallows (Book 7) | Books > Children's Books > Science Fiction & Fantasy | Rating: 3.0
- Masters of the Plectrum Guitar | Books > Arts & Photography > Music | Rating: 5.0
### User's movies History:
- Bee Season | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.0
- Signs | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.0
- Walt Disney Treasures - The Adventures of Spin & Marty - The Mickey Mouse Club | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 5.0
- Roy Clark: Live from Branson VHS | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0B5F9VRTP) Lucifer: The Sixth and Final Season (DVD) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B083PQ8N2W) [Item: B083PQ8N2W] | Unknown | Rating: 2.0
(ID: 6301966171) Burnt Offerings [VHS] | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.5
(ID: B008R3FRVY) [Item: B008R3FRVY] | Unknown | Rating: 3.5
(ID: B00EID4FVK) [Item: B00EID4FVK] | Unknown | Rating: 3.3
(ID: B00IYQS0K4) [Item: B00IYQS0K4] | Unknown | Rating: 2.9
(ID: B06Y1H48K7) Get Out | Suspense > Horror > Tense | Rating: 4.6
(ID: B000HC2OAU) Mary Proud | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 3.3
(ID: B00009TAZI) Digital Photography Captured Volume 1 | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B0043988MQ) Ragnarok - The Complete S.A.V.E. | Movies & TV > Boxed Sets > Anime | Rating: 4.5
(ID: B00GKLV27S) Zombie Pirates | Movies & TV > Featured Categories > DVD | Rating: 2.4
(ID: B000GYHVFC) Aeon Flux | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B0071MQBX0) [Item: B0071MQBX0] | Unknown | Rating: 4.8
(ID: B000CQOUVM) Suzanne Somers Somersize: Fast & Easy Desserts / Fast & Easy Entrees | Movies & TV > Movies | Rating: 3.9
(ID: B00R6OJVD0) [Item: B00R6OJVD0] | Unknown | Rating: 4.6
(ID: 6305715769) Entropy | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.9
(ID: B09DPM3S72) Unknown | | Rating: 0.0
(ID: B08PDJMRBD) Star Trek: Voyager - The First Four Seasons 26-Disc DVD Collection [The Complete First, Second, Third & Fourth Seasons - Season 1 / Season 2 / Season 3 / Season 4] | Movies & TV > Star Trek | Rating: 4.4
(ID: B07BWRJPRL) [Item: B07BWRJPRL] | Unknown | Rating: 4.3
(ID: B00J1SSJV4) [Item: B00J1SSJV4] | Unknown | Rating: 4.9
(ID: B015508FJ2) True Grit (1969) / Cowboys, The / Searchers, The (3FE) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B004HMTC0Q) The Julius House (Aurora Teagarden Series #4) by Charlaine Harris | Movies & TV > TV | Rating: 4.5
(ID: B0017LGQKO) Gundam Seed Destiny TV Movie [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.5
(ID: B000MCH1SK) Paheli | Movies & TV > Movies | Rating: 4.4
(ID: B01LTIABIC) Legion Season 1 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.5
(ID: B000F4RHLG) (NASA) Voyage of Discovery [DVD] | Movies & TV > Boxed Sets > Documentary | Rating: 4.3
(ID: B07PCGW9K1) Farinelli | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B01M0MFGJN) [Item: B01M0MFGJN] | Unknown | Rating: 3.0
(ID: B072FNGTKV) [Item: B072FNGTKV] | Unknown | Rating: 4.6
(ID: B001M55MG4) Fred Claus | Fantasy > Comedy > Joyous | Rating: 4.7
(ID: B00005LB8D) Cadfael: (The Virgin in the Ice / The Devil's Novice / St. Peter's Fair) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B005OK0YQQ) Boston Blackie's Chinese Venture | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B00011ZBA2) 100 Mile Rule | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.9
(ID: B0B4FV38BL) Waiting: The Van Duren Story | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.6
(ID: B003TNVZY0) Lexx - Season 3 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B00OCK2DAY) The Strain: Season 1 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B00BMKO42C) Dragonheart: A New Beginning | Comedy > Kids > Charming | Rating: 4.4
(ID: B01MRXV78L) [Item: B01MRXV78L] | Unknown | Rating: 3.3
(ID: B008WCP2A6) The Day | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.9
(ID: B00WKKV2IW) April Love [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00288KOB2) Little Steps: Adventures with Big Rigs | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B0000897BC) Rocky V | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.7
(ID: B005JZBPHS) The L Word: The Complete Series | Movies & TV > Boxed Sets > Television | Rating: 4.6
(ID: B00062IYLE) Dracula - The Series | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B01KYXMZXW) [Item: B01KYXMZXW] | Unknown | Rating: 2.7
(ID: B000PWQP8O) Unholy | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.3
(ID: B004WYXJHQ) [Item: B004WYXJHQ] | Unknown | Rating: 4.7
(ID: B008RUDDMM) [Item: B008RUDDMM] | Unknown | Rating: 4.0
(ID: B00005T7G1) Super Bowl XXXVI - New England Patriots Championship Video | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B01M9AX2HD) Monsters Inside Me | Special Interest > Documentary | Rating: 4.8
(ID: B07RNQ43MJ) [Item: B07RNQ43MJ] | Unknown | Rating: 5.0
(ID: B07KT4W741) [Item: B07KT4W741] | Unknown | Rating: 3.4
(ID: B0060DYCSC) Return From Witch Mountain | Science Fiction > Kids > Cheerful | Rating: 4.7
(ID: B009WAX1G4) [Item: B009WAX1G4] | Unknown | Rating: 4.7
(ID: B0037BSLPA) The 70's Experience Collection | Movies & TV > Movies | Rating: 5.0
(ID: B074VF74Y4) [Item: B074VF74Y4] | Unknown | Rating: 2.5
(ID: B01G4F1DPU) [Item: B01G4F1DPU] | Unknown | Rating: 2.3
(ID: B0048B7RUI) [Item: B0048B7RUI] | Unknown | Rating: 4.7
(ID: B00P1WGHLI) St. Vincent | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0911ZHQ2B) [Item: B0911ZHQ2B] | Unknown | Rating: 5.0
(ID: B00PXUE89Q) [Item: B00PXUE89Q] | Unknown | Rating: 4.2
(ID: 6302642469) Darkwing Duck - Comic Book Capers VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B0027P9NNQ) Happy Yoga with Sarah Starr | Vol. 2 | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.4
(ID: B0006BHP0Q) Total Body - 29 Minute Workout Series | Movies & TV > TV | Rating: 3.4
(ID: B00MHXA2XS) [Item: B00MHXA2XS] | Unknown | Rating: 4.8
(ID: B079LV314D) [Item: B079LV314D] | Unknown | Rating: 3.6
(ID: B01J6AVJ40) [Item: B01J6AVJ40] | Unknown | Rating: 3.7
(ID: B001G55U76) Bryan Ferry: Bete Noire Tour | Movies & TV > Music Artists > Roxy Music | Rating: 4.5
(ID: B098D7PHLH) Care Bears Movie II: A New Generation (1986) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00006RJA5) The Valley Between [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B00078X3UO) Pack Up Your Troubles (Laurel & Hardy) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00008WJDN) Baby Songs - ABC, 123, Colors & Shapes | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B006C1S1DY) War of the Arrows | Movies & TV > Independently Distributed > Action & Adventure | Rating: 4.6
(ID: B003H6KRNO) Romeo x Juliet: The Complete Tragedy | Movies & TV > Shakespeare on DVD Store > The Works | Rating: 4.8
(ID: B07X27W56H) [Item: B07X27W56H] | Unknown | Rating: 4.0
(ID: B09164RTPH) [Item: B09164RTPH] | Unknown | Rating: 4.8
(ID: B006ZL1PCK) 8-Movie Spaghetti Western Pack | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00950XN46) [Item: B00950XN46] | Unknown | Rating: 4.1
(ID: B0001WJ5QW) Rediscover the Corps: Jefferson's Enlightenment (A Lewis & Clark Docu-Series) Volume One | Movies & TV > Independently Distributed > Documentary | Rating: 4.2
(ID: B004LRWB6O) Live From Cadogan Hall | Movies & TV > TV | Rating: 4.6
(ID: B07BGD4P33) [Item: B07BGD4P33] | Unknown | Rating: 1.0
(ID: B00KOW4B0E) On the Beach | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B002Y06VI4) Eclipse Series 20: George Bernard Shaw on Film (Major Barbara / Caesar and Cleopatra / Androcles and the Lion) (The Criterion Collection) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B006LNURQ2) Justin Bieber's Santa Claus Is Comin' To Town | Kids > Special Interest | Rating: 2.3
(ID: B00030DE3W) The Dean Martin Celebrity Roasts, Man of the Hour: Dean Martin | Movies & TV > Genre for Featured Categories > Performing Arts | Rating: 4.0
(ID: B0BZGGS2C7) Skinamarink | Movies & TV > Blu-ray > Movies | Rating: 2.7
(ID: B000BRMMKI) Fire on the Amazon [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B000Y8G5I4) [Item: B000Y8G5I4] | Unknown | Rating: 1.9
(ID: B08671WWK8) [Item: B08671WWK8] | Unknown | Rating: 4.1
(ID: B0018ODXWO) TV Commercials: The Ultimate Collection [DVD] | Movies & TV > Boxed Sets > Television | Rating: 4.0
(ID: B07BZ1496H) [Item: B07BZ1496H] | Unknown | Rating: 4.7
(ID: B000JF01D2) [Item: B000JF01D2] | Unknown | Rating: 4.8
(ID: B00L24LIW2) [Item: B00L24LIW2] | Unknown | Rating: 2.9
(ID: B00FBIBFOQ) [Item: B00FBIBFOQ] | Unknown | Rating: 3.5
(ID: B000PKG90U) Sexy 70's Double Feature (The Harrad Experiment / Love All Summer) | Movies & TV > Movies | Rating: 4.2
(ID: B008IZ6OAE) [Item: B008IZ6OAE] | Unknown | Rating: 4.8
(ID: B01MXDRK43) [Item: B01MXDRK43] | Unknown | Rating: 2.7
(ID: B008Y5FP58) [Item: B008Y5FP58] | Unknown | Rating: 4.6
(ID: B01AVKKNSM) Theeb [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B000069I08) No Way to Treat a Lady [DVD] | Movies & TV > Featured Categories > DVD | 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."
}
|
B001G55U76
|
Bryan Ferry: Bete Noire Tour
| 5
|
AGTMR7HXQ45BEHX3UHKYRMGPSUZA
|
overlapping_books_movies
|
B
|
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:
- Honey Bunny Funnybunny: An Early Reader Book for Kids (Beginner Books(R)) | Books > Children's Books > Growing Up & Facts of Life | Rating: 1.0
- Christopher Lowell's One-of-a-Kind Decorating Projects: Fast & Flexible Ways to Personalize Your Home | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 1.0
- I Am Legend | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Textbook of Basic Nursing (Lippincott's Practical Nursing) | Books > New, Used & Rental Textbooks > Medicine & Health Sciences | Rating: 1.0
- Textbook of Basic Nursing (Lippincott's Practical Nursing) | Books > New, Used & Rental Textbooks > Medicine & Health Sciences | Rating: 1.0
- Sam the Cooking Guy: Just a Bunch of Recipes | Books > Cookbooks, Food & Wine > Quick & Easy | Rating: 4.0
- Study Guide for The Human Body in Health and Illness | Books > Medical Books > Medicine | Rating: 3.0
- I Remember Nothing: And Other Reflections | Books > Biographies & Memoirs > Arts & Literature | Rating: 5.0
- The Mediterranean Vegan Kitchen: Meat-Free, Egg-Free, Dairy-Free Dishes from the Healthiest Region Under the Sun: A Vegan Cookbook | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
- Tofu 1-2-3 | Books > Cookbooks, Food & Wine > Cooking by Ingredient | Rating: 5.0
### User's movies History:
- Magic Mike (DVD) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 5.0
- Clay Pigeons | Movies & TV > Featured Categories > DVD | Rating: 5.0
- [Item: B005K23S20] | Unknown | Rating: 5.0
- Saturday Night Live: The Best of Chris Farley | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 5.0
- Leonard Cohen I'm Your Man | Movies & TV > Featured Categories > DVD | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00CDT1VSQ) The Numbers Station | Adventure > Bleak > Eerie | Rating: 4.2
(ID: B071R4FGBC) [Item: B071R4FGBC] | Unknown | Rating: 4.5
(ID: B0000CGNEC) The King of Queens: Season 1 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B074R56RDR) Love Kennedy | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: 6304071906) Heaven's Gate VHS | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.0
(ID: B01BW5FOMA) Gundam Evolve | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.2
(ID: B004YXDFGA) Laughter Yoga | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.2
(ID: B08DL1XDKG) [Item: B08DL1XDKG] | Unknown | Rating: 4.7
(ID: B07CR5JZMT) [Item: B07CR5JZMT] | Unknown | Rating: 3.8
(ID: 0756628334) Eyewitness DVD: Skeleton | Movies & TV > Movies | Rating: 4.4
(ID: B06XCWP2JD) Knowing | Faith and Spirituality > Drama | Rating: 3.8
(ID: B004B8O9GI) [Item: B004B8O9GI] | Unknown | Rating: 4.8
(ID: B003ZHW2V0) [Item: B003ZHW2V0] | Unknown | Rating: 4.7
(ID: B00000FDYR) Snow White & the Magic Mirror VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 5.0
(ID: B08QBDCQVN) [Item: B08QBDCQVN] | Unknown | Rating: 4.7
(ID: B08YP3T9M4) Uncanny Counter (Korean Drama, English Sub, All Region DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00TF7KYXC) Clint Eastwood: The Universal Pictures 7-Movie Collection | Movies & TV > Boxed Sets > Action & Adventure | Rating: 4.7
(ID: B003AILX32) Should Schoolgirls Tell? | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.2
(ID: B00HFWETYE) Lawmen of the Old West | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.2
(ID: B002TOL4CS) Love is Better Than Ever | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.0
(ID: 6301962788) Mr. Destiny | Movies & TV > Disney Home Video > All Disney Titles | Rating: 4.7
(ID: B00CHIPFZS) Elmo and Abby's Birthday Fun! | Kids | Rating: 4.8
(ID: B00AH8U3UC) [Item: B00AH8U3UC] | Unknown | Rating: 4.7
(ID: B000VTNL60) [Item: B000VTNL60] | Unknown | Rating: 4.5
(ID: B000LJAECY) [Item: B000LJAECY] | Unknown | Rating: 4.6
(ID: B00005A1VE) 3 Godfathers [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B00O8NPEI8) [Item: B00O8NPEI8] | Unknown | Rating: 4.1
(ID: B01IAOHLEA) Lucifer: The Complete First Season [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B005NI37C2) Toy Story (Blu-ray 3D + Blu-ray) [Region Free] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B009511KKY) [Item: B009511KKY] | Unknown | Rating: 4.0
(ID: B00GFXU6S2) [Item: B00GFXU6S2] | Unknown | Rating: 3.7
(ID: B079P8XC62) [Item: B079P8XC62] | Unknown | Rating: 4.4
(ID: B00CASTSSA) Phil Mickelson: Secrets Of The Short Game (2-Disc/ Checkpoint) | Movies & TV > Movies | Rating: 4.4
(ID: B001110QI8) Hi-5: Animal Adventures, Vol. 5 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0BP9B941V) [Item: B0BP9B941V] | Unknown | Rating: 4.5
(ID: B0716K6BMB) [Item: B0716K6BMB] | Unknown | Rating: 3.9
(ID: B008CTSTNG) [Item: B008CTSTNG] | Unknown | Rating: 4.5
(ID: B00L1WJIOU) Drive a Crooked Road (1957) - DVD | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B010BXPTTM) Ride Like A Pro - 4 DVD + Book Bundle with Jerry "Motorman" Palladino | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B075DGN5MP) [Item: B075DGN5MP] | Unknown | Rating: 4.5
(ID: B00H4ZEJAG) Murder, She Wrote: Season 2 | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B008XB2U9W) Bela Lugosi: Scared to Death Collection (10-pk) | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: 6301106288) Da [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B001R0MPXM) [Item: B001R0MPXM] | Unknown | Rating: 4.5
(ID: B01BT675KG) [Item: B01BT675KG] | Unknown | Rating: 4.5
(ID: B00KH738PK) Deepen Your Practice With Vytas | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B01HIOWPVC) Already Tomorrow In Hong Kong [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.8
(ID: B073XWK4PK) [Item: B073XWK4PK] | Unknown | Rating: 3.1
(ID: B000KX0IFY) Slednecks, Vol. 9 [DVD] | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.8
(ID: B07NDPNJZ6) [Item: B07NDPNJZ6] | Unknown | Rating: 4.0
(ID: 6302952727) The Strange Case of the End of Civilization as We Know It VHS | Movies & TV > Art House & International > By Country | Rating: 3.6
(ID: B0007PAMJW) Devils on the Doorstep [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B00CT9KQQ8) [Item: B00CT9KQQ8] | Unknown | Rating: 4.4
(ID: B011U0IG5O) H8RZ | Suspense > Drama > Atmospheric | Rating: 4.0
(ID: B000HLDFM2) Oldboy (Three-Disc Ultimate Collector's Edition) [DVD] | Movies & TV > Boxed Sets > Art House & International | Rating: 4.3
(ID: 6305159297) Jerry Springer: I Refuse to Wear Clothes VHS | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.6
(ID: B00VA7VDH6) [Item: B00VA7VDH6] | Unknown | Rating: 4.3
(ID: B010MF9Z94) Open Up to Me | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B00CQLQ7X0) [Item: B00CQLQ7X0] | Unknown | Rating: 4.8
(ID: B089TWQ8XL) Royal Pains - The Complete Series | Movies & TV > Independently Distributed > Comedy | Rating: 4.6
(ID: B09T77CY1V) [Item: B09T77CY1V] | Unknown | Rating: 4.0
(ID: B00F453IPK) Running Wild: Life of Dayton O. Hyde | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B000KRNG4U) Deep Red | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.7
(ID: B00QBY52HK) [Item: B00QBY52HK] | Unknown | Rating: 3.9
(ID: B01GWC0NWY) The Abyss (Special Edition) by Ed Harris | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.7
(ID: B007A43SPS) Masterpiece: Inspector Lewis | Drama | Rating: 4.9
(ID: B00007JMEF) Dragon Tales, Vol. 6: Easy as 1, 2, 3 (2003) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B00HHFZ04W) [Item: B00HHFZ04W] | Unknown | Rating: 3.3
(ID: B07YN869VJ) [Item: B07YN869VJ] | Unknown | Rating: 4.7
(ID: B07DLC4LH8) [Item: B07DLC4LH8] | Unknown | Rating: 4.3
(ID: B00402C098) Captain Boycott | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B000NU7G7W) [Item: B000NU7G7W] | Unknown | Rating: 4.3
(ID: B074N9WQX7) Jesse James Austin Speed Shop | Unknown | Rating: 4.7
(ID: B0000CEROO) What Were They Thinking? [DVD] | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B096D6DQYD) [Item: B096D6DQYD] | Unknown | Rating: 3.9
(ID: B00KAUDUB6) [Item: B00KAUDUB6] | Unknown | Rating: 2.1
(ID: B01HE1Q74U) [Item: B01HE1Q74U] | Unknown | Rating: 3.6
(ID: 6302010306) The Final Countdown VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B00HMDQROQ) [Item: B00HMDQROQ] | Unknown | Rating: 4.7
(ID: B00004STFI) Karen Voight - Lean Legs & Buns/Firm Arms & Abs VHS | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.6
(ID: B00ZT7THP8) Redeemer | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.7
(ID: B00GP41GJE) [Item: B00GP41GJE] | Unknown | Rating: 4.6
(ID: B0142WIJAO) On Her Majesty's Secret Service: Limited Edition Steelbook (Blu-ray + Digital HD) | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B000063KM1) Harold and Maude (Region2) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B000HEWEIU) The American Girl Movie Collection: (Samantha - An American Girl Holiday / Felicity - An American Girl Adventure / Molly - An American Girl on the Home Front) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: B01I06A53C) Leverage: First Season [DVD] [Region 1] [US Import] [NTSC] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: 6302374278) Al Jarreau Live in London VHS | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 5.0
(ID: B00AA18Q2I) [Item: B00AA18Q2I] | Unknown | Rating: 4.3
(ID: B00ENNS2VO) [Item: B00ENNS2VO] | Unknown | Rating: 4.2
(ID: B092P6WJ9G) Saw II (Unrated) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00UB2C8L6) Canyon Hoops Hoop Fitness DVD | Movies & TV > TV | Rating: 5.0
(ID: B0762CBHNG) [Item: B0762CBHNG] | Unknown | Rating: 4.6
(ID: B016NVSEDE) Hill Street Blues: The Final Season [DVD] | Movies & TV > Boxed Sets > Television | Rating: 4.7
(ID: B06XPC4N97) [Item: B06XPC4N97] | Unknown | Rating: 3.7
(ID: B001HM6DDI) [Item: B001HM6DDI] | Unknown | Rating: 4.6
(ID: B01AHNJQIQ) NFL Super Bowl 50 Champions: Denver Broncos [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B01B556LXI) Meet Me In Las Vegas | Comedy > Romance > Cheerful | Rating: 4.6
(ID: B0849L538P) 36 Vayadhinile | Comedy > Kids > Drama | Rating: 4.5
(ID: 0792838696) Hurricane Streets VHS | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.3
(ID: B000V6FVQQ) Kathy Smith: Shed the Pounds [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | 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."
}
|
B0716K6BMB
|
[Item: B0716K6BMB]
| 5
|
AHXPUULKALLRTHMWJP6LB5OJ7YCA
|
overlapping_books_movies
|
B
|
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 Be a Woman | Books > Biographies & Memoirs > Community & Culture | Rating: 5.0
- Killing Jesus: A History (Bill O'Reilly's Killing Series) | Books > History > World | Rating: 3.0
- Lost on Planet China: One Man's Attempt to Understand the World's Most Mystifying Nation | Books > Reference > Writing, Research & Publishing Guides | Rating: 5.0
- My Sister's Keeper | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- The Wednesday Sisters: A Novel (Wednesday Series) | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Cesar's Way: The Natural, Everyday Guide to Understanding and Correcting Common Dog Problems | Books > Crafts, Hobbies & Home > Pets & Animal Care | Rating: 5.0
- Island of the Sequined Love Nun | Books > Literature & Fiction > Action & Adventure | Rating: 4.0
### User's movies History:
- [Item: B00AF29H34] | Unknown | Rating: 2.0
- [Item: B00VFTA70I] | Unknown | Rating: 4.0
- [Item: B00J5WF270] | Unknown | Rating: 5.0
- [Item: B00N9US8DE] | Unknown | Rating: 4.0
- The Other Woman | Romance > Comedy > Feel-good | Rating: 5.0
- [Item: B004ZVB068] | Unknown | Rating: 5.0
- Yoga Journal: Seane Corn - Yoga from the Heart | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 5.0
- Yoga Zone Beginners: Premiere Collection (Four-Pack) | Movies & TV > Boxed Sets > Fitness & Yoga | Rating: 5.0
- What the Bleep Do We Know!? | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
- AM/PM YOGA - For Beginners & Beyond | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B09VVYNZVQ) Shaft (The Criterion Collection) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00BIPCXJM) [Item: B00BIPCXJM] | Unknown | Rating: 4.7
(ID: B00262O5ME) [Item: B00262O5ME] | Unknown | Rating: 4.7
(ID: B00RPOPXC4) Catholics – Digitally Remastered | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: 1558804226) Touch of Evil VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B01M5BJCEH) [Item: B01M5BJCEH] | Unknown | Rating: 4.7
(ID: B0076PE0GW) [Item: B0076PE0GW] | Unknown | Rating: 4.7
(ID: B007Q0JJHC) Adventure Time: Season 1 | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B001C3LO7M) Natural Training for Miniature Horses: Session I | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00KBNBVDG) [Item: B00KBNBVDG] | Unknown | Rating: 4.9
(ID: B01MYXHOYB) [Item: B01MYXHOYB] | Unknown | Rating: 4.2
(ID: B0009VBTL4) Mastering the Electric Bass, Vol. 1: Scales,Modes and Their Applications | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B000069HPZ) Back Care Yoga | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.4
(ID: B076BX5GP2) [Item: B076BX5GP2] | Unknown | Rating: 4.0
(ID: B01I0TU3TK) A Bigger Splash | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 3.9
(ID: B07VGJRS92) Adventure Time The Complete Series Season 1-8 (DVD, 21-Disc Set) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B078HT2GM2) [Item: B078HT2GM2] | Unknown | Rating: 4.2
(ID: B00VG3NYLM) Revolution: The Complete Series [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: 1426776829) Revival DVD: Faith as Wesley Lived It | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B0007ZEOC8) The Driver | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B01F2K4GPC) Kung-Fu & Titties | Comedy > Fantasy | Rating: 2.8
(ID: B07QFPS1SC) [Item: B07QFPS1SC] | Unknown | Rating: 4.2
(ID: B001N3BD04) Super Mario Bros. Super Show!: Mario's Adventures Out West | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B01N0A0IPV) [Item: B01N0A0IPV] | Unknown | Rating: 4.6
(ID: B0035JRV8M) [Item: B0035JRV8M] | Unknown | Rating: 4.7
(ID: B099YF68GR) [Item: B099YF68GR] | Unknown | Rating: 4.4
(ID: B07P6T2VFC) [Item: B07P6T2VFC] | Unknown | Rating: 3.4
(ID: 1433502569) When I Don't Desire God: How to Fight for Joy | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B004XCRXS8) [Item: B004XCRXS8] | Unknown | Rating: 4.6
(ID: B0071BY2YQ) Winehouse, Amy - Fallen Star | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 2.5
(ID: B0078V2IEA) [Item: B0078V2IEA] | Unknown | Rating: 4.2
(ID: B07PFLFLWN) American Experience: Chasing the Moon DVD | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B077Y3DKW9) [Item: B077Y3DKW9] | Unknown | Rating: 4.1
(ID: B000VJ3E44) Danzon [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B08Y5JQB6J) Woodstock: 3 Days Of Peace And Music (Ultimate Collector's Edition) | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B07GZY2MLP) [Item: B07GZY2MLP] | Unknown | Rating: 4.6
(ID: B000A13B8C) Remix "Women's World Fighting Championship" | Movies & TV > Independently Distributed > Special Interests | Rating: 3.6
(ID: 0792839706) Lord of Illusions | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.4
(ID: B01L7X6XUO) [Item: B01L7X6XUO] | Unknown | Rating: 4.3
(ID: B00CNB8WYU) [Item: B00CNB8WYU] | Unknown | Rating: 4.1
(ID: B07477ZM2T) Void [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B00571IMWK) Joy Ride / Joy Ride 2: Dead Ahead (Two-Pack) | Movies & TV > Movies | Rating: 4.4
(ID: B07M7LGCJB) [Item: B07M7LGCJB] | Unknown | Rating: 4.2
(ID: B003KIIBAA) Body Juggling Level 1 Workout with Satek | Movies & TV > Movies | Rating: 5.0
(ID: B097Z135FC) [Item: B097Z135FC] | Unknown | Rating: 2.9
(ID: B07C5DGS5B) [Item: B07C5DGS5B] | Unknown | Rating: 4.9
(ID: B00DNNDEWW) [Item: B00DNNDEWW] | Unknown | Rating: 4.2
(ID: B006RXQ5IU) [Item: B006RXQ5IU] | Unknown | Rating: 4.8
(ID: B06Y6DYRGV) [Item: B06Y6DYRGV] | Unknown | Rating: 4.7
(ID: B0055SJX8C) How The Toys Saved Christmas | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B07L3ZSS9Z) [Item: B07L3ZSS9Z] | Unknown | Rating: 4.7
(ID: B07F49WW1H) [Item: B07F49WW1H] | Unknown | Rating: 4.5
(ID: 6302561841) Modern Times | Movies & TV > Classics > Silent Films | Rating: 4.7
(ID: B0152AVWXQ) Arthur & Merlin | Movies & TV > Independently Distributed > Action & Adventure | Rating: 3.8
(ID: B078T4HJFJ) [Item: B078T4HJFJ] | Unknown | Rating: 3.7
(ID: B0062DQFLW) [Item: B0062DQFLW] | Unknown | Rating: 4.7
(ID: B00000F6UL) Valley Girl [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B09HLBJY3W) Ben Hur & The Ten Commandments Charlton Heston Double Feature 2 DVD Set Includes Bonus Ark of The Covenants Art Card | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B002DMJLTY) Friday the 13th, Part VII: The New Blood (Deluxe Edition) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0075FF5W6) Rookie Blue: Season 2 | Movies & TV > Boxed Sets > Television | Rating: 4.8
(ID: B07YTF5WHZ) Our Miss Brooks, Season 1, Volume 1 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B003ULSS6E) [Item: B003ULSS6E] | Unknown | Rating: 4.4
(ID: B08QCTF4L5) [Item: B08QCTF4L5] | Unknown | Rating: 3.7
(ID: B07NVS6NNW) [Item: B07NVS6NNW] | Unknown | Rating: 4.3
(ID: B004AH3I62) [Item: B004AH3I62] | Unknown | Rating: 4.6
(ID: B002ZVTJDQ) [Item: B002ZVTJDQ] | Unknown | Rating: 4.0
(ID: B006O5Y1FK) Dolphin Tale | Drama > Kids > Cerebral | Rating: 4.7
(ID: B000RL08AO) [Item: B000RL08AO] | Unknown | Rating: 4.7
(ID: B00965ABHM) Mysteries of the Gods | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.7
(ID: B002JIOOAS) Hawaii Five-O: Season 7 | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B009GX69RK) [Item: B009GX69RK] | Unknown | Rating: 4.8
(ID: B01MRNUHGK) [Item: B01MRNUHGK] | Unknown | Rating: 4.6
(ID: B01A3IGLYW) [Item: B01A3IGLYW] | Unknown | Rating: 4.7
(ID: B0077QMCEM) Babette's Feast 1987 | Movies & TV > Movies | Rating: 4.7
(ID: B007XPK6UO) [Item: B007XPK6UO] | Unknown | Rating: 3.6
(ID: B0B84XMPB3) [Item: B0B84XMPB3] | Unknown | Rating: 4.3
(ID: B00KATT6RY) [Item: B00KATT6RY] | Unknown | Rating: 4.3
(ID: B0000V8HYK) Producing How-To DVDs For Profit | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B016MC73HW) [Item: B016MC73HW] | Unknown | Rating: 4.6
(ID: B000LXH3BU) the Best of the Jammys Vol. 1 | Movies & TV > Movies | Rating: 5.0
(ID: B002YDTPHA) [Item: B002YDTPHA] | Unknown | Rating: 4.5
(ID: B001QU945U) [Item: B001QU945U] | Unknown | Rating: 3.5
(ID: B00M58FRG2) Shock Waves [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B07PDJXF1X) [Item: B07PDJXF1X] | Unknown | Rating: 4.0
(ID: B005TPRP2M) [Item: B005TPRP2M] | Unknown | Rating: 4.8
(ID: B00KPPVEWS) [Item: B00KPPVEWS] | Unknown | Rating: 4.8
(ID: B01J2APKEY) [Item: B01J2APKEY] | Unknown | Rating: 3.6
(ID: B0000DIC7C) Here We Go | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.1
(ID: B003SFKT8M) Les Paul: Live in New York | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B001RCL5SQ) The Day The Universe Changed | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00MA14WAQ) Ice Age: Complete Collection [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B07S64G68D) Love My Way | Unknown | Rating: 3.5
(ID: B01BXAAD6Q) The Lost Empire | Movies & TV > Featured Categories > Blu-ray | Rating: 3.7
(ID: B09KSBPS2F) [Item: B09KSBPS2F] | Unknown | Rating: 3.6
(ID: B00005M20K) Carcass - Wake Up and Smell the Carcass | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.4
(ID: B003M6R1JC) [Item: B003M6R1JC] | Unknown | Rating: 4.4
(ID: B002UZCJUC) Michael Jackson - Moonwalker (NTSC/Region 1) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B07KPL72N3) [Item: B07KPL72N3] | Unknown | Rating: 3.8
(ID: B00RBDI10K) [Item: B00RBDI10K] | Unknown | Rating: 4.1
(ID: B00876TXIE) [Item: B00876TXIE] | 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."
}
|
B01M5BJCEH
|
[Item: B01M5BJCEH]
| 5
|
AFF4YOP4XM2HWLO6D5Q5JD7XZZFQ
|
overlapping_books_movies
|
B
|
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 War on Music: Reclaiming the Twentieth Century | Books > Arts & Photography > Music | Rating: 2.0
- The Three Escapes of Hannah Arendt: A Tyranny of Truth | Books > History > World | Rating: 1.0
- Left Bank: Art, Passion, and the Rebirth of Paris, 1940-50 | Books > Biographies & Memoirs > Historical | Rating: 2.0
- The Heart's Invisible Furies: A Novel | Books > LGBTQ+ Books > Literature & Fiction | Rating: 3.0
- At the Existentialist Café: Freedom, Being, and Apricot Cocktails with Jean-Paul Sartre, Simone de Beauvoir, Albert Camus, Martin Heidegger, Maurice Merleau-Ponty and Others | Books > Politics & Social Sciences > Philosophy | Rating: 3.0
- The Hotel on Place Vendome: Life, Death, and Betrayal at the Hotel Ritz in Paris | Books > Arts & Photography > Architecture | Rating: 1.0
- Tennessee Williams: Mad Pilgrimage of the Flesh | Books > Arts & Photography > Performing Arts | Rating: 2.0
### User's movies History:
- THE SHINY SHRIMPS | Movies & TV > Movies | Rating: 1.0
- Tudors: The Complete Series | Movies & TV > Paramount Home Entertainment > Drama | Rating: 2.0
- Here Comes Your Man | Movies & TV > Movies | Rating: 1.0
- Fried Green Tomatoes | Movies & TV > Genre for Featured Categories > Drama | Rating: 2.0
- No Hard Feelings | Movies & TV > Genre for Featured Categories > LGBT | Rating: 5.0
- The Strong Ones (Los Fuertes) | Movies & TV > Featured Categories > DVD | Rating: 5.0
- The Family Tree | Movies & TV > Featured Categories > DVD | Rating: 1.0
- Hidden: Series 1 | Movies & TV > TV | Rating: 1.0
- Hindemith - a pilgrim's progress | Movies & TV > Movies | Rating: 1.0
- Medici: Masters of Florence [DVD] [2017] | Movies & TV > Featured Categories > DVD | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B084L5YT3D) [Item: B084L5YT3D] | Unknown | Rating: 3.8
(ID: B0070HNTO0) [Item: B0070HNTO0] | Unknown | Rating: 4.5
(ID: B00XKYJOBY) [Item: B00XKYJOBY] | Unknown | Rating: 4.0
(ID: B071WXTY32) [Item: B071WXTY32] | Unknown | Rating: 4.7
(ID: B01G9GSL36) [Item: B01G9GSL36] | Unknown | Rating: 4.5
(ID: B08JTWSNM3) The 11th Green | Science Fiction > Drama > Historical | Rating: 4.0
(ID: B08GBCWW97) Proxima Blu-Ray | Movies & TV > Blu-ray > Movies | Rating: 3.8
(ID: B001J23SUM) Grateful Dead – At Old Renaissance Faire Grounds 1972 (DVD) | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00MP2FWE0) Toriko: Collection Two | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00CQ3R1BA) [Item: B00CQ3R1BA] | Unknown | Rating: 4.1
(ID: B000FS2VQI) Charlie and Lola, Vol. 1 | Movies & TV > BBC > All BBC Titles | Rating: 4.4
(ID: B0015I2S7E) Dynasty - Season Three, Vol. 1 | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.6
(ID: 9089701567) Tropical Fish DVD - Clown Fish of the Tropical Ocean | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00G4KV9MS) [Item: B00G4KV9MS] | Unknown | Rating: 4.5
(ID: B0986236WR) [Item: B0986236WR] | Unknown | Rating: 4.1
(ID: B000059H8Z) The Gay Desperado [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.1
(ID: B07JZ766RK) [Item: B07JZ766RK] | Unknown | Rating: 4.6
(ID: B005MVZRTG) Yoga Motion - Yoga DVD for Kids Ages 2.5+ | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00STYJFBE) [Item: B00STYJFBE] | Unknown | Rating: 3.4
(ID: B017OAUTDQ) [Item: B017OAUTDQ] | Unknown | Rating: 4.0
(ID: B00005QG0R) The White Buffalo [Region 2] | Movies & TV > Movies | Rating: 4.6
(ID: B0794SPH6S) Saturday Church [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B01GIIVUNS) [Item: B01GIIVUNS] | Unknown | Rating: 3.8
(ID: B00026WBE0) Wyatt Earp | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B00NH1G44A) American Restoration Vol. 4 | Movies & TV > Genre for Featured Categories > Reality TV | Rating: 4.5
(ID: B00X7P77YC) [Item: B00X7P77YC] | Unknown | Rating: 3.1
(ID: B00I13QO2G) [Item: B00I13QO2G] | Unknown | Rating: 2.3
(ID: B0B755V1MT) [Item: B0B755V1MT] | Unknown | Rating: 4.0
(ID: B07NBZ5G3S) [Item: B07NBZ5G3S] | Unknown | Rating: 4.2
(ID: B005UPNR8M) My Girl - Hit Korean Drama (Korean with English Subtitles) 4 DVD Set | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.9
(ID: B07T1N4CCV) [Item: B07T1N4CCV] | Unknown | Rating: 4.5
(ID: B00JEZWRH6) The Virginian: The Complete Eighth & Final Season | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.8
(ID: B07VBPXWQ2) [Item: B07VBPXWQ2] | Unknown | Rating: 3.4
(ID: B00F2CESXG) [Item: B00F2CESXG] | Unknown | Rating: 4.7
(ID: B00QIYNHFM) Classic Comedy Teams | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.0
(ID: B004RA7YTO) Money For Nothing [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B002OFV0PS) I Can't Think Straight | Movies & TV > Genre for Featured Categories > LGBT | Rating: 4.6
(ID: B004I3Z6GI) Poor Pretty Eddie | Movies & TV > Blu-ray > Movies | Rating: 3.5
(ID: B07DZ6L94R) [Item: B07DZ6L94R] | Unknown | Rating: 3.8
(ID: B005TZFYQQ) Dog The Bounty Hunter: Taking It To The Streets [DVD] | Movies & TV > Genre for Featured Categories > Reality TV | Rating: 4.7
(ID: B003VR0BEO) Thieves By Law | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B0000DI86Y) The Mystery of Charles Dickens | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.3
(ID: B01LY1JXKV) [Item: B01LY1JXKV] | Unknown | Rating: 3.2
(ID: B00A44GNTE) Brave New World - Leonard Nimoy | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B077WHRT3S) [Item: B077WHRT3S] | Unknown | Rating: 5.0
(ID: B01FYLZ8TC) [Item: B01FYLZ8TC] | Unknown | Rating: 3.3
(ID: B00004WG9I) Red Dwarf IV - Byte Two: Dimension Jump VHS | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.7
(ID: 1419868462) P.S. I Love You | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.8
(ID: B009LG31R8) [Item: B009LG31R8] | Unknown | Rating: 3.9
(ID: B018STFGWG) Delirious (1991) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B075DXZSCG) The Trip To Spain | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B0010O0154) Hayao Miyazaki Collection (7 DVD - Princess Mononoke / Spirited Away / Howl's Moving Castle / My Neighbor Totoro / Nausicaa / Castle in the Sky / Kiki's Delivery Service | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 2.7
(ID: B000003K9E) Star Trek - Voyager, Episodes 1 & 2: Caretaker Pilot VHS | Movies & TV > Science Fiction & Fantasy | Rating: 3.3
(ID: B00007L4LW) Christmas Season Massacre | Movies & TV > Holidays & Seasonal > Christmas | Rating: 3.2
(ID: B000BPYKBO) In Search of a Rising Tide | Movies & TV > Featured Categories > DVD | Rating: 2.7
(ID: B00X47XAPS) [Item: B00X47XAPS] | Unknown | Rating: 4.7
(ID: B01LTHMFN2) The Great Gilly Hopkins | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B00UGPJ8UW) Fight Club | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B01N8S0NXJ) Mildred Pierce (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B000UX6TK2) Queer as Folk - The Complete Series | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.8
(ID: B00O9Y1BQA) The Longest Week / Une Semaine Sans Fin (Blu-ray & Dvd) | Movies & TV > Blu-ray > Movies | Rating: 3.5
(ID: B001FRNBBW) Playboy: Naked Happy Girls, Vol. 3: California Girls [DVD] | Movies & TV > Movies | Rating: 3.3
(ID: B00FWLSOOG) [Item: B00FWLSOOG] | Unknown | Rating: 4.7
(ID: B002W819BC) [Item: B002W819BC] | Unknown | Rating: 3.7
(ID: B001QU9RSE) Wings: Final Season [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00081OW64) Space Master X-7 | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 2.7
(ID: B002SKR33W) [Item: B002SKR33W] | Unknown | Rating: 3.5
(ID: B08F51FYG2) [Item: B08F51FYG2] | Unknown | Rating: 4.6
(ID: B000GI3KN0) Money & Making Change DVD by Rock 'N Learn | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B00I3BQJ9O) [Item: B00I3BQJ9O] | Unknown | Rating: 4.6
(ID: B078T129SY) The Prison Break (The Complete 1 - 4 Season & The Final Break) | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: B08PPRSCB9) [Item: B08PPRSCB9] | Unknown | Rating: 4.6
(ID: 6304475993) National Geographic's White Wolf [VHS] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.0
(ID: B08T6CCMFM) [Item: B08T6CCMFM] | Unknown | Rating: 4.7
(ID: B006YP42IG) [Item: B006YP42IG] | Unknown | Rating: 4.8
(ID: B00NTBMISY) [Item: B00NTBMISY] | Unknown | Rating: 4.6
(ID: B000JLSPTS) Learn Spanish DVD: Level 3 | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.9
(ID: B004YM6JP0) The Vampire Diaries: Season 3 (Blu-ray + DVD + Ultraviolet) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.8
(ID: B07ZS3ZK2H) [Item: B07ZS3ZK2H] | Unknown | Rating: 4.0
(ID: B07QT8VYNS) [Item: B07QT8VYNS] | Unknown | Rating: 4.1
(ID: B0052SO0VU) Love Is A Ball | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.5
(ID: B01CX1E8M4) Alien Nation | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: 6302772745) A Majority of One | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B0041JHACW) [Item: B0041JHACW] | Unknown | Rating: 4.7
(ID: B0038N9WUK) Bandit of Sherwood Forest | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B00SAEGL38) [Item: B00SAEGL38] | Unknown | Rating: 4.6
(ID: 1612387330) Rick Steves' European Travel Skills & Specials DVD & Blu-Ray 20002014 | Movies & TV > Featured Categories > Blu-ray | Rating: 5.0
(ID: B000SSONG6) Harlem Double Feature: Dirty Gertie From Harlem U.S.A. (1946) / Sepia Cinderella (1947) | Movies & TV > Independently Distributed > Drama | Rating: 4.0
(ID: B0B1353C59) Benediction | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B005SNQ3DW) [Item: B005SNQ3DW] | Unknown | Rating: 4.0
(ID: B00L8QOYRU) 4-Movie Midnight Marathon Pack: Predators | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B002R1XKG6) [Item: B002R1XKG6] | Unknown | Rating: 3.6
(ID: B019JQCVMU) [Item: B019JQCVMU] | Unknown | Rating: 4.8
(ID: B0054NQQN8) [Item: B0054NQQN8] | Unknown | Rating: 4.7
(ID: B01CIXVXRA) Impostor [DVD + Digital] | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.4
(ID: B00005RIXU) Verdi - Stiffelio / Downes, Carreras, Malfitano, Royal Opera Covent Garden | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B01M2UQTJ3) [Item: B01M2UQTJ3] | Unknown | Rating: 3.3
(ID: B001J2X46A) [Item: B001J2X46A] | Unknown | Rating: 4.2
(ID: B007ZE4SKW) [Item: B007ZE4SKW] | Unknown | Rating: 4.4
(ID: B078WYQFC7) [Item: B078WYQFC7] | Unknown | 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."
}
|
B0B1353C59
|
Benediction
| 2
|
AE3NF7XVJNWIKXJZ2RZBYHPLJJZQ
|
overlapping_books_movies
|
B
|
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: 5.0
- Perfect Alibi (Mike Daley/Rosie Fernandez Legal Thriller Book 7) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- DARK MURDER a gripping detective thriller full of suspense (Detective Greco Book 1) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Kill Me Again: The gripping psychological thriller with a shocking twist | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Back Story (The Reed Ferguson Mystery Series Book 10) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- One More Game: A Novella (The Sara Winthrop Thriller Series) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Veiled (A Bone Secrets Novel) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Chilled (A Bone Secrets Novel Book 2) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Midnight Exposure | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Serial Killers Uncut | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
### User's movies History:
- [Item: B006IVYBLY] | Unknown | Rating: 5.0
- [Item: B00ADSOKW8] | Unknown | Rating: 1.0
- The Sopranos | Drama > Suspense | Rating: 5.0
- [Item: B006VRDZ44] | Unknown | Rating: 5.0
- [Item: B006IVYBGO] | Unknown | Rating: 3.0
- [Item: B006IVJXHQ] | Unknown | Rating: 5.0
- [Item: B006IVTP1U] | Unknown | Rating: 4.0
- [Item: B00CBRAD2A] | Unknown | Rating: 4.0
- [Item: B00EL8I8IS] | Unknown | Rating: 5.0
- [Item: B00E1SVGPK] | Unknown | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B008R6P1YY) [Item: B008R6P1YY] | Unknown | Rating: 4.8
(ID: B009JSYSF2) [Item: B009JSYSF2] | Unknown | Rating: 4.1
(ID: B07BFHKY6Z) Body Electric Unplugged Volume 4 - Series 20 | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B07X27H7SW) [Item: B07X27H7SW] | Unknown | Rating: 4.8
(ID: B00GFIZPF6) [Item: B00GFIZPF6] | Unknown | Rating: 3.9
(ID: B07XN4BKQC) Monty Python's Flying Circus: The Complete Series 1 [DIGIPAK BD] [Blu-ray] [2019] [Region A & B & C] | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B01H0US4IW) [Item: B01H0US4IW] | Unknown | Rating: 2.8
(ID: B07VGH9KMN) [Item: B07VGH9KMN] | Unknown | Rating: 4.2
(ID: B01NCW8MR1) Tesla: Born In Light | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B00C8PJZ4C) [Item: B00C8PJZ4C] | Unknown | Rating: 4.2
(ID: B00SW92TH8) Jack Reacher | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B002MY9NF0) [Item: B002MY9NF0] | Unknown | Rating: 4.5
(ID: B001LAGDHW) The Milton Berle Show: Volumes 1-2 | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B00QGKVC28) [Item: B00QGKVC28] | Unknown | Rating: 3.3
(ID: B000E4FHS2) Drum Lesson: Coordination and Groove Learn how to play intermediate to advanced drums instructional drum lessons video | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.2
(ID: B00F878JYE) Caesar Must Die | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B01LTHXLXK) Michael (1996) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B01LWBG69D) [Item: B01LWBG69D] | Unknown | Rating: 4.8
(ID: B00A2XQTSW) BabyFirst Numbers Around the Globe - Adventures in Counting | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B09266GGSG) Strange Days at Blake Holsey High | Kids | Rating: 4.6
(ID: B01C3SMCZW) [Item: B01C3SMCZW] | Unknown | Rating: 4.8
(ID: B06W5LBWN3) [Item: B06W5LBWN3] | Unknown | Rating: 4.3
(ID: B00H9VZVAC) Voice for the Ages | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B004OW3NSQ) Culinary Travels - Jamaica | Special Interest | Rating: 4.6
(ID: B004MF18IC) lee rittenours 6 string theory | Movies & TV > Movies | Rating: 5.0
(ID: B01N5E38WR) [Item: B01N5E38WR] | Unknown | Rating: 2.9
(ID: B004SC6Z5U) [Item: B004SC6Z5U] | Unknown | Rating: 4.6
(ID: B010U2H86Q) [Item: B010U2H86Q] | Unknown | Rating: 4.8
(ID: B07JG2H989) Dance With Miss Kim | Fitness > Special Interest | Rating: 3.5
(ID: B08W26GBJV) [Item: B08W26GBJV] | Unknown | Rating: 4.7
(ID: 6300155420) Off the Mark VHS | Movies & TV > Art House & International > By Original Language | Rating: 4.1
(ID: B003R9DCR4) [Item: B003R9DCR4] | Unknown | Rating: 4.5
(ID: B007X15GRQ) [Item: B007X15GRQ] | Unknown | Rating: 4.6
(ID: B0814NP31Z) [Item: B0814NP31Z] | Unknown | Rating: 4.7
(ID: B06WGPGNX9) [Item: B06WGPGNX9] | Unknown | Rating: 4.3
(ID: B074V3764B) Anastasia / Fern Gully: The Last Rainforest / Thumbelina (3 Movie Collection) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B08QCKY9KV) Father Goose | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B000G19OP0) Tai Chi Energy Patterns | Movies & TV > Boxed Sets > Documentary | Rating: 4.0
(ID: B0006OBPUO) School Daze | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B00BN4QWO0) [Item: B00BN4QWO0] | Unknown | Rating: 4.4
(ID: B00063E7LE) ScubaCore Issue 2 | Movies & TV > Independently Distributed > Special Interests | Rating: 5.0
(ID: B000Q66QAG) Dante's Peak | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: 6301752678) Walt Disney Cartoon Classics: Donald's Scary Tales - Volume 13 VHS | Movies & TV > Disney Home Video > All Disney Titles | Rating: 4.5
(ID: B000V9KF7I) Rock Hudson: A Life Shrouded in Mystery [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B0043CXSR8) [Item: B0043CXSR8] | Unknown | Rating: 4.8
(ID: B07L9JRXTY) [Item: B07L9JRXTY] | Unknown | Rating: 4.4
(ID: B00RSGIVVO) [Item: B00RSGIVVO] | Unknown | Rating: 4.5
(ID: B0041M5AYO) [Item: B0041M5AYO] | Unknown | Rating: 4.7
(ID: B000286RJ8) Zorro's Fighting Legion | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: 6304296177) Run for the Dream - The Gail Devers Story VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 5.0
(ID: B07BN3X3VX) [Item: B07BN3X3VX] | Unknown | Rating: 4.4
(ID: B007CMFLEE) Reel Rock Film Tour 2011 | Movies & TV > Genre for Featured Categories > Sports | Rating: 5.0
(ID: B002SFJ9XE) [Item: B002SFJ9XE] | Unknown | Rating: 4.7
(ID: B00003CXO0) Meet the Parents VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B07VPKYBFZ) Tai Chi Fit Over 50 SEATED WORKOUT for HEALTH DVD David-Dorian Ross **BESTSELLER** Sitting Tai Chi | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.3
(ID: B000A3XY82) Crunch - Cardio Dance Blast | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.2
(ID: B014VPR3GS) Dune (Miniseries) | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B006R0CPLE) [Item: B006R0CPLE] | Unknown | Rating: 4.0
(ID: B07KK8C1CZ) Animated Animals - Short Films for Kids | Comedy > Fantasy > Cheerful | Rating: 4.9
(ID: B01C7YPAM4) [Item: B01C7YPAM4] | Unknown | Rating: 4.0
(ID: B07FZNWGTH) [Item: B07FZNWGTH] | Unknown | Rating: 4.5
(ID: B000KWEG6C) Red Vs. Blue: Season Three | Movies & TV > TV | Rating: 4.8
(ID: B008ZQ4WDC) Hopeful Notes | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B01GUP54AO) The Rogues-Volume One-TWO DVD Set-10 Classic Episodes | Movies & TV > Movies | Rating: 4.3
(ID: B08J9QGRWB) [Item: B08J9QGRWB] | Unknown | Rating: 4.3
(ID: B00NTSTMQ8) Disaster L.A.: The Last Zombie Apocalypse Begins Here | Suspense > Horror > Frightening | Rating: 3.9
(ID: B000O39MZC) [Item: B000O39MZC] | Unknown | Rating: 4.7
(ID: B07D57WC47) Action Point | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B000A7JKPO) Lord of the Wiens: A Dachumentary | Movies & TV > Independently Distributed > Comedy | Rating: 3.4
(ID: B0100LY6QM) [Item: B0100LY6QM] | Unknown | Rating: 2.9
(ID: B07PCQKZKS) Sobibor | Movies & TV > Movies | Rating: 4.2
(ID: B004X7BVU4) Piano Players Rarely Ever Play Together | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: 1567301827) After Life VHS | Movies & TV > Art House & International > By Country | Rating: 4.5
(ID: 6303095011) Poor Little Rich Girl [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B002LFPAPC) John Milton: T'ai Chi for Liberation | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B004R361JK) Gold's Gym 30-Day Body Makeover DVD | Movies & TV > TV | Rating: 3.5
(ID: B005Z9MG3A) Monkeybone | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B0753XK1SJ) [Item: B0753XK1SJ] | Unknown | Rating: 3.1
(ID: B07MVJHMK4) [Item: B07MVJHMK4] | Unknown | Rating: 4.4
(ID: B000ILF43O) [Item: B000ILF43O] | Unknown | Rating: 3.3
(ID: B07GSGWYR1) [Item: B07GSGWYR1] | Unknown | Rating: 1.0
(ID: B0040FN7CY) [Item: B0040FN7CY] | Unknown | Rating: 4.8
(ID: B001D25LXU) Speed Racer (2008) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B017OFCY70) [Item: B017OFCY70] | Unknown | Rating: 4.2
(ID: B011M5B1Y0) [Item: B011M5B1Y0] | Unknown | Rating: 4.1
(ID: B00AQM7T74) Zombieland [Blu-ray] (2009) [Region Free] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00005UWAQ) Ice Grill | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: 078201061X) The Jazz Singer | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.8
(ID: B002MREVCW) Pops Locks & Shimmies 2 with Sadie and Kaya - Belly Dance DVD | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B07R6XJFMN) [Item: B07R6XJFMN] | Unknown | Rating: 4.1
(ID: B0007QS1Z8) Unknown | | Rating: 0.0
(ID: B00JKQ9YF2) Thomas & Friends: Trouble on the Tracks [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B00A2KIMH6) [Item: B00A2KIMH6] | Unknown | Rating: 4.8
(ID: B08Q2YP319) [Item: B08Q2YP319] | Unknown | Rating: 3.5
(ID: B007ATHNMC) Elvira's Movie Macabre - Wild Women | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.3
(ID: B002XDQH54) Avatar: The Last Airbender - The Complete Book 3 Fire DVD Collection | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.9
(ID: B0029KMATS) America From Above | Movies & TV > Movies | Rating: 3.2
(ID: B01M4GN2NX) [Item: B01M4GN2NX] | Unknown | Rating: 4.5
(ID: B003EJO8OS) Riddler's Moon / Battle Planet | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.8
(ID: B009MF0EQE) [Item: B009MF0EQE] | 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."
}
|
B00RSGIVVO
|
[Item: B00RSGIVVO]
| 5
|
AGTQVFA267HUVDYKFWJ32FMKTBGQ
|
overlapping_books_movies
|
B
|
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 Woman in Cabin 10 | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- The Black Box (Harry Bosch) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Night Fire: A Ballard and Bosch Novel: Harry Bosch, Book 22 | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Law of Innocence (A Lincoln Lawyer Novel, 6) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- The Old Farmer's Almanac 2021, Trade Edition | Books > Reference > Encyclopedias & Subject Guides | Rating: 4.0
- The Woman in the Window: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Drop (A Harry Bosch Novel, 15) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
- Nine Dragons (A Harry Bosch Novel, 14) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
### User's movies History:
- [Item: B07Q7WXVVR] | Unknown | Rating: 1.0
- [Item: B07CQ865WW] | Unknown | Rating: 3.0
- [Item: B07N46TVV7] | Unknown | Rating: 2.0
- [Item: B01G96O734] | Unknown | Rating: 5.0
- [Item: B01AB17IGQ] | Unknown | Rating: 4.0
- [Item: B009511DO2] | Unknown | Rating: 3.0
- [Item: B00I3MQNWG] | Unknown | Rating: 5.0
- Christmas in Connecticut (1992 TV Movie) | Movies & TV > Holidays & Seasonal > Christmas | Rating: 1.0
- [Item: B00JYSKBIU] | Unknown | Rating: 2.0
- Olympus has Fallen | Movies & TV > Blu-ray > Movies | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B01MQRTPD0) [Item: B01MQRTPD0] | Unknown | Rating: 3.4
(ID: B002QTJLAS) [Item: B002QTJLAS] | Unknown | Rating: 2.6
(ID: B013FKYNWC) Alice Through the Looking Glass | Kids > Fantasy | Rating: 3.7
(ID: B00HM7ZNTM) The Block Signal (Silent) | Movies & TV > Featured Categories > DVD | Rating: 2.9
(ID: B091FVBYHR) [Item: B091FVBYHR] | Unknown | Rating: 5.0
(ID: B0001610NE) Liz Gillies Core Fitness - Progressive Pilates for Weight Loss | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.1
(ID: B01J9XI1H2) Beethoven: Symphony No. 9 | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B01J2KEDZQ) [Item: B01J2KEDZQ] | Unknown | Rating: 4.6
(ID: B00004WG7W) Doctor Who - Planet of the Spiders VHS | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.7
(ID: B07QYXCQ18) [Item: B07QYXCQ18] | Unknown | Rating: 3.4
(ID: B002QW7AKI) Beyond A Reasonable Doubt [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B000K2DRXK) [Item: B000K2DRXK] | Unknown | Rating: 4.0
(ID: B08D9XB1PJ) [Item: B08D9XB1PJ] | Unknown | Rating: 3.9
(ID: B077ZZJHFX) [Item: B077ZZJHFX] | Unknown | Rating: 4.1
(ID: B07W68LQWJ) [Item: B07W68LQWJ] | Unknown | Rating: 4.8
(ID: B0B8TL83SH) Coyote Creek Christmas | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B01N21HD8X) [Item: B01N21HD8X] | Unknown | Rating: 4.2
(ID: 6303082726) To Dance with the White Dog [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: 9089701176) Aquarium DVD - South American Aquariums with Music And Nature Sounds - Filmed in HD | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.3
(ID: B000OCXNRQ) Clifford: Big Fun in the Sun | Movies & TV > 3-6 Years | Rating: 4.8
(ID: B07L39V9J8) [Item: B07L39V9J8] | Unknown | Rating: 2.9
(ID: B01H4CSMKG) Der Bunker | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: 1558381902) Hiking the Grand Canyon - The Corridor Trails | Movies & TV > Independently Distributed > Kids & Family | Rating: 3.7
(ID: B00BFFBPK8) [Item: B00BFFBPK8] | Unknown | Rating: 4.9
(ID: B000E0OBJM) The Best of Unsolved Mysteries | Movies & TV > Boxed Sets > Documentary | Rating: 4.5
(ID: B0043Z0P9Y) [Item: B0043Z0P9Y] | Unknown | Rating: 3.7
(ID: B003I7EYFY) [Item: B003I7EYFY] | Unknown | Rating: 4.8
(ID: B009C7RTXS) [Item: B009C7RTXS] | Unknown | Rating: 3.2
(ID: B00455KWD6) [Item: B00455KWD6] | Unknown | Rating: 4.2
(ID: B00V4JII8W) [Item: B00V4JII8W] | Unknown | Rating: 2.3
(ID: B00F5K1Z40) Aquarion: EVOL - Season 2, Part 1 (Limited Edition Blu-ray/DVD Combo) | Movies & TV > Blu-ray > TV | Rating: 4.5
(ID: B00K0D9760) Xena: Warrior Princess - Season Five [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B078FYCQ6G) [Item: B078FYCQ6G] | Unknown | Rating: 3.4
(ID: B00FSCLMSO) The Legend of Cool Disco Dan | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B008GO6826) [Item: B008GO6826] | Unknown | Rating: 4.5
(ID: B005DVIP94) Full House: The Complete Series Collection | Movies & TV > Boxed Sets > Comedy | Rating: 4.8
(ID: B018P7XNRQ) Once I Was A Beehive | Comedy > Drama > Heartwarming | Rating: 4.6
(ID: B0033PSHA4) Tell Them Willie Boy is Here | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.4
(ID: 0971082502) All the Right Moves - Yoga, Pilates & Dance Conditioning [VHS] | Movies & TV > Yoga > General | Rating: 3.7
(ID: B0BJTLBD3P) Double Jeopardy - Limited Edition | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00QMWEISU) Retro TV Toons - Jumanji - The Animated Series - Season 1 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.0
(ID: B00HUIJGN2) [Item: B00HUIJGN2] | Unknown | Rating: 4.4
(ID: 156371616X) Second Chances DVD | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B00006JMPR) Eyes of an Angel (1991) | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.8
(ID: B00MRWJNTS) [Item: B00MRWJNTS] | Unknown | Rating: 4.2
(ID: B073X8SQRX) Bleach (TV) Set 3 (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B07TVFVDKB) [Item: B07TVFVDKB] | Unknown | Rating: 3.6
(ID: B002ZG4Q6G) The Ladykillers (StudioCanal Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B07HBJFJWN) [Item: B07HBJFJWN] | Unknown | Rating: 3.0
(ID: 0767821955) Poetic Justice | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B000E6GCI4) Sequins | Movies & TV > Independently Distributed > Drama | Rating: 4.3
(ID: B01AB17HLC) [Item: B01AB17HLC] | Unknown | Rating: 4.8
(ID: 6304466145) Skyjacked | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.3
(ID: B01K8WYASC) [Item: B01K8WYASC] | Unknown | Rating: 3.6
(ID: B00UGPG52G) Interview with the Vampire: The Vampire Chronicles by Warner Home Video | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B003YMR9IC) Light Gradient | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B00CE2G56U) [Item: B00CE2G56U] | Unknown | Rating: 3.9
(ID: B003AK5RL4) [Item: B003AK5RL4] | Unknown | Rating: 4.0
(ID: B01AYSSC66) [Item: B01AYSSC66] | Unknown | Rating: 3.8
(ID: B0095125OY) [Item: B0095125OY] | Unknown | Rating: 4.4
(ID: B00BLGZSJA) [Item: B00BLGZSJA] | Unknown | Rating: 4.5
(ID: B005QV3FEG) Thelma and Louise [Blu-ray] [1991] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00000JN2M) Marlene | Movies & TV > Musicals & Performing Arts > Documentary | Rating: 4.1
(ID: B00MQOFWLK) [Item: B00MQOFWLK] | Unknown | Rating: 4.3
(ID: B00JJW0H44) [Item: B00JJW0H44] | Unknown | Rating: 3.7
(ID: B092JRLN88) Hawaii Five-O (2010): The Complete Series | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.7
(ID: B0000VC07U) Joni [VHS] | Movies & TV > Independently Distributed > Documentary | Rating: 4.7
(ID: B005LAJ1PE) American Horror Story: Season 1 | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00K6DMT0A) Being Human Complete Seasons 1-5 Bundle | Movies & TV > BBC > All BBC Titles | Rating: 4.4
(ID: B00FOT0PZM) Embrace of the Vampire (1995) | Suspense > Horror | Rating: 4.2
(ID: B0756JRM4T) Extra School | Comedy | Rating: 4.8
(ID: B00BB8ON4O) [Item: B00BB8ON4O] | Unknown | Rating: 4.5
(ID: B001KQS3VG) Noddy: Noddy's Taxi Service [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B00GMOZYI6) [Item: B00GMOZYI6] | Unknown | Rating: 4.0
(ID: B014R1UGLK) [Item: B014R1UGLK] | Unknown | Rating: 4.6
(ID: B003AND1FA) Appleseed [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.7
(ID: B000VDDDZK) Diagnosis Murder - Seasons 1-3 | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.7
(ID: B00GS7Q0JY) Dragon Day DVD | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B000B7MX6Q) Son of Kong [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: B000GJPL1S) [Item: B000GJPL1S] | Unknown | Rating: 4.7
(ID: B009NX5MTO) [Item: B009NX5MTO] | Unknown | Rating: 4.6
(ID: B0002I84EY) Saturday Night Live - The Best of Tracy Morgan | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.5
(ID: B07V5PXVHC) Dragon Ball - Complete Series Collectors Box Set [Exclusive Limited Edition DVD] | Movies & TV > TV | Rating: 4.6
(ID: B086B1H1YG) Yo-Yo Ma: The Bach Project - Cello Suites | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B01FRTFVMU) Deadliest Journeys | Documentary | Rating: 4.0
(ID: B0762ZB61H) [Item: B0762ZB61H] | Unknown | Rating: 4.9
(ID: B00Z9NXHA8) [Item: B00Z9NXHA8] | Unknown | Rating: 3.2
(ID: B00YH8S70Q) [Item: B00YH8S70Q] | Unknown | Rating: 4.4
(ID: B006RZZ7J6) [Item: B006RZZ7J6] | Unknown | Rating: 4.4
(ID: B01DLKCM74) [Item: B01DLKCM74] | Unknown | Rating: 4.3
(ID: B00HHEBMMC) Turkles | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.0
(ID: B00CJUD7UY) Kajukenbo: Belt Promotion - White Belt to Brown Belt | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B07BN7TNFR) [Item: B07BN7TNFR] | Unknown | Rating: 4.1
(ID: B00000JN2R) Spider Baby [DVD] | Movies & TV > Cult Movies > Comedy | Rating: 4.6
(ID: B01GT2QI30) [Item: B01GT2QI30] | Unknown | Rating: 3.8
(ID: B00005JN9B) A Date with Judy | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.6
(ID: B009YMN5QQ) [Item: B009YMN5QQ] | Unknown | Rating: 4.5
(ID: B006V0OL4Y) [Item: B006V0OL4Y] | Unknown | Rating: 4.7
(ID: B000ANEK0S) Chen Style Tai Chi Old Frame 38 Section Routine | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B07XW6SNQF) Skins: Series 1-7 (Repackage) [DVD] | Movies & TV > Featured Categories > DVD | 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."
}
|
B08D9XB1PJ
|
[Item: B08D9XB1PJ]
| 2
|
AE7UM2B5GHTPSFNH6FV7I6BS7DYA
|
overlapping_books_movies
|
B
|
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:
- London Fields | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Battle Ground (Dresden Files) | Books > Literature & Fiction > Action & Adventure | Rating: 1.0
- Shades of Grey: A Novel | Books > Literature & Fiction > Humor & Satire | Rating: 5.0
- I'll Scream Later | Books > Biographies & Memoirs > Arts & Literature | Rating: 2.0
- Nefertiti: The Book of the Dead | Books > Mystery, Thriller & Suspense > Mystery | Rating: 1.0
- Fevre Dream: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Holes | Books > Sponsored Selections | Rating: 5.0
- Honeymoon (Honeymoon, 1) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 1.0
- The Likeness (Dublin Murder Squad) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 2.0
### User's movies History:
- [Item: B01H0KB7RW] | Unknown | Rating: 5.0
- [Item: B00RSGHX3Q] | Unknown | Rating: 1.0
- [Item: B01KINMB3W] | Unknown | Rating: 2.0
- [Item: B01J7778SS] | Unknown | Rating: 2.0
- [Item: B00CLO0U7Q] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B08XB2VZNP) [Item: B08XB2VZNP] | Unknown | Rating: 3.2
(ID: B079Q694B1) [Item: B079Q694B1] | Unknown | Rating: 4.3
(ID: B0B8NY6WGW) [Item: B0B8NY6WGW] | Unknown | Rating: 4.1
(ID: B001138U7A) Live From New York City | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.5
(ID: B00JBGSHSQ) Noah | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B0072HDJX4) [Item: B0072HDJX4] | Unknown | Rating: 3.9
(ID: B002CPTMV4) [Item: B002CPTMV4] | Unknown | Rating: 3.3
(ID: B0001FFJSM) Modern Arnis By Remy Presas: Vol. 2 | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B001BPJJ82) The Fall (+ BD Live) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B000IZ1R7M) [Item: B000IZ1R7M] | Unknown | Rating: 4.5
(ID: B000JNZBMK) Winsor Pilates Advanced Body Slimming (Sculpt Your Body Slim) | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B0098VYLMU) [Item: B0098VYLMU] | Unknown | Rating: 4.8
(ID: B002XVZBKS) [Item: B002XVZBKS] | Unknown | Rating: 4.4
(ID: B01IS5M9AM) [Item: B01IS5M9AM] | Unknown | Rating: 4.7
(ID: B002BIUMQG) Coleccion Pedro Infante: Escandalo de Estrellas/Sobre las Olas (DBFE) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B003YNZTJW) 3 IDIOTS DVD [2 DISC SET] BOOK & STICKER | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B009KHAQ2G) [Item: B009KHAQ2G] | Unknown | Rating: 4.2
(ID: B00275WSVA) [Item: B00275WSVA] | Unknown | Rating: 4.8
(ID: B06Y3GQ9YS) [Item: B06Y3GQ9YS] | Unknown | Rating: 2.8
(ID: B0B8LQJ3PV) [Item: B0B8LQJ3PV] | Unknown | Rating: 4.6
(ID: B000BDH6FS) Loophole | Movies & TV > Independently Distributed > Drama | Rating: 4.0
(ID: B079F23F3L) [Item: B079F23F3L] | Unknown | Rating: 4.8
(ID: B00JRU7SSG) [Item: B00JRU7SSG] | Unknown | Rating: 4.7
(ID: B008GY8R98) Die Meistersinger Von Nurnberg [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.1
(ID: B00G5R9DZA) [Item: B00G5R9DZA] | Unknown | Rating: 4.4
(ID: B0013N3LJK) Robert Merrill in Opera and Song: Firestone | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B01M13QNDV) [Item: B01M13QNDV] | Unknown | Rating: 4.4
(ID: 6301383893) Deadly Weapon [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B00003CXB7) M*A*S*H [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B000F1IO66) Lo Mejor del Show Los Polivoces Volume 2 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B01F2OF6G6) [Item: B01F2OF6G6] | Unknown | Rating: 4.8
(ID: B00119ZMKW) [Item: B00119ZMKW] | Unknown | Rating: 4.7
(ID: B08GQK8CP3) [Item: B08GQK8CP3] | Unknown | Rating: 3.4
(ID: B09JN3Q7NZ) [Item: B09JN3Q7NZ] | Unknown | Rating: 4.5
(ID: B09KHPVBXR) Chuck Steel: Night of the Trampires | Comedy > Animation > Horror | Rating: 4.1
(ID: B003CP1SS8) American Experience: My Lai | Movies & TV > Independently Distributed > Documentary | Rating: 4.6
(ID: B008IGAITQ) [Item: B008IGAITQ] | Unknown | Rating: 4.6
(ID: B0000667J6) Under the Covers | Movies & TV > 4-for-3 DVD | Rating: 4.7
(ID: B000294FKU) Dead Boyz Cant Fly | Movies & TV > Featured Categories | Rating: 3.0
(ID: B07HGR7H6N) Await Further Instructions | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.3
(ID: B0002S64VO) Where The Red Fern Grows | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.7
(ID: B01FR37HA0) Streets of Laredo | Movies & TV > TV | Rating: 4.8
(ID: B07FCRYJPL) [Item: B07FCRYJPL] | Unknown | Rating: 3.9
(ID: B01BLZH8RK) [Item: B01BLZH8RK] | Unknown | Rating: 4.1
(ID: B07WNYPM9H) [Item: B07WNYPM9H] | Unknown | Rating: 4.1
(ID: B08FXGWFHW) [Item: B08FXGWFHW] | Unknown | Rating: 4.7
(ID: B00KAUD0GQ) [Item: B00KAUD0GQ] | Unknown | Rating: 4.5
(ID: B0728HXKY8) [Item: B0728HXKY8] | Unknown | Rating: 4.5
(ID: B06W2KRYWT) [Item: B06W2KRYWT] | Unknown | Rating: 3.5
(ID: B084DFZC15) Swamp Thing [Blu-ray] [2020] [Region Free] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00005JM2S) Willard | Movies & TV > Movies | Rating: 4.5
(ID: B00828IYSW) [Item: B00828IYSW] | Unknown | Rating: 4.1
(ID: B004S9ALEO) [Item: B004S9ALEO] | Unknown | Rating: 4.7
(ID: B007B8G7U6) [Item: B007B8G7U6] | Unknown | Rating: 4.6
(ID: B002TLRG5U) Barbie as The Princess and the Pauper | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.7
(ID: B01FL1U016) The Strain - The Complete Second Season | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: 0971098255) Baron Baptiste's Power & Precision - Power Yoga For Beginners [VHS] | Movies & TV > Yoga > General | Rating: 3.9
(ID: B000E1YW22) The Poseidon Adventure (2005 TV Movie) (Full Screen Edition) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B00012QLVO) Sailor Moon S: The Movie - Geneon Signature Series | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.5
(ID: B07VV6FQSR) [Item: B07VV6FQSR] | Unknown | Rating: 5.0
(ID: B00AYB1HLQ) [Item: B00AYB1HLQ] | Unknown | Rating: 3.9
(ID: B08GSPGR8P) [Item: B08GSPGR8P] | Unknown | Rating: 4.6
(ID: B0B1NTVTTZ) [Item: B0B1NTVTTZ] | Unknown | Rating: 4.0
(ID: B002G4ZZZ8) Jari Love: Get Extremely Ripped! 1000 [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.1
(ID: B08Y9FJCXH) [Item: B08Y9FJCXH] | Unknown | Rating: 4.6
(ID: B003I7AAF2) Love Aaj Kal [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00P1IWMHU) [Item: B00P1IWMHU] | Unknown | Rating: 4.7
(ID: B00H9KKGTO) The Wolf of Wall Street | Movies & TV > Award Winners in Movies & TV > Golden Globe Central | Rating: 4.7
(ID: B0001FGC0Q) Little People - Friendship Collection [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.5
(ID: B082BVMW98) That Little Ol' Band From Texas [DVD] | Movies & TV > Movies | Rating: 4.8
(ID: B001EXE314) America the Beautiful | Movies & TV > Blu-ray > TV | Rating: 3.8
(ID: B0029EETU2) [Item: B0029EETU2] | Unknown | Rating: 2.7
(ID: B012S5EMNK) The Escort | Comedy > Drama > Charming | Rating: 3.9
(ID: B07FCZB2V6) [Item: B07FCZB2V6] | Unknown | Rating: 3.9
(ID: B075ZJB662) [Item: B075ZJB662] | Unknown | Rating: 4.4
(ID: B0149M49EM) [Item: B0149M49EM] | Unknown | Rating: 4.7
(ID: B06XKJQTGW) [Item: B06XKJQTGW] | Unknown | Rating: 4.2
(ID: B07CW7ZLNW) Comfort | Horror | Rating: 3.8
(ID: B009O8KTY6) Jacques Pepin Fast Food My Way 3: Great Gratins | Special Interest | Rating: 4.7
(ID: B0046DQT1G) [Item: B0046DQT1G] | Unknown | Rating: 3.0
(ID: B0046J7DD8) A Nocturne: Night of the Vampire | Horror | Rating: 2.6
(ID: B00BJQKJTQ) [Item: B00BJQKJTQ] | Unknown | Rating: 4.2
(ID: B006F904OW) [Item: B006F904OW] | Unknown | Rating: 4.3
(ID: B004SEUIW4) Adventureland | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.6
(ID: B019JWQH8I) Dead Of Winter | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 3.0
(ID: B0002KPIFA) Unspeakable | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 3.2
(ID: 0767833600) The General | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.1
(ID: B0062DQB5W) [Item: B0062DQB5W] | Unknown | Rating: 4.3
(ID: B000WN7NEQ) [Item: B000WN7NEQ] | Unknown | Rating: 4.8
(ID: B0000C2IQP) Sweet Sixteen | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.1
(ID: B06XCT6GMN) [Item: B06XCT6GMN] | Unknown | Rating: 3.6
(ID: B07KQQ4QTV) Elementary: Complete Series Seasons 1-6 DVD | Movies & TV > Movies | Rating: 4.5
(ID: B000BC8SWE) Forbidden Games (The Criterion Collection) [DVD] | Movies & TV > Criterion Collection > All | Rating: 4.4
(ID: B07C7PGJN9) Gilad Xcelerate 4: Volume 4 - Strength in Motion | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B014Q67MEU) Oh! What a Lovely War | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B000AXWHDU) Lady Sings the Blues Ws Coll Spec Chk | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.8
(ID: B003YFADDW) [Item: B003YFADDW] | Unknown | Rating: 4.6
(ID: B01GPQM6YU) [Item: B01GPQM6YU] | Unknown | Rating: 4.2
(ID: B01GWIDS0M) [Item: B01GWIDS0M] | Unknown | Rating: 3.2
(ID: B00005N5S8) Mission Impossible Collector's Set | Movies & TV > Paramount Home Entertainment > Action & Adventure | 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."
}
|
B01BLZH8RK
|
[Item: B01BLZH8RK]
| 3
|
AH5ABDWQYYF24MVYYYQDMAMMATNA
|
overlapping_books_movies
|
B
|
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:
- Ready Player One: A Novel | Books > Humor & Entertainment > Humor | Rating: 1.0
- Into the Black (Odyssey One, 1) | Books > Science Fiction & Fantasy > Science Fiction | Rating: 2.0
- Before the Big Bang: The Prehistory of Our Universe | Books > History > Ancient Civilizations | Rating: 2.0
- Call Me by Your Name: A Novel | Books > LGBTQ+ Books > Literature & Fiction | Rating: 4.0
- Seeds of Earth (Humanity's Fire, 1) | Books > Science Fiction & Fantasy > Science Fiction | Rating: 2.0
- Existence (Kiln) | Books > Science Fiction & Fantasy > Science Fiction | Rating: 1.0
- Edge of the Universe: A Voyage to the Cosmic Horizon and Beyond | Books > Science & Math > Astronomy & Space Science | Rating: 3.0
- VALIS (Valis Trilogy) (Valis Trilogy, 1) | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Rules of Conflict | Books > Science Fiction & Fantasy > Science Fiction | Rating: 3.0
- Saturn Returns (Astropolis) | Books > Science Fiction & Fantasy > Science Fiction | Rating: 2.0
### User's movies History:
- [Item: B08LMJ93LL] | Unknown | Rating: 5.0
- [Item: B07RZVZ6X3] | Unknown | Rating: 1.0
- [Item: B07KKKG5P2] | Unknown | Rating: 5.0
- [Item: B07JJLMYM2] | Unknown | Rating: 4.0
- [Item: B075XSLVVR] | Unknown | Rating: 4.0
- Person of Interest | Science Fiction > Drama > Action | Rating: 1.0
- [Item: B015OLD394] | Unknown | Rating: 1.0
- [Item: B00YCVC83K] | Unknown | Rating: 2.0
- [Item: B00Y1OQMXA] | Unknown | Rating: 1.0
- [Item: B00U8PDV1M] | Unknown | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B00C6BACF4) Shaun of the Dead | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00A8MBQ8A) Dune Apocalypse [DVD] | Movies & TV > Sci-Fi Series & Sequels > Dune | Rating: 4.6
(ID: B0054WPWRA) Baby: Secret of the Lost Legend [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00UHCMHRU) [Item: B00UHCMHRU] | Unknown | Rating: 3.6
(ID: B00GAVPFWG) [Item: B00GAVPFWG] | Unknown | Rating: 4.4
(ID: B007ADV82E) Stiff Upper Lips | Comedy | Rating: 4.4
(ID: B082PQ6Y6C) Making Waves: The Art of Cinematic Sound | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0053V5XMG) Karl May (Collection III) - 3-DVD Box Set ( Apache Gold / Last of the Renegades / The Desperado Trail ) ( Winnetou 1 / Winnetou 2 / Winnetou 3 ) [ NON-USA FORMAT, PAL, Reg.2 Import - Germany ] | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.7
(ID: B07TDQSCTW) [Item: B07TDQSCTW] | Unknown | Rating: 3.4
(ID: B004P7CM9Q) Halloween: The Curse of Michael Myers | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.6
(ID: B017I3KTV6) [Item: B017I3KTV6] | Unknown | Rating: 4.4
(ID: B09FKSX55F) [Item: B09FKSX55F] | Unknown | Rating: 4.3
(ID: B07119TC9K) [Item: B07119TC9K] | Unknown | Rating: 2.7
(ID: B0064OUFKQ) Colombiana [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B07NZ8BZXB) [Item: B07NZ8BZXB] | Unknown | Rating: 4.0
(ID: B00PT64OT8) The Death of Richie - Digitally Remastered | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B00DWFWA8U) Cars 2 | Movies & TV > Movies | Rating: 4.7
(ID: B004Q3NFAY) Burlesque | Drama > Feel-good > Passionate | Rating: 4.8
(ID: 6304345186) Thomas & Friends: Sing Along & Stories | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B09HS71P6B) The Nate and Jeremiah Home Project | Special Interest | Rating: 4.6
(ID: B005HEWJHQ) [Item: B005HEWJHQ] | Unknown | Rating: 4.8
(ID: B003V3FVCK) The Other End Of The Line | Movies & TV > Movies | Rating: 4.5
(ID: B0000633Y7) Digimon - The Birth of Guilmon [VHS] | Movies & TV > Disney Home Video > By Age | Rating: 3.4
(ID: B0152AVXFI) Jeff Dunham: Unhinged in Hollywood [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B007PXV2R0) [Item: B007PXV2R0] | Unknown | Rating: 4.7
(ID: B09TD8GBBJ) [Item: B09TD8GBBJ] | Unknown | Rating: 3.0
(ID: B00IZI752U) [Item: B00IZI752U] | Unknown | Rating: 4.0
(ID: B00005U13N) Concrete Cowboy [DVD] | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 3.5
(ID: B01LXQZZ01) Dolce Vita | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B001MSCEFS) Spinervals Fitness Series 4.0 Lean and Mean DVD | Movies & TV > TV | Rating: 4.5
(ID: B000J2BRQU) [Item: B000J2BRQU] | Unknown | Rating: 4.7
(ID: B0009RCPXY) The Swan Princess / The Swan Princess III - The Mystery of the Enchanted Treasure (Double Feature) [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B00008PC2O) Terminator 2 - Judgment Day (Extreme DVD) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.7
(ID: B00UU1DHJK) [Item: B00UU1DHJK] | Unknown | Rating: 4.4
(ID: B01JHS0U8W) [Item: B01JHS0U8W] | Unknown | Rating: 2.9
(ID: 0805428275) Christy, The Complete Series Box Set [VHS] | Movies & TV > Genre for Featured Categories > Faith & Spirituality | Rating: 4.7
(ID: B00102F5X4) When The West Was Fun | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B01AX20SDI) [Item: B01AX20SDI] | Unknown | Rating: 4.3
(ID: B07GGG5BRW) Hidden: Series 1 | Movies & TV > TV | Rating: 3.9
(ID: B00B1RB8AC) Eden of the East: The Complete Series | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B01AWWUDIO) Ant and the Aardvark, The (17 Cartoons) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: 1591568935) A Banner is Unfurled, Vol. 1 | Prime Video > Prime Video > TV | Rating: 4.4
(ID: B00A1AU694) A Privates Affair | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B000HEWGX8) The Inspector Lynley Mysteries, Vol. 4: In the Guise of Death | Movies & TV > BBC > All BBC Titles | Rating: 4.6
(ID: B073Q9RZR7) Draft Day | Movies & TV > Movies | Rating: 4.7
(ID: B000060MVV) The Lady in Red | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B078WCYSPD) Witchcraft 10 | Horror | Rating: 2.2
(ID: B075XD9B6Y) [Item: B075XD9B6Y] | Unknown | Rating: 3.6
(ID: B00B8YV8BW) The Samurai Sword of Miyamoto Musashi - Ni Ten Ichi Ryu | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.2
(ID: B07BBNKWP5) MASKED RIDER DEN-O - COMPLETE TV SERIES DVD BOX SET ( 1-49 EPISODES ) | Movies & TV > TV | Rating: 3.7
(ID: B0777SW1HG) [Item: B0777SW1HG] | Unknown | Rating: 3.6
(ID: B000I8ES4S) [Item: B000I8ES4S] | Unknown | Rating: 4.5
(ID: B000LMPMQ4) Johnny's Favorite Moments - The Best of the 60s & 70s | Movies & TV > Genre for Featured Categories > TV Talk Shows | Rating: 4.1
(ID: B0757VFYJD) [Item: B0757VFYJD] | Unknown | Rating: 3.3
(ID: B01LY7YDKX) [Item: B01LY7YDKX] | Unknown | Rating: 3.8
(ID: B00DT55OMM) Violet and Daisy | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.0
(ID: B07WRZ9L67) 101 Dalmatians | Comedy > Animation > Exciting | Rating: 4.8
(ID: B001ONWXRK) [Item: B001ONWXRK] | Unknown | Rating: 4.1
(ID: B000MTEFNW) Angels in Disguise (5pc) | Movies & TV > Boxed Sets > Documentary | Rating: 4.7
(ID: B076F6W3CJ) America's Treasures - 12 Part National Monument Documentary + Digital - Blu-ray | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B0000YTP02) Secondhand Lions (2003) | Movies & TV > Today's Deals > Spotlight Deals | Rating: 4.8
(ID: B00XWT1Y8I) [Item: B00XWT1Y8I] | Unknown | Rating: 4.6
(ID: B0B3FT8G7L) Signora Volpe: Series 1 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B01E9JLUX8) [Item: B01E9JLUX8] | Unknown | Rating: 4.7
(ID: B004TTXC2Q) [Item: B004TTXC2Q] | Unknown | Rating: 4.8
(ID: B01M2ZV572) From Broadway With Love - A Benefit Concert for Orlando | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.3
(ID: B006LG7V5O) Mr. Popper's Penguins | Comedy > Kids > Heartwarming | Rating: 4.6
(ID: B07CPD8KD5) [Item: B07CPD8KD5] | Unknown | Rating: 5.0
(ID: B005DEUEP4) Elvira's Movie Macabre: Lady Frankenstein / Jesse James Meets Frankenstein's Daughter | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.3
(ID: B000VSP01K) Devil Times Five (1974) | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.3
(ID: B0036F0Y9I) [Item: B0036F0Y9I] | Unknown | Rating: 3.0
(ID: B017OHF5YM) [Item: B017OHF5YM] | Unknown | Rating: 4.7
(ID: B005PPMI00) Psych: Season 6 | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.9
(ID: B07GVZPGBY) [Item: B07GVZPGBY] | Unknown | Rating: 4.6
(ID: B00TS3IFCK) [Item: B00TS3IFCK] | Unknown | Rating: 4.1
(ID: B003KAPVS8) [Item: B003KAPVS8] | Unknown | Rating: 4.9
(ID: B016KACZYC) [Item: B016KACZYC] | Unknown | Rating: 2.7
(ID: B07C1S1NB3) [Item: B07C1S1NB3] | Unknown | Rating: 3.1
(ID: B08HQP52TZ) At the End of the Day | Comedy > Drama > Charming | Rating: 4.2
(ID: B00RGF72KS) [Item: B00RGF72KS] | Unknown | Rating: 3.1
(ID: B009EBL9HE) [Item: B009EBL9HE] | Unknown | Rating: 4.9
(ID: B0711JWNT9) [Item: B0711JWNT9] | Unknown | Rating: 4.3
(ID: B0779S1QZF) [Item: B0779S1QZF] | Unknown | Rating: 3.6
(ID: B071HTCZN3) [Item: B071HTCZN3] | Unknown | Rating: 4.6
(ID: B09PQDFV3L) [Item: B09PQDFV3L] | Unknown | Rating: 4.3
(ID: B0029Z8K5Q) Bridge to Nowhere | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: 6305178143) Leonard Bernstein: Reaching for the Note VHS | Movies & TV > Studio Specials > Wellspring Home Video | Rating: 4.3
(ID: B0002YCV4M) Black Sun: The Nanking Massacre [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.7
(ID: B07XPGDMBW) [Item: B07XPGDMBW] | Unknown | Rating: 4.4
(ID: B00UGQEQTY) Robin Hood: Prince of Thieves (Extended Version) [Blu-ray] by Warner Home Video | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B085RQNMR1) Hello Down There | Movies & TV > Paramount Home Entertainment > Classics | Rating: 4.6
(ID: B000IJ7AG0) The Strange Love of Martha Ivers - Lady of Burlesque | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0002IQNH4) Molly & Roni's Dance Party: 1950's Sock Hop! [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B00081U6EG) The Strat Pack: Live in Concert | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.4
(ID: B003Y5H4ZW) The Dilemma | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B0064YPMYK) [Item: B0064YPMYK] | Unknown | Rating: 4.7
(ID: 630014738X) The Day of the Dolphin [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B00T4T98WE) [Item: B00T4T98WE] | Unknown | Rating: 4.9
(ID: B00K1WJ2NI) [Item: B00K1WJ2NI] | Unknown | Rating: 4.2
(ID: B0055B7IPE) [Item: B0055B7IPE] | 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."
}
|
B09PQDFV3L
|
[Item: B09PQDFV3L]
| 3
|
AFRYKHZQABLV63F3NXQTPQU3D7YQ
|
overlapping_books_movies
|
B
|
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 Boys from Biloxi: A Legal Thriller | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The River: A novel | Books > Literature & Fiction > Action & Adventure | Rating: 5.0
- Artemis: A Novel | Books > Humor & Entertainment > Humor | Rating: 3.0
- Celine: A novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Snowbound | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Konrath Dark Thriller Collective - Three Novels (Afraid, Trapped, Endurance) (The Konrath Dark Thriller Collective) | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Matterhorn: A Novel of the Vietnam War | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- I, Sniper: A Bob Lee Swagger Novel | Books > Literature & Fiction > Action & Adventure | Rating: 1.0
### User's movies History:
- [Item: B07FCQHRD6] | Unknown | Rating: 5.0
- [Item: B073RPZK88] | Unknown | Rating: 5.0
- [Item: B00RSI6A56] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B007R915RE) Dynasty: Season 6 | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.8
(ID: B0006JJNXK) David Copperfield | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.8
(ID: B00NEFV9BM) I Heart Nick Carter | Unscripted | Rating: 4.6
(ID: B008XT2QGG) [Item: B008XT2QGG] | Unknown | Rating: 4.6
(ID: B000QQD80W) Bratz Interactive: Livin' It Up [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.1
(ID: B0094M2JTU) [Item: B0094M2JTU] | Unknown | Rating: 4.6
(ID: B000CCW2VQ) The Avengers - The Complete Emma Peel Megaset (2006 Collector's Edition) | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.4
(ID: B074FB29TC) [Item: B074FB29TC] | Unknown | Rating: 4.4
(ID: B000A2UC5Q) Gilgamesh, Tablet 02: Cage Without a Key [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.5
(ID: B07S76T95K) [Item: B07S76T95K] | Unknown | Rating: 4.7
(ID: B004ZJZQDS) Lock, Stock and Two Smoking Barrels [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00005NX1J) Dragon Ball Z - The Saiyan Conflict (Boxed Set I - Episodes 1-25) | Movies & TV > Boxed Sets > Anime | Rating: 4.1
(ID: B01FNASQAC) [Item: B01FNASQAC] | Unknown | Rating: 3.5
(ID: B07NBS9B1Y) [Item: B07NBS9B1Y] | Unknown | Rating: 4.5
(ID: 0788812467) Old Yeller | Movies & TV > Disney Home Video > By Age | Rating: 4.8
(ID: B0040Y7EWO) Box: Discovering Masterpieces Classical Music | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.5
(ID: B06X1GRNG4) Legend Of the Blue Sea (3-DVD Version, K-Drama w. English Sub) | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B08FF6R8WK) [Item: B08FF6R8WK] | Unknown | Rating: 4.6
(ID: 6303946860) George Mckenna Story | Movies & TV > Movies | Rating: 4.5
(ID: B00GM2O7IG) [Item: B00GM2O7IG] | Unknown | Rating: 4.6
(ID: B00VZRXS4C) [Item: B00VZRXS4C] | Unknown | Rating: 4.4
(ID: B07JNXXZ61) [Item: B07JNXXZ61] | Unknown | Rating: 4.8
(ID: B00K88CEKS) The Picture Show Man | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B000I0QSN0) Goodfellas / Heat / True Romance [DVD] | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.2
(ID: B004ZJHSXE) GARROW'S LAW, SERIES 2 | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B00CDBTVM2) [Item: B00CDBTVM2] | Unknown | Rating: 4.3
(ID: B00SHAJUHE) [Item: B00SHAJUHE] | Unknown | Rating: 4.1
(ID: B009P6I2F0) Star Trek VII: Generations | Suspense > Adventure > Inspiring | Rating: 4.7
(ID: B003072XEQ) [Item: B003072XEQ] | Unknown | Rating: 4.4
(ID: B00BBF64VC) Celeste And Jesse Forever | Comedy > Drama > Gentle | Rating: 4.3
(ID: B00NE497ZI) [Item: B00NE497ZI] | Unknown | Rating: 4.4
(ID: B00005221O) The X-Files - Fight the Future (Widescreen Edition) [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B0B6SVN5FM) [Item: B0B6SVN5FM] | Unknown | Rating: 4.6
(ID: B01NBHQBPF) [Item: B01NBHQBPF] | Unknown | Rating: 4.7
(ID: B0787SF96K) [Item: B0787SF96K] | Unknown | Rating: 3.8
(ID: B00PGWJI14) [Item: B00PGWJI14] | Unknown | Rating: 3.7
(ID: B004WKBZR6) Mr Lincoln's Army: Fighting Brigades of the Army of the Potomac | Movies & TV > Genre for Featured Categories > Military & War | Rating: 5.0
(ID: B08FKP3Z12) [Item: B08FKP3Z12] | Unknown | Rating: 3.3
(ID: B0048GZWVY) Precious (2009-DVD) | Movies & TV > Movies | Rating: 4.7
(ID: B001S33QDQ) The Shift, Expanded Edition / Deluxe Edition | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.7
(ID: B01CIPOF6Y) [Item: B01CIPOF6Y] | Unknown | Rating: 4.7
(ID: B08J9CN8MK) [Item: B08J9CN8MK] | Unknown | Rating: 2.7
(ID: B00IYLWSP2) King, B.B.: Life Of Riley | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B071SLNDL6) [Item: B071SLNDL6] | Unknown | Rating: 3.0
(ID: B000ARFPMQ) High Tension (Unrated Widescreen Edition) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B001KUXLJG) [Item: B001KUXLJG] | Unknown | Rating: 4.1
(ID: B079B8TNH1) Is It Wrong To Expect A Hot Spring In A Dungeon | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B07ZJSQFKJ) [Item: B07ZJSQFKJ] | Unknown | Rating: 4.8
(ID: B0081NA5EY) National Treasure 1&2 | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.4
(ID: B006W1SZXK) The Bold and the Beautiful - How It All Began (Ep. 26-50) - 5-DVD Box Set ( Bold and the Beautiful - Box 2 - Episodes 26-50 ) ( Bold & the Beautiful - B [ NON-USA FORMAT, PAL, Reg.2 Import - Germany ] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B00AEFXVCU) Enemy At The Gates | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B07PYJ6G4B) [Item: B07PYJ6G4B] | Unknown | Rating: 4.2
(ID: B00009AV7M) The Firm: Super Body Sculpt | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B000HCTSEK) [Item: B000HCTSEK] | Unknown | Rating: 3.8
(ID: B00AVTAGV8) [Item: B00AVTAGV8] | Unknown | Rating: 3.7
(ID: B01MR3H2CE) [Item: B01MR3H2CE] | Unknown | Rating: 4.5
(ID: B0001XAR4A) Jack Paar - As I Was Saying...And More! | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B0011O9UXC) Horseland: To Tell the Truth | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B000YADFE4) [Item: B000YADFE4] | Unknown | Rating: 2.7
(ID: B083W7DHQF) [Item: B083W7DHQF] | Unknown | Rating: 4.1
(ID: B001HBSVMA) [Item: B001HBSVMA] | Unknown | Rating: 4.7
(ID: B00005TNZH) Heartbreakers | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0007YBLUM) 13 Seconds (Old Version) | Movies & TV > Movies | Rating: 3.0
(ID: B09HZL2W45) [Item: B09HZL2W45] | Unknown | Rating: 3.1
(ID: B000FFJYSO) The Great Commandment | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 5.0
(ID: B01N963DXN) Truth Or Dare | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.5
(ID: B000055ZB4) Treasure Island | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B01HST7FTE) [Item: B01HST7FTE] | Unknown | Rating: 3.0
(ID: B000I9S5XW) [Item: B000I9S5XW] | Unknown | Rating: 4.6
(ID: B07M6RYHLQ) [Item: B07M6RYHLQ] | Unknown | Rating: 4.7
(ID: B000068GRB) Bob the Builder - Celebrate with Bob | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B009NOMHKK) Twilight Breaking Dawn Part 2 Complete 72 Card Set | Movies & TV > Movies | Rating: 4.5
(ID: B00170ICX4) King of The Wild | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: 076780922X) A League of Their Own VHS | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B083JTBZ84) [Item: B083JTBZ84] | Unknown | Rating: 3.8
(ID: B01BKJTQPY) Trapped [Blu-ray] [Region2] Requires a Multi Region Player | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B008Q00X8U) [Item: B008Q00X8U] | Unknown | Rating: 4.4
(ID: B003Y5H5F6) Underworld: Awakening [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B074TWJDMM) Haunted Towns | Unscripted | Rating: 4.5
(ID: B09TV9BGQ6) [Item: B09TV9BGQ6] | Unknown | Rating: 3.7
(ID: B000066C87) Gosford Park [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B00OLI86RQ) [Item: B00OLI86RQ] | Unknown | Rating: 4.7
(ID: B001JNNE46) Kada Kien Su Karma | Movies & TV > Featured Categories > DVD | Rating: 2.7
(ID: B00005Y71A) Vampires in Havana [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.5
(ID: B06XYTQ3ZV) Money From Home | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00HF31BN0) [Item: B00HF31BN0] | Unknown | Rating: 3.1
(ID: B000N2HB6Q) Lock On: Joint Locking Essentials Volume 1: Wrist Locks | Movies & TV > MOD CreateSpace Video | Rating: 4.1
(ID: B07NSHLB6D) BIG BANG THEORY S1-11 [Blu-ray] [2018] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B08N6PCJY7) [Item: B08N6PCJY7] | Unknown | Rating: 3.5
(ID: B0038YX2BE) Incredible Abs Series | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B01B70SJBI) [Item: B01B70SJBI] | Unknown | Rating: 4.3
(ID: B07M9LV7Q7) [Item: B07M9LV7Q7] | Unknown | Rating: 3.2
(ID: B00U5GTX9I) [Item: B00U5GTX9I] | Unknown | Rating: 2.7
(ID: B07V4NYFHY) [Item: B07V4NYFHY] | Unknown | Rating: 3.2
(ID: B00PS39ONI) My Old Lady [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.0
(ID: B00000JSJ9) Doctor Who - Greatest Show in the Galaxy VHS | Movies & TV > TV | Rating: 3.7
(ID: B000068MBW) "...First Do No Harm" [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B07KZ4H82K) The Quake | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B00147FVKW) Lots & Lots of Trucks Volume 1 - Hard Workin Trucks | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00CSUAAR8) [Item: B00CSUAAR8] | 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."
}
|
B07V4NYFHY
|
[Item: B07V4NYFHY]
| 4
|
AHMNYNBXJKVF2OTTIH3L54AF2AJQ
|
overlapping_books_movies
|
B
|
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 Intern: A Dark Thriller (Brooke Walton Book 3) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Lady Gouldian (Belgrave Dynasty Book 2) | Books > Romance > Historical | 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
- The Scattered and the Dead (Book 1): A Post-Apocalyptic Series | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- New Clues to Harry Potter Book 5: Hints from the Ultimate Unofficial Guide to the Mysteries of Harry Potter | Books > Children's Books > Science Fiction & Fantasy | Rating: 1.0
### User's movies History:
- Birth (DVD) | Movies & TV > Featured Categories > DVD | Rating: 2.0
- Exorcist - The Beginning (Widescreen Edition) | Movies & TV > Fully Loaded DVDs > DTS | Rating: 1.0
- Harry Potter and the Prisoner of Azkaban (Two-Disc Widescreen Edition) | Movies & TV > Characters & Series > Harry Potter | Rating: 2.0
## List of Available Candidate Items:
[
(ID: 6303257305) Sheena | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B003BRIBEQ) Home Room | Drama | Rating: 4.4
(ID: B000V6LTFS) American Assassin | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B0007939NO) Brigadoon (DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B004Q6UFOU) Pete & Cleo | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.1
(ID: B00G3JOH2O) The Unleashed Body: Pilates Interpreted | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0019K65PO) Harold & Kumar Escape From Guantanamo Bay (Unrated Special Edition) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B07GQ4NW2Z) The Borrower [Blu-ray] [DVD] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B09LLH434C) [Item: B09LLH434C] | Unknown | Rating: 2.8
(ID: B00I8H72OY) [Item: B00I8H72OY] | Unknown | Rating: 2.9
(ID: B000063UQS) The Murderers Are Among Us | Movies & TV > Independently Distributed > Drama | Rating: 4.4
(ID: B001570GVA) Naruto Uncut Boxed Set: Volume 8 | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B01DBCOBKI) [Item: B01DBCOBKI] | Unknown | Rating: 4.7
(ID: B0007R4TVC) Vampires: The Turning | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.1
(ID: B00T3IKQM2) Ripper Street: Season Three (DVD) | Movies & TV > BBC > All BBC Titles | Rating: 4.8
(ID: B084GH9SD9) Stan the Man | Comedy > Drama > Romance | Rating: 3.7
(ID: B07D1BWKK6) [Item: B07D1BWKK6] | Unknown | Rating: 4.2
(ID: B003EXVTUU) One Night in Montreal | Movies & TV > Movies | Rating: 4.0
(ID: B007HJBJ0C) [Item: B007HJBJ0C] | Unknown | Rating: 4.5
(ID: B09MZVDKBX) [Item: B09MZVDKBX] | Unknown | Rating: 3.3
(ID: B00AAMEG3A) [Item: B00AAMEG3A] | Unknown | Rating: 4.6
(ID: B008I34YS0) The Nebraskan | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B01GORENNC) Big Fix Alaska Season 1 | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0002CH8UQ) The Real Ghostbusters: Best Of - Adventures In Slime And Space [DVD] | Movies & TV > Movies | Rating: 4.2
(ID: B002DYSQ8O) [Item: B002DYSQ8O] | Unknown | Rating: 4.5
(ID: B00005ICEC) Egypt - Beyond The Pyramids | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.1
(ID: 0736092358) Breath-Centered Yoga with Leslie Kaminoff | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.1
(ID: B07XC3FS62) [Item: B07XC3FS62] | Unknown | Rating: 1.0
(ID: B003DVNUW8) Problem Child 3: Junior in Love | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00OOHC170) The Power of Three | Comedy | Rating: 3.4
(ID: B09S3Y7BW6) [Item: B09S3Y7BW6] | Unknown | Rating: 4.3
(ID: B07B29C1R8) The Redeemed and the Dominant: Fittest On Earth | Documentary > Cerebral > Emotional | Rating: 4.7
(ID: B00C52KGNM) [Item: B00C52KGNM] | Unknown | Rating: 4.5
(ID: B07SKCZS4L) NCIS: New Orleans: The Fifth Season | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B007TJKXV6) Alfie Live | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00076ON3C) Midori Days - Helping Hand (Vol. 1) | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B000QXDEG8) Unaccompanied Minors | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.6
(ID: B089XWY8ZK) Generation Wealth | Documentary > Cerebral > Cheerful | Rating: 3.8
(ID: B000QTD6GK) Rehearsal For Murder (1982) | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.0
(ID: B01CUVPPO2) I am the? Blues Lead Guitarist | Movies & TV > Disc on Demand | Rating: 3.8
(ID: B0042ZH8LS) Linkin Park Collector's Box | Movies & TV > Genre for Featured Categories > Musicals | Rating: 3.7
(ID: B078KRJYJP) [Item: B078KRJYJP] | Unknown | Rating: 3.0
(ID: B000HIP4JC) Monster Night [DVD] | Movies & TV > Music Artists | Rating: 4.3
(ID: B00H8AX9J4) [Item: B00H8AX9J4] | Unknown | Rating: 2.5
(ID: B00006L91V) The Hit | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.6
(ID: B006JISHPC) [Item: B006JISHPC] | Unknown | Rating: 2.9
(ID: B0012680A8) Summer Palace | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B00A2KHTQG) [Item: B00A2KHTQG] | Unknown | Rating: 4.0
(ID: B00GDHLBAC) [Item: B00GDHLBAC] | Unknown | Rating: 4.8
(ID: B016WNWLVY) Baby Genius 20 Disc Set - 10 DVD's 10 Music CD's Nursery Rhymes, Mozart & Friends, And More | Movies & TV > Movies | Rating: 3.2
(ID: B00TT749DO) [Item: B00TT749DO] | Unknown | Rating: 4.6
(ID: B0002XHB3E) Follow Jade! Learn Chinese: Let's Go To Market in China bilingual language learning | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.5
(ID: B0009UZGCI) Dallas 362 [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B00MEAL6ZM) [Item: B00MEAL6ZM] | Unknown | Rating: 4.7
(ID: B002FPWQ2S) Warming TV Fireplace & Christmas Fun (Trippin' On Christmas ) | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.2
(ID: B00R7FZ2F4) [Item: B00R7FZ2F4] | Unknown | Rating: 4.7
(ID: B00277N0HY) [Item: B00277N0HY] | Unknown | Rating: 2.5
(ID: B000066CU4) McBain | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.0
(ID: B003QP2TWS) The Normans [Import anglais] | Movies & TV > BBC > All BBC Titles | Rating: 4.6
(ID: B007KFZ85K) The Simpsons: Season 1 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B0009NCPQA) You Can Thank Me Later | Movies & TV > Featured Categories > DVD | Rating: 2.9
(ID: B008R9H0FE) I, Robot [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B015QI3Y4E) [Item: B015QI3Y4E] | Unknown | Rating: 4.8
(ID: B00005NX1D) Legends Of Jazz Guitar - Volume One | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.6
(ID: B09BC2J83R) The Protégé [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: 9745470546) The Legendary Doctor Heo Jun (Hor Jun) Korean TV Drama (NTSC Region 3 Complete series 22 Dvds Korean version with English subtitle) | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B002UVFX54) Hoopnotica Hoopdance: Intermediate Level 3 | Movies & TV > TV | Rating: 4.4
(ID: B000P6R9NK) The Page Turner | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.2
(ID: B0155ON2GO) [Item: B0155ON2GO] | Unknown | Rating: 4.6
(ID: B016F3L8AQ) [Item: B016F3L8AQ] | Unknown | Rating: 4.4
(ID: B008GQVV0S) Breaking Bad | Suspense > Drama | Rating: 4.8
(ID: B000E8NRTO) Spymate [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B012BVOFNI) [Item: B012BVOFNI] | Unknown | Rating: 4.4
(ID: B002P7BHFS) Silent Night, Deadly Night (Better Watch Out / Initiation / The Toymaker) | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.3
(ID: B091QB8VVH) Shark! | Action | Rating: 3.1
(ID: B00X5G0G8M) [Item: B00X5G0G8M] | Unknown | Rating: 4.3
(ID: B074C168N8) CSI: Miami: The Complete First Season | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.7
(ID: B00G4DRRYY) THE PURSUIT OF HAPPYNESS (WIDESCRE MOVIE | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.9
(ID: B001CQONMC) 4400: The Complete Series | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.6
(ID: B00JPAHV8K) [Item: B00JPAHV8K] | Unknown | Rating: 3.8
(ID: B009Y1I6MU) [Item: B009Y1I6MU] | Unknown | Rating: 3.7
(ID: B003JHLSKM) Iran: The Hundred Year War | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: 6302872162) Jane Fonda's Step Aerobic and Abdominal Workout VHS | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.4
(ID: B074T14Z6P) [Item: B074T14Z6P] | Unknown | Rating: 4.5
(ID: B00IOFN0F0) Bill & Ted’s Excellent Adventure / The Princess Bride / Spaceballs | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.6
(ID: B07WCQTNFL) [Item: B07WCQTNFL] | Unknown | Rating: 3.8
(ID: B06XSMDNPD) [Item: B06XSMDNPD] | Unknown | Rating: 4.6
(ID: B06XDQZ5SC) [Item: B06XDQZ5SC] | Unknown | Rating: 4.3
(ID: B0716CXV4Q) [Item: B0716CXV4Q] | Unknown | Rating: 3.3
(ID: B00IK96OZ8) [Item: B00IK96OZ8] | Unknown | Rating: 4.8
(ID: B00BHUA16A) [Item: B00BHUA16A] | Unknown | Rating: 3.5
(ID: B00BQCQUBO) [Item: B00BQCQUBO] | Unknown | Rating: 4.3
(ID: B07V4GWRMJ) [Item: B07V4GWRMJ] | Unknown | Rating: 4.4
(ID: B0002HODP4) Second Chorus | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.1
(ID: B01KV7Q3GQ) 800 Words: Season 1 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00064JGG4) Shadow of the Boomerang | Movies & TV > Featured Categories | Rating: 4.7
(ID: B0000AZT6G) Sonic Underground - Dr. Robotnik's Revenge | Movies & TV > Movies | Rating: 4.4
(ID: B00BEA8S7W) Folk Art One Stroke 50 Flowers With Donna Dewberry | Movies & TV > Movies | Rating: 4.4
(ID: B00J2PEXAM) 20 Feet Below | Suspense > Action > Biting | Rating: 3.8
(ID: B005F265GQ) Wild Wild West (BD) [Blu-ray] | Movies & TV > Blu-ray > Movies | 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."
}
|
B09MZVDKBX
|
[Item: B09MZVDKBX]
| 4
|
AFVEHEVHMG4X6YNGSWBMRN76EIYA
|
overlapping_books_movies
|
B
|
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 Civil War: The Story of the War with Maps | Books > History > Americas | Rating: 1.0
- Elder Scrolls V: Skyrim: Prima Official Game Guide | Books > Computers & Technology > Games & Strategy Guides | Rating: 2.0
- Tales of the Dying Earth | Books > Literature & Fiction > Short Stories & Anthologies | Rating: 5.0
- The Laughing Jesus: Religious Lies and Gnostic Wisdom | Books > Christian Books & Bibles > Christian Living | Rating: 5.0
- Augustus: The Life of Rome's First Emperor | Books > Biographies & Memoirs > Historical | Rating: 2.0
### User's movies History:
- Deadwood: Season 2 | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 2.0
- The Knick: The Complete Second Season (SD) (DVD) | Movies & TV > HBO > All HBO Titles | Rating: 5.0
- The Great McGinty | Movies & TV > Featured Categories > DVD | Rating: 4.0
- The Naked Spur | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.0
- Engineering an Empire | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.0
- The Front Page | Movies & TV > Genre for Featured Categories > Comedy | Rating: 1.0
- My Name is Earl: Season 2 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 2.0
- Mickey Spillane’s Mike Hammer: The Complete Series [DVD] | Movies & TV > Boxed Sets > Drama | Rating: 5.0
- Babylon 5: Season 3 (Repackage) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 5.0
- BABYLON 5: CRUSADE: COMPLETE SERIES | Movies & TV > Boxed Sets > Television | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B01LTIBMN0) The Wedding March | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.4
(ID: 6303050107) For the First Time | Movies & TV > Art House & International > By Country | Rating: 4.4
(ID: B07ZG2G98K) [Item: B07ZG2G98K] | Unknown | Rating: 3.9
(ID: B000CSVVTO) Superstars: Brooks & Dunn | Movies & TV > Genre for Featured Categories > Musicals | Rating: 3.9
(ID: B07XZN5GH5) [Item: B07XZN5GH5] | Unknown | Rating: 4.2
(ID: B00MILEC80) [Item: B00MILEC80] | Unknown | Rating: 4.2
(ID: B003WLT6QS) [Item: B003WLT6QS] | Unknown | Rating: 4.4
(ID: B08H6QHDH8) A Town Like Alice | Movies & TV > Movies | Rating: 4.7
(ID: B00KGMF2CI) [Item: B00KGMF2CI] | Unknown | Rating: 3.5
(ID: B071G57NKW) Elementary: The Fifth Season | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.8
(ID: B0055XI98M) [Item: B0055XI98M] | Unknown | Rating: 4.6
(ID: B01N1ZCP86) [Item: B01N1ZCP86] | Unknown | Rating: 4.7
(ID: B0000E1W28) Raider Nation [DVD] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: B074HGV2FX) [Item: B074HGV2FX] | Unknown | Rating: 3.7
(ID: B087D6QJFY) Qi Gong For Healthy Heart: Cardiovascular Workout | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.8
(ID: B01GIZB3V0) Fathers & Daughters | Drama > Emotional > Passionate | Rating: 4.4
(ID: B0080CL7Y8) A Perfect Life | Suspense | Rating: 1.9
(ID: B005LKH624) Womb ( Mitra ) ( Clone - Méh ) [ NON-USA FORMAT, PAL, Reg.0 Import - Australia ] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B004KAE94E) [Item: B004KAE94E] | Unknown | Rating: 4.4
(ID: B000E5OAB6) Dream On Silly Dreamer | Movies & TV > Independently Distributed > Documentary | Rating: 4.1
(ID: 6302747252) Broadway Rhythm | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.5
(ID: B07F9JY8DW) [Item: B07F9JY8DW] | Unknown | Rating: 5.0
(ID: B00CQUNJJG) Tosh.0 - Collas Plus Exposed Arms | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.7
(ID: 6305784922) The World Is Not Enough (Special Edition) | Movies & TV > James Bond > Pierce Brosnan | Rating: 4.6
(ID: B00B361IXI) WWE: WrestleMania XIV | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00P69WJXG) Jersey Girl [Blu-ray + Digital HD] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B000MV830Q) K-9/K-911/K-9 - P.I. [Import anglais] | Movies & TV > Movies | Rating: 4.0
(ID: B0029U0ZX6) The Alaska Wilderness Adventure | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.3
(ID: B00KW2IETK) [Item: B00KW2IETK] | Unknown | Rating: 4.8
(ID: B000BDGW0I) Gallipoli (Special Edition) | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.5
(ID: B00MYMTAM6) Gator [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B01D7VJA2M) [Item: B01D7VJA2M] | Unknown | Rating: 4.8
(ID: B001JH7F42) Under The Bombs | Movies & TV > Independently Distributed > Drama | Rating: 3.9
(ID: B07L9FVHZ2) [Item: B07L9FVHZ2] | Unknown | Rating: 4.3
(ID: B000ICM5XA) You, Me and Dupree (Full Screen Edition) | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.5
(ID: B00YTSKG1M) Vicious 2 | Movies & TV > PBS > All | Rating: 4.9
(ID: 6303890458) Nine Months [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B00823QNSA) America's Next Top Model, Cycle 3 | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B002WJHBEU) Urgh! A Music War | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B003IX7GDU) [Item: B003IX7GDU] | Unknown | Rating: 4.6
(ID: B00B99RW2A) [Item: B00B99RW2A] | Unknown | Rating: 4.1
(ID: B0192PES6A) Twinkle Toes Lights Up New York | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B00WBAQDGM) [Item: B00WBAQDGM] | Unknown | Rating: 3.3
(ID: B01JUN5AE8) The Dirty Dozen | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B0711L96VR) [Item: B0711L96VR] | Unknown | Rating: 4.2
(ID: 6305499446) Simply Irresistible | Movies & TV > Movies | Rating: 4.7
(ID: B07FKV39Y7) [Item: B07FKV39Y7] | Unknown | Rating: 4.4
(ID: B001LM64VU) Beverly Hillbillies: Two Season Pack [DVD] | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 3.0
(ID: B01M5E67RF) [Item: B01M5E67RF] | Unknown | Rating: 3.0
(ID: B071Z87JKW) Psych: Complete Seasons 5-8 - The Final Four Seasons | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.9
(ID: B00C1BU3TY) Cowboys & Aliens | Science Fiction > Western > Exciting | Rating: 4.5
(ID: B01JB702NC) [Item: B01JB702NC] | Unknown | Rating: 4.1
(ID: B06XDG186D) Rugrats: Season One | Movies & TV > 3-6 Years | Rating: 4.8
(ID: B0077VA2E4) [Item: B0077VA2E4] | Unknown | Rating: 4.0
(ID: B000GOX4K8) [Item: B000GOX4K8] | Unknown | Rating: 4.7
(ID: B0B67DYKH7) [Item: B0B67DYKH7] | Unknown | Rating: 3.5
(ID: B002B64WX2) She-Devil / The War of the Roses (Double Feature) | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.4
(ID: B01MQWJ809) [Item: B01MQWJ809] | Unknown | Rating: 4.0
(ID: B00KC7SNZU) [Item: B00KC7SNZU] | Unknown | Rating: 4.0
(ID: B0006H329S) The George Burns and Gracie Allen Show, Vol. 3 | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.8
(ID: B000DINIBW) Vinci | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B0767BZCL2) Wai Lana's Yoga Nidra CD: Yogic Sleep for Compete Rest and Relaxation | Movies & TV > TV | Rating: 4.1
(ID: B000C2RB9E) Bayanihan Instructional Video Series Vol. 1 (DVD) - Philippine Tagalog DVD | Movies & TV > TV | Rating: 4.0
(ID: 6301976169) Show People | Movies & TV > Classics > Silent Films | Rating: 4.5
(ID: 6303278876) The Elephant Show: Favorite Songs and Stories from the Hit TV Series! | Movies & TV > Featured Categories | Rating: 4.2
(ID: B0000E6FO6) Leo Nocentelli, Funk Using It & Fusing It Program | Movies & TV > Independently Distributed > Music Video & Concerts | Rating: 3.9
(ID: B071RB48HQ) The Horse Dancer [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.3
(ID: B00Q63A9H4) Princess Hours Korean Drama DVD (Good English Subtitles) | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.0
(ID: B000RZMZHY) Barefoot Boy (1938) | Suspense > Drama > Charming | Rating: 3.2
(ID: B000FOPPDS) MVP Most Valuable Primate / MVP 2 Most Vertical Primate [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.1
(ID: B0001P1BRK) Sayonara | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B0B6RX2QG1) [Item: B0B6RX2QG1] | Unknown | Rating: 4.1
(ID: B000NOKF80) Mott the Hoople: Under Review | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00992Z6VS) [Item: B00992Z6VS] | Unknown | Rating: 3.9
(ID: B09HJ9XXDY) [Item: B09HJ9XXDY] | Unknown | Rating: 4.0
(ID: B0019GO56Y) Crocodile Dundee | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.7
(ID: B007IUEE34) Nature: The White Lions | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B009B8QSHG) [Item: B009B8QSHG] | Unknown | Rating: 4.1
(ID: B0091X7550) Gossip | Suspense > Drama > Malicious | Rating: 4.5
(ID: B07D2X8QVC) Man Called Jon, A | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B00WYWTSIM) [Item: B00WYWTSIM] | Unknown | Rating: 3.4
(ID: B00009XN8R) Mambo Cafe | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B0002DVBKS) DVD-Easy Bluegrass & Country Guitar | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B07KLR5FT2) Happy Valley: Season 2 | Movies & TV > BBC > All BBC Titles | Rating: 4.6
(ID: B004DMIIW8) Ga-Rei-Zero: The Complete Series | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.5
(ID: B005D0RDVG) Dazed and Confused (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.9
(ID: B07T2CL9MH) [Item: B07T2CL9MH] | Unknown | Rating: 4.0
(ID: B013P0X16Q) Straight Outta Compton [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: 6305812195) Married to It | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.5
(ID: B001PKHS90) Jim Gaffigan: King Baby | Movies & TV > The Comedy Central Store > Stand Up | Rating: 4.6
(ID: B07NJ6CCNH) [Item: B07NJ6CCNH] | Unknown | Rating: 4.4
(ID: B00DTQM0OQ) [Item: B00DTQM0OQ] | Unknown | Rating: 3.9
(ID: B0762778J1) [Item: B0762778J1] | Unknown | Rating: 4.0
(ID: B01M5ISD32) Kemper | Movies & TV > Movies | Rating: 2.9
(ID: B000BWPQZ6) Il Divo: Encore | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B003CN97YW) Tchaikovsky: Swan Lake [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.9
(ID: B000050GBF) X-Men 1 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B004O5T8WI) Sarah's Choice/Hidden Secrets | Movies & TV > Genre for Featured Categories > Faith & Spirituality | Rating: 4.5
(ID: B0179FGKAC) [Item: B0179FGKAC] | Unknown | Rating: 4.9
(ID: B00DM0Y1Q4) Beyond Brown: Pursuing the Promise | Documentary > Special Interest | 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."
}
|
B071G57NKW
|
Elementary: The Fifth Season
| 3
|
AEDSUHNGUCOORFYZ3CVSDRX6GVEA
|
overlapping_books_movies
|
B
|
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 Unwanted Guest: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Good Omens: The Nice and Accurate Prophecies of Agnes Nutter, Witch (Cover may vary) | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Star Trek: The City on the Edge of Forever | Books > Comics & Graphic Novels > Graphic Novels | Rating: 5.0
- Lamb: The Gospel According to Biff, Christ's Childhood Pal | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Frauds, Myths, and Mysteries: Science and Pseudoscience in Archaeology | Books > New, Used & Rental Textbooks > Social Sciences | Rating: 2.0
- The Struggle for Mastery: The Penguin History of Britain, 1066-1284 | Books > History > Europe | Rating: 1.0
- JPS TANAKH: The Holy Scriptures (blue): The New JPS Translation according to the Traditional Hebrew Text | Books > Christian Books & Bibles > Bible Study & Reference | Rating: 5.0
- The Peterkin Papers (New York Review Children's Collection) | Books > Children's Books > Growing Up & Facts of Life | Rating: 5.0
### User's movies History:
- [Item: B077KMZMCG] | Unknown | Rating: 5.0
- Wait for Your Laugh | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
- The Wind and the Lion | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.0
- Star Trek: The Complete Original Series DVD (Seasons 1-3) | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 3.0
- Honey, I Shrunk the Kids | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 5.0
- Jack of All Trades - The Complete Series | Movies & TV > Boxed Sets > Action & Adventure | Rating: 1.0
- Bedknobs and Broomsticks | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B0013LRKUS) Exes and Ohs: Season 1 | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: 6302921155) Point of Impact [VHS] | Movies & TV > Movies | Rating: 3.1
(ID: 6303672353) Messidor [VHS] | Movies & TV > Art House & International > By Country | Rating: 2.2
(ID: B0029Z7UFC) Jai Ganga Maiya [ 14 Dvd Complete Set ] in Hindi with English Subtitles | Movies & TV > Movies | Rating: 4.6
(ID: B09BC2YY3J) The Green Knight [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.6
(ID: B08WPRGY38) [Item: B08WPRGY38] | Unknown | Rating: 4.4
(ID: B01M34OZPB) [Item: B01M34OZPB] | Unknown | Rating: 3.0
(ID: B097V21M3N) [Item: B097V21M3N] | Unknown | Rating: 4.1
(ID: 630196778X) Deep in My Heart [VHS] | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.4
(ID: B001N0LEOC) Carissa | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B015XW6DNW) [Item: B015XW6DNW] | Unknown | Rating: 4.2
(ID: B071P5DF2V) [Item: B071P5DF2V] | Unknown | Rating: 3.9
(ID: B009OU6OIE) [Item: B009OU6OIE] | Unknown | Rating: 4.2
(ID: B00HBN3CCM) [Item: B00HBN3CCM] | Unknown | Rating: 4.9
(ID: B000ZHR34E) [Item: B000ZHR34E] | Unknown | Rating: 4.5
(ID: B01MT6JLJM) Black Bullet | Science Fiction > Animation > Action | Rating: 4.6
(ID: B009ERK122) Godzilla vs. Biollante [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B07S76B328) [Item: B07S76B328] | Unknown | Rating: 3.7
(ID: B09KG4PPBL) [Item: B09KG4PPBL] | Unknown | Rating: 4.7
(ID: B002SAMMME) This Film Is Not Yet Rated | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B000RWCTXW) [Item: B000RWCTXW] | Unknown | Rating: 3.6
(ID: B07GBKT94P) [Item: B07GBKT94P] | Unknown | Rating: 4.3
(ID: B06XWFYQGP) Ben Gleib: Neurotic Gangster | Comedy > Arts, Entertainment, and Culture | Rating: 4.1
(ID: B06Y5M25TM) [Item: B06Y5M25TM] | Unknown | Rating: 4.3
(ID: B07CNF5TSP) [Item: B07CNF5TSP] | Unknown | Rating: 4.5
(ID: B003ZUG10A) [Item: B003ZUG10A] | Unknown | Rating: 4.6
(ID: B000065GLV) Mulholland Drive | Movies & TV > Movies | Rating: 4.2
(ID: B002UB9VPW) [Item: B002UB9VPW] | Unknown | Rating: 4.6
(ID: B078PRFVNG) [Item: B078PRFVNG] | Unknown | Rating: 4.7
(ID: B001OSEYFE) [Item: B001OSEYFE] | Unknown | Rating: 4.6
(ID: B001UN1KVO) Garfield's Pet Force | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B07VFQKKHT) Vampire Hunter D: Bloodlust | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000MKXF5U) Linda Linda Linda | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B01LTHXLNK) Quarry: S1 (Digital HD/BD) | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B01N7QGTG9) Jonathan Creek – The Complete Collection 2017 | Movies & TV > Movies | Rating: 4.5
(ID: B00A4LKG40) The Law Rides Again | Drama > Western | Rating: 3.3
(ID: B018CC88N8) [Item: B018CC88N8] | Unknown | Rating: 3.5
(ID: B00005BCO9) Bugs Bunny 1001 Rabbit Tales VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B00KRW4T1M) Black Rain Falls | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B00006LPEA) Making "The Misfits" | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.6
(ID: B006OFDREQ) [Item: B006OFDREQ] | Unknown | Rating: 3.5
(ID: B00DQIOXGA) [Item: B00DQIOXGA] | Unknown | Rating: 4.7
(ID: B00E68809A) Little Busters! Collection One | Movies & TV > Boxed Sets > Anime | Rating: 4.6
(ID: 0792844769) Guys and Dolls VHS | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.7
(ID: B00XW934H2) Mrs Brown's Boys Live 2012-2015 [DVD] [2014] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B01CRFKWXK) London Has Fallen [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00004YKQL) Silent Night: Story of First Christmas | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.3
(ID: B00PHFWLI2) [Item: B00PHFWLI2] | Unknown | Rating: 3.3
(ID: B018ENE3G6) Samurai Pizza Cats Complete Series SD | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: B00000G3AV) Winnie the Pooh - Sing a Song With Pooh Bear VHS | Movies & TV > Disney Home Video > Animated Characters | Rating: 4.0
(ID: B0001MMGVS) Great Fighting Machines of WWII | Movies & TV > Boxed Sets > Documentary | Rating: 4.4
(ID: B00KFVXCDQ) [Item: B00KFVXCDQ] | Unknown | Rating: 4.5
(ID: B00GLP84AQ) The Hurricane | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B01F73MNRW) Roald Dahl's The BFG Big Friendly Giant | Movies & TV > PBS > All | Rating: 4.6
(ID: B09R4G668S) The Ronins | Action | Rating: 3.5
(ID: B00FL8842W) [Item: B00FL8842W] | Unknown | Rating: 3.9
(ID: B00003Q43A) Independence Day (Five Star Collection) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B009RSCY0A) [Item: B009RSCY0A] | Unknown | Rating: 4.2
(ID: B001E6JC1W) Gunsmoke: Season 3, Vol. 1 | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B0007VY472) Donkey Skin | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 4.2
(ID: B01M26VI8D) [Item: B01M26VI8D] | Unknown | Rating: 3.9
(ID: B08JDTR55F) It's a Wonderful Life/Holiday Inn (Plus The Broadway Musical) (Black & White + Color Versions) | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00CW9YGNO) [Item: B00CW9YGNO] | Unknown | Rating: 3.3
(ID: B008PZZ9M6) [Item: B008PZZ9M6] | Unknown | Rating: 4.0
(ID: B00GT4NCK6) Dead Like Me: The Complete Final Season with Bonus Dead Like Me movie(Ellen Muth, Mandy Patinkin) | Movies & TV > Showtime > All Showtime Titles | Rating: 4.6
(ID: B06XRY4Q6F) The Black Room [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.7
(ID: B0012M8ZTS) [Item: B0012M8ZTS] | Unknown | Rating: 4.5
(ID: B01MY6OB1O) [Item: B01MY6OB1O] | Unknown | Rating: 4.3
(ID: B002BLNGUM) The Universe Seasons One-Three [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: B07B3GFLJQ) [Item: B07B3GFLJQ] | Unknown | Rating: 3.7
(ID: B0B8MTMRLT) [Item: B0B8MTMRLT] | Unknown | Rating: 4.8
(ID: B00007ELE7) The Twilight Zone - Collection 4 [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.2
(ID: B075KW9QLJ) [Item: B075KW9QLJ] | Unknown | Rating: 4.2
(ID: B001ENNJSC) [Item: B001ENNJSC] | Unknown | Rating: 4.8
(ID: B002EBRF88) Staunton Hill | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B009IUOHI4) [Item: B009IUOHI4] | Unknown | Rating: 4.4
(ID: B006X202AM) Midsomer Murders: Set 20 (Master Class / The Noble Art / Not in My Backyard / Fit for Murder) | Movies & TV > Boxed Sets > Television | Rating: 4.6
(ID: B01607UY48) Iesodo: Kindness | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B01H4HXJIG) [Item: B01H4HXJIG] | Unknown | Rating: 4.7
(ID: B01GNPDW8C) [Item: B01GNPDW8C] | Unknown | Rating: 3.9
(ID: B01GF742R8) [Item: B01GF742R8] | Unknown | Rating: 3.8
(ID: B000SIWH0U) Macbeth | Movies & TV > Shakespeare on DVD Store > The Works | Rating: 3.3
(ID: B00006SFJ7) W.C. Fields - Collected Shorts | Movies & TV > Independently Distributed > Comedy | Rating: 4.2
(ID: B000067FPF) Doctor Who: The Ribos Operation | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.3
(ID: B07KRKXDZ2) [Item: B07KRKXDZ2] | Unknown | Rating: 4.4
(ID: B00EGAUNV6) [Item: B00EGAUNV6] | Unknown | Rating: 3.9
(ID: B000A7BQOW) Count Duckula - The Complete First Season | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B0875MWHHN) [Item: B0875MWHHN] | Unknown | Rating: 4.6
(ID: B01MUA9R00) What Planet Are You From? - BD | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B077SDXY8T) [Item: B077SDXY8T] | Unknown | Rating: 4.8
(ID: B0B8Q3JMCG) [Item: B0B8Q3JMCG] | Unknown | Rating: 4.7
(ID: B003N0E5DW) CHICAGO The Original 1927 Film Restored | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.1
(ID: B00LBZCDJE) The Little Girl Who Lives Down The Lane | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00009PAC4) Mujhse Dosti Karoge | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.5
(ID: B07GBGZW55) [Item: B07GBGZW55] | Unknown | Rating: 4.1
(ID: B0754TWHXB) Snow and Ashes | Military and War | Rating: 3.5
(ID: B001G0MFIS) CSI: Crime Scene Investigation - Season 9 | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: 0971744319) The Lost Book of Abraham : Investigating a Remarkable Mormon Claim | Movies & TV > Independently Distributed > Special Interests | Rating: 3.9
(ID: B00UGQCUHE) Jeremiah Johnson by Warner Home Video | Movies & TV > Movies | Rating: 4.8
(ID: B000GBEWR0) Alvin and the Chipmunks - A Chipmunk Christmas (25th Anniversary Special Collector's Edition) [DVD] | Movies & TV > Fully Loaded DVDs > Special Editions | 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."
}
|
B0875MWHHN
|
[Item: B0875MWHHN]
| 5
|
AHQGVBYLFO6UIW2N45DWC55YLZFQ
|
overlapping_books_movies
|
B
|
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 Winds: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- The Chain | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Murder on The Mind (A Jeff Resnick Mystery Book 1) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 3.0
- I Survived the Battle of Gettysburg, 1863 (I Survived #7) (7) | Books > Children's Books > Literature & Fiction | Rating: 4.0
- The Storyteller | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Gone Girl | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
### User's movies History:
- [Item: B073RPZK88] | Unknown | Rating: 2.0
- [Item: B00J8CGU64] | Unknown | Rating: 3.0
- [Item: B00KEJEP4O] | Unknown | Rating: 1.0
- [Item: B0052WC7JI] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B09KJHYTY9) [Item: B09KJHYTY9] | Unknown | Rating: 3.0
(ID: B000LQASBE) [Item: B000LQASBE] | Unknown | Rating: 4.7
(ID: B07NBKXXGF) [Item: B07NBKXXGF] | Unknown | Rating: 3.8
(ID: B07KM37FK6) The Slipper and the Rose: The Story of Cinderella | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B001FQFXXC) Let There Be Rock (Documentary) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B004BIN7X4) [Item: B004BIN7X4] | Unknown | Rating: 4.5
(ID: B00GUOIQQA) The Mindy Project: Season 2 | Movies & TV > Boxed Sets > Television | Rating: 4.7
(ID: B0000694YR) Zalman King's Red Shoe Diaries Collection: (The Movie/Girl on a Bike/Soundtrack CD) | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: 6305717273) Kathy Smith's Personal Trainer [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.0
(ID: B00003TKFD) Wild Palms [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B00Q4MRRQS) That Hamilton Woman Digitally Enhanced 2015 Edition | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.5
(ID: B00MK9X4UW) The Secret of Santa Vittoria - Twilight Time [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B000YVBCTI) Alpha Male | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.0
(ID: B009VB803S) [Item: B009VB803S] | Unknown | Rating: 4.7
(ID: B084RBWQ1N) [Item: B084RBWQ1N] | Unknown | Rating: 3.9
(ID: B002EAYE1K) John Loves Mary | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.2
(ID: B099V3XFJ9) [Item: B099V3XFJ9] | Unknown | Rating: 3.7
(ID: B00H57M7HU) [Item: B00H57M7HU] | Unknown | Rating: 4.6
(ID: B009EEJ2W0) [Item: B009EEJ2W0] | Unknown | Rating: 4.2
(ID: B000NL5WTU) Walk On to Weight Loss [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.1
(ID: B088K81JTP) [Item: B088K81JTP] | Unknown | Rating: 4.4
(ID: B0000ZR1LQ) Roberto Roena Concierto En Bellas Artes | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B003188AN2) Petropolis: Aerial Perspectives on the Alberta Tar Sands | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.4
(ID: B01BTD45R0) [Item: B01BTD45R0] | Unknown | Rating: 4.6
(ID: B00ABD0MEU) [Item: B00ABD0MEU] | Unknown | Rating: 4.6
(ID: B07XHP5FWQ) [Item: B07XHP5FWQ] | Unknown | Rating: 4.0
(ID: B00E4GT66A) Laurence Anyways [2-disc Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.1
(ID: B000063JDM) Men at Work [DVD] | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.6
(ID: 078400997X) Suicide Kings VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B0026LYLVK) My Dinner with Jimi | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 3.9
(ID: B002ATVDG4) Joanna Lumley In The Land of The Northern Lights | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0746Z6Q6R) The Dark Tower | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B004XKVQ60) Cartoon Network: Ben 10 Ultimate Alien The Return of Heatblast | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0721RD353) [Item: B0721RD353] | Unknown | Rating: 2.9
(ID: B00XAP2IRK) Joyful Movement Cardio | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B0063FGFCS) WWE: Royal Rumble 2012 | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.6
(ID: B008Q00PCO) [Item: B008Q00PCO] | Unknown | Rating: 4.8
(ID: B007PK9N6K) Theatres Des Vampires - Moonlight Waltz Tour 2011 | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.8
(ID: B089FP2CHT) [Item: B089FP2CHT] | Unknown | Rating: 4.8
(ID: B000068C48) A Ghost in Monte Carlo | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B000WM84OK) Tyler Perry's House of Payne (Volume 1 - Episode 1-20) | Movies & TV > Christian Movies & TV | Rating: 4.6
(ID: B07MZC8365) [Item: B07MZC8365] | Unknown | Rating: 3.5
(ID: B00G4SDCYS) BEE GEES-ONE NIGHT ONLY (DVD/ANNIVERSARY EDITION) | Movies & TV > Movies | Rating: 4.8
(ID: B01AKR8JSW) [Item: B01AKR8JSW] | Unknown | Rating: 3.4
(ID: B08671WWK8) [Item: B08671WWK8] | Unknown | Rating: 4.1
(ID: B003JT0S5Q) Fish Story 2009 | Movies & TV > Movies | Rating: 4.7
(ID: B0172OKBLE) [Item: B0172OKBLE] | Unknown | Rating: 4.8
(ID: B0884GCJD4) [Item: B0884GCJD4] | Unknown | Rating: 4.2
(ID: B01MRF59PS) Hidden in the Heartland | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.8
(ID: 630207472X) Dashiell Hammett's The Dain Curse Original Unedited Miniseries VHS | Movies & TV > Movies | Rating: 3.8
(ID: B01MRRINUN) [Item: B01MRRINUN] | Unknown | Rating: 4.4
(ID: B07YTFB78T) [Item: B07YTFB78T] | Unknown | Rating: 3.4
(ID: B00007CVTG) I Am the Blues | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B0076Q7Y8C) [Item: B0076Q7Y8C] | Unknown | Rating: 4.8
(ID: B002CHB8I2) [Item: B002CHB8I2] | Unknown | Rating: 4.8
(ID: B07141YZ9N) [Item: B07141YZ9N] | Unknown | Rating: 4.5
(ID: B003BFUS9E) Romeo & Juliet | Movies & TV > Shakespeare on DVD Store > The Works | Rating: 4.5
(ID: B000KB8DB2) Shoah: Boxed Set | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00Q4FJDOO) [Item: B00Q4FJDOO] | Unknown | Rating: 3.3
(ID: B001TK80FC) Belly Dance For Beginners | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.3
(ID: B0122YCUCW) Dragon Nest: Warriors' Dawn [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B07VVNPLX4) [Item: B07VVNPLX4] | Unknown | Rating: 4.2
(ID: B0102K6NVW) Masterpiece Classic: Downton Abbey: Seasons 1-5 | Movies & TV > Independently Distributed > Drama | Rating: 4.8
(ID: B07CYJJSQC) [Item: B07CYJJSQC] | Unknown | Rating: 4.8
(ID: B01EU4VAGE) After War Gundam X Collection | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.7
(ID: B07D51585D) Book Club | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00JE596Z2) Horror of Frankenstein | Science Fiction > Horror > Campy | Rating: 4.5
(ID: B009P5748W) [Item: B009P5748W] | Unknown | Rating: 3.7
(ID: B000949XL4) Gunther & the Paper Brigade | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B094DGZPGC) [Item: B094DGZPGC] | Unknown | Rating: 4.4
(ID: B001J6CTNK) Nurse Edith Cavell | Drama > Compelling > Sad | Rating: 4.0
(ID: B01B1H00QY) [Item: B01B1H00QY] | Unknown | Rating: 4.9
(ID: B00066FUOY) Richard Simmons Groovin' in the House - An Aerobic Concert | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 3.9
(ID: B00005KH2B) Christiane F. [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B00X7VHPZM) [Item: B00X7VHPZM] | Unknown | Rating: 2.7
(ID: B08JYTRGZW) [Item: B08JYTRGZW] | Unknown | Rating: 4.5
(ID: B001B8XR9Q) Darkness Falls | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.5
(ID: B08DKFKTLV) [Item: B08DKFKTLV] | Unknown | Rating: 3.9
(ID: B00E2T5118) [Item: B00E2T5118] | Unknown | Rating: 4.1
(ID: B003M6OW4Y) Dollhouse | Science Fiction > Suspense > Drama | Rating: 4.7
(ID: B00005V9I4) Xena - The Series Finale (The Director's Cut) [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B00PRX73PK) [Item: B00PRX73PK] | Unknown | Rating: 4.7
(ID: B06XPK5STK) [Item: B06XPK5STK] | Unknown | Rating: 4.4
(ID: B071YMMMG6) [Item: B071YMMMG6] | Unknown | Rating: 3.9
(ID: B018BF2CSI) [Item: B018BF2CSI] | Unknown | Rating: 4.3
(ID: B09RTCNGSC) Dr. Death | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B07D3J4ZT3) [Item: B07D3J4ZT3] | Unknown | Rating: 3.3
(ID: B0722Q5D1D) The Zookeeper's Wife (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B004G9UXCQ) Battle of the Warriors | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B001KEGRAC) Palo Alto, CA | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.5
(ID: B002L06AM4) [Item: B002L06AM4] | Unknown | Rating: 2.8
(ID: B0851W94MY) Skyfall 007 COMBO | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B01MQR7SD1) [Item: B01MQR7SD1] | Unknown | Rating: 3.6
(ID: B07X31V4KK) Peg + Cat Preschool Fun Math Collection | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.3
(ID: B0013TR4GK) He-Man and the Masters of the Universe (2003) Volume 2 [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.8
(ID: B01A7ONWIU) Finding Traction: The Ultra Marathon Documentary | Sports > Documentary > Bold | Rating: 4.4
(ID: B07N8PVSYT) A French Village (English subtitled) | Unknown | Rating: 4.8
(ID: B0009NSCS0) Pirates of Silicon Valley (DVD) | Movies & TV > Made-for-TV Movies > All Made-for-TV Movies | Rating: 4.7
(ID: 6302109612) If Looks Could Kill | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B002SNA5HA) Lost - Season 6 [DVD] | Movies & TV > Featured Categories > DVD | 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."
}
|
B002CHB8I2
|
[Item: B002CHB8I2]
| 5
|
AHOMDEULUWSMAADLAQK3IBFP4P4A
|
overlapping_books_movies
|
B
|
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:
- Behind Closed Doors: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- The Skinnytaste Cookbook: Light on Calories, Big on Flavor | Books > Cookbooks, Food & Wine > Beverages & Wine | Rating: 1.0
- The Complete America's Test Kitchen TV Show Cookbook 2001-2016: Every Recipe from the Hit TV Show with Product Ratings and a Look Behind the Scenes | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
- The Great British Bake Off Big Book of Baking | Books > Cookbooks, Food & Wine > Regional & International | Rating: 3.0
- Is a Worry Worrying You? | Books > Children's Books > Growing Up & Facts of Life | Rating: 4.0
### User's movies History:
- [Item: B09FYJD86H] | Unknown | Rating: 1.0
- [Item: B09JCCT4YD] | Unknown | Rating: 1.0
- [Item: B0026OBIB8] | Unknown | Rating: 1.0
- Spiral: From The Book Of Saw | Suspense > Horror > Eerie | Rating: 1.0
- [Item: B097TYQ1VQ] | Unknown | Rating: 1.0
- Nobody | Suspense > Drama > Outlandish | Rating: 5.0
- [Item: B08XFPCXG9] | Unknown | Rating: 1.0
- [Item: B08PDT92BN] | Unknown | Rating: 2.0
- Wrong Turn (2020) | Suspense > Horror > Dark | Rating: 1.0
- My Soul to Take | Suspense > Horror > Frightening | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B00U5UO01A) [Item: B00U5UO01A] | Unknown | Rating: 4.0
(ID: B00CS7PH1K) Are You Tougher Than a Boy Scout? | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B019F94LX8) [Item: B019F94LX8] | Unknown | Rating: 4.5
(ID: B000I0F81S) [Item: B000I0F81S] | Unknown | Rating: 4.8
(ID: B001BP14Q2) Slogan | Movies & TV > Independently Distributed > Comedy | Rating: 3.9
(ID: B079C6K4XR) [Item: B079C6K4XR] | Unknown | Rating: 4.5
(ID: B00B8P8O9K) [Item: B00B8P8O9K] | Unknown | Rating: 4.6
(ID: B016Q1O0RA) [Item: B016Q1O0RA] | Unknown | Rating: 4.7
(ID: B0000844JR) Road Games [DVD] | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.2
(ID: B00H83EV5W) Gravity (3D Blu-ray) | Movies & TV > Award Winners in Movies & TV > Golden Globe Central | Rating: 4.5
(ID: B079H2LHR1) New York World's Fair: The Middleton Family | Science Fiction > Drama > Charming | Rating: 3.7
(ID: B000A2HA9W) Campy Christmas Curiosities | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B008BHCF4S) [Item: B008BHCF4S] | Unknown | Rating: 4.7
(ID: B00VGYHJ26) [Item: B00VGYHJ26] | Unknown | Rating: 4.6
(ID: B00000JS70) The Three Musketeers/The Four Musketeers | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B07CGYJ3Q7) [Item: B07CGYJ3Q7] | Unknown | Rating: 3.4
(ID: B0714JH8MY) [Item: B0714JH8MY] | Unknown | Rating: 3.8
(ID: B01C6AGYQK) [Item: B01C6AGYQK] | Unknown | Rating: 4.0
(ID: B002OKKUVI) The Secret | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00646YRW6) [Item: B00646YRW6] | Unknown | Rating: 4.6
(ID: B005KR6NOK) Star Wars: The Clone Wars - Season 2 [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B011MHC2F0) Thunderball [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B004HTAGOK) [Item: B004HTAGOK] | Unknown | Rating: 4.6
(ID: B07L5FKCBY) [Item: B07L5FKCBY] | Unknown | Rating: 4.9
(ID: B00NJ0KI6Y) [Item: B00NJ0KI6Y] | Unknown | Rating: 5.0
(ID: 6301802705) A Smoky Mountain Christmas [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B06XKT3GGB) Road to Perdition (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B000056BQL) Savage Garden - Superstars And Cannonballs: Live And On Tour In Australia VHS | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B004LWJ6PI) The Real Housewives of Orange County: Season 4 | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.6
(ID: B000OCZ9WS) Primeval | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.3
(ID: B08M8XY4Q3) [Item: B08M8XY4Q3] | Unknown | Rating: 4.0
(ID: 1908079088) French for Kids DVD Set: Simple Words & Number and Colours | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B0B9Z628R4) Jingle Bell Princess | Movies & TV > Paramount Home Entertainment | Rating: 4.6
(ID: B0000897EA) Femme Fatale [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.3
(ID: B00009IB4J) The Rivals of the Silver Fox | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.2
(ID: 630449971X) Piano for Mrs. Cimino | Movies & TV > Movies | Rating: 4.2
(ID: B097NR65K5) [Item: B097NR65K5] | Unknown | Rating: 3.1
(ID: B000B9E2MW) DVD Poker Clock and Tournament Manager | Movies & TV > Genre for Featured Categories > Documentary | Rating: 2.1
(ID: B00BHU9DUK) [Item: B00BHU9DUK] | Unknown | Rating: 4.2
(ID: B005T5OCW8) 2002-2012 - A Decade in MotoGP | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.0
(ID: B00HN1JN0M) [Item: B00HN1JN0M] | Unknown | Rating: 3.7
(ID: B008RUD9F8) [Item: B008RUD9F8] | Unknown | Rating: 4.8
(ID: B003G715HQ) Bitten | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.3
(ID: 6301759001) Where the Heart Is | Movies & TV > Movies | Rating: 4.6
(ID: B00A5IWPLO) [Item: B00A5IWPLO] | Unknown | Rating: 4.7
(ID: B000PXZSCC) Lover Boy - Edwige Fenech | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.6
(ID: B089FK151J) [Item: B089FK151J] | Unknown | Rating: 4.8
(ID: B07K2M5H8H) [Item: B07K2M5H8H] | Unknown | Rating: 4.7
(ID: B001UJVSPG) The Mephisto Waltz | Suspense > Horror > Downbeat | Rating: 4.4
(ID: B008MIYKN0) Holliston: Season 1 [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B0000AUHRG) Equilibrium [VHS] | Movies & TV > Cult Movies > Sci-Fi & Fantasy | Rating: 4.5
(ID: B08VCKZ52W) Paramount Presents: The Greatest Show on Earth (Blu-ray + Digital) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B008DR2GD6) [Item: B008DR2GD6] | Unknown | Rating: 4.5
(ID: B0035Y03XW) [Item: B0035Y03XW] | Unknown | Rating: 4.6
(ID: B0001W1BXW) Somewhere Tomorrow [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B07QDVZ2X2) [Item: B07QDVZ2X2] | Unknown | Rating: 4.5
(ID: B00174RCHW) The Eye | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.4
(ID: B07CVWJ6PC) [Item: B07CVWJ6PC] | Unknown | Rating: 4.1
(ID: B0083GRZAG) [Item: B0083GRZAG] | Unknown | Rating: 4.8
(ID: B0013XZ6OI) Nuestro Cine Clasico: Dos Fantasmas y una Muchacha/Los Fantasmas Burlones | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.7
(ID: 6302217482) Disney Presents Sebastian's Caribbean Jamboree | Movies & TV > Disney Home Video > All Disney Titles | Rating: 5.0
(ID: B095RLJV38) [Item: B095RLJV38] | Unknown | Rating: 4.2
(ID: B000MNOX8A) Attack of the Gryphon | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.5
(ID: B08MWMZ7VD) [Item: B08MWMZ7VD] | Unknown | Rating: 4.6
(ID: B008B4KVS8) Ice Station Zebra (BD) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B08B48LFNR) [Item: B08B48LFNR] | Unknown | Rating: 4.3
(ID: B00AA9QJ1U) Janacek: Jenufa | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.8
(ID: B000094J60) I Love Lucy - Season One (Vol. 7) | Movies & TV > Paramount Home Entertainment > Comedy | Rating: 4.5
(ID: B01E0LQVY8) [Item: B01E0LQVY8] | Unknown | Rating: 4.6
(ID: B01MRCJOL5) Havenhurst | Suspense > Horror > Malicious | Rating: 3.1
(ID: B07FDNCX3B) [Item: B07FDNCX3B] | Unknown | Rating: 3.8
(ID: B00OYTCVQO) The Twilight Saga: Extended Edition | Movies & TV > Fully Loaded DVDs > Extended Editions | Rating: 4.7
(ID: B07RF9K158) Penny Dreadful - After Dark Horrorfest | Horror > Dark > Eerie | Rating: 3.8
(ID: B0044I5JAK) [Item: B0044I5JAK] | Unknown | Rating: 4.6
(ID: B0B72F5D8P) [Item: B0B72F5D8P] | Unknown | Rating: 3.4
(ID: B00000K3CF) The Bears and I | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B07FZ6N2RM) Tex Avery Treasures - Films by One of the Greatest Cartoonists of All Time | Movies & TV > Disc on Demand | Rating: 4.3
(ID: B07JJLRBMH) [Item: B07JJLRBMH] | Unknown | Rating: 3.3
(ID: B00AA7P9C2) [Item: B00AA7P9C2] | Unknown | Rating: 4.3
(ID: B000GIXLO8) The Lord of the Rings: The Two Towers (Theatrical and Extended Limited Edition) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.9
(ID: B0107OSXMU) [Item: B0107OSXMU] | Unknown | Rating: 4.7
(ID: B08C33PLP1) Outcry | Sports > Documentary | Rating: 4.6
(ID: B00000F6D9) Stranger's Kiss [VHS] | Movies & TV > Movies | Rating: 3.3
(ID: B00HTYUAIW) [Item: B00HTYUAIW] | Unknown | Rating: 4.5
(ID: B01JS6CH8Y) Kung Fu Panda: Ultimate Secrets Collection | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B000PITXRS) Queensrÿche: Mindcrime at the Moore | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B0044TD99M) iWorship@Home Christmas: We Adore You | Movies & TV > Holidays & Seasonal > Christmas | Rating: 3.2
(ID: B0000C8ART) The Texas Chainsaw Massacre (Special Edition) [DVD] | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.6
(ID: B0B8LZQN53) [Item: B0B8LZQN53] | Unknown | Rating: 3.8
(ID: B00ETILFJO) The Neverending Story II: The Next Chapter | Fantasy > Drama > Charming | Rating: 4.5
(ID: B0000714C1) Tune in Tomorrow | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.4
(ID: B00ECTS1FG) [Item: B00ECTS1FG] | Unknown | Rating: 4.6
(ID: B0007L86F8) Urusei Yatsura OVA, Vol. 1: Inaba the Dreammaker [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
(ID: B07BSLQGJD) Power: Season 4 | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B01ATQAMP2) [Item: B01ATQAMP2] | Unknown | Rating: 4.2
(ID: B000EMI6LE) Trailer Park Boys: The Complete Fifth Season [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00U7B1QPK) [Item: B00U7B1QPK] | Unknown | Rating: 3.4
(ID: B0096EVRB2) Krishna Aur Kans Hindi Animated DVD (Audio : Hindi and English) (2012) | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B0179FGV4M) [Item: B0179FGV4M] | Unknown | Rating: 4.0
(ID: B001AMQMC2) [Item: B001AMQMC2] | 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."
}
|
B0B8LZQN53
|
[Item: B0B8LZQN53]
| 1
|
AH7JOLYFHGUJ3HBGPWWQWOFOHA6A
|
overlapping_books_movies
|
B
|
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 Merry Spinster: Tales of Everyday Horror | Books > Literature & Fiction > Short Stories & Anthologies | Rating: 2.0
- Texts from Jane Eyre: And Other Conversations with Your Favorite Literary Characters | Books > Humor & Entertainment > Humor | Rating: 2.0
- The Woman in Cabin 10 | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- The Knowledge: A Richard Jury Mystery (Richard Jury Mystery, 24) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- The Burden of Proof | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Thrive: The Single Life as God Intended | Books > Christian Books & Bibles > Christian Living | Rating: 5.0
- Little Bee: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
### User's movies History:
- [Item: B004KB56RM] | Unknown | Rating: 5.0
- Wild Mountain Thyme | Drama > Romance > Charming | Rating: 2.0
- [Item: B08FRSQBZP] | Unknown | Rating: 1.0
- [Item: B06WVW16WY] | Unknown | Rating: 1.0
- [Item: B00BP6CQ2I] | Unknown | Rating: 2.0
- [Item: B018UWJKZ0] | Unknown | Rating: 5.0
- [Item: B007S0RUFI] | Unknown | Rating: 2.0
- [Item: B0059R5Q08] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B07DYFV8VG) [Item: B07DYFV8VG] | Unknown | Rating: 3.9
(ID: B01BEDN0KS) Last Panthers, The | Movies & TV > TV | Rating: 4.0
(ID: B000CNCBXE) RAUMPATROUILLE ORION S 1966 | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.8
(ID: B01N25PBUS) Mama's Family: The Mama's Family Favorites Collection | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B07N7T7K27) [Item: B07N7T7K27] | Unknown | Rating: 3.5
(ID: B01J4NL9YE) [Item: B01J4NL9YE] | Unknown | Rating: 2.5
(ID: B06XX2K9QT) The Rezort | Science Fiction > Suspense > Cerebral | Rating: 4.3
(ID: B09CV3S9SH) [Item: B09CV3S9SH] | Unknown | Rating: 3.7
(ID: B08JDYW9R5) Violet Evergarden - The Complete Series - LE | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: B00A7EVQUW) Charade [DVD] | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.7
(ID: B008BT98LO) Virginian: Season 3 (1964) | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.8
(ID: B06Y13M5WW) [Item: B06Y13M5WW] | Unknown | Rating: 4.4
(ID: B000006GT3) Finders Keepers [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B09PQYSHZ8) [Item: B09PQYSHZ8] | Unknown | Rating: 4.3
(ID: B005IXSNE4) Hollywood - Without Make Up [DVD] | Movies & TV > Movies | Rating: 3.0
(ID: B00A4HMQ5G) GLORY DAYS: Legends of the '85 Chicago Bears 25th Anniversary Reunion | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.0
(ID: B0033HKDWW) Dolan's Cadillac [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B00L9QDWCW) [Item: B00L9QDWCW] | Unknown | Rating: 3.9
(ID: B09NKWMZPH) Shooter - Limited Edition Steelbook | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B007K2LX9I) Eating Out: The Open Weekend | Comedy > LGBTQ > Emotional | Rating: 4.2
(ID: B00OPCFUJ0) [Item: B00OPCFUJ0] | Unknown | Rating: 3.7
(ID: B0173596MM) [Item: B0173596MM] | Unknown | Rating: 4.3
(ID: B0773YHZH5) [Item: B0773YHZH5] | Unknown | Rating: 4.7
(ID: B07Z76LJ7N) Tsugumomo: The Complete Series [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: B0001UZI24) Songxpress Becoming A Better Lead Guitarist | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B0032KLBBW) [Item: B0032KLBBW] | Unknown | Rating: 2.2
(ID: B00T0G6JBY) [Item: B00T0G6JBY] | Unknown | Rating: 4.5
(ID: B000GGSGKO) King Uncle | Movies & TV > Movies | Rating: 4.6
(ID: B0001FVDXW) The Magic Bubble [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B00000F3CB) Johnny Mnemonic | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.5
(ID: B00005QVVB) M*A*S*H VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B091G82XFZ) [Item: B091G82XFZ] | Unknown | Rating: 3.3
(ID: B093RP1XLH) Madonna: Truth Or Dare | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B0000C0FC5) The Firm - Body Sculpting System 2 4-Pack | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B001OEHYVY) [Item: B001OEHYVY] | Unknown | Rating: 3.3
(ID: B0009OL8US) So's Your Aunt Emma (aka Meet The Mob) | Movies & TV > Independently Distributed > Comedy | Rating: 3.7
(ID: B006QVRVHW) History Classics: The Nostradamus Collection [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.5
(ID: B005DJGJCQ) [Item: B005DJGJCQ] | Unknown | Rating: 4.8
(ID: B0050PZ2PI) Pre-Code Double Feature | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B008BQ9MC2) Bottleneck Slide Guitar for Beginners | Movies & TV > Movies | Rating: 4.5
(ID: B0064YOWCI) Underworld: Awakening | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B01CH3OIBO) [Item: B01CH3OIBO] | Unknown | Rating: 4.6
(ID: B0B5VX96V7) [Item: B0B5VX96V7] | Unknown | Rating: 3.7
(ID: B01MRUCHNV) [Item: B01MRUCHNV] | Unknown | Rating: 2.9
(ID: B0B8TNQS7Z) [Item: B0B8TNQS7Z] | Unknown | Rating: 4.1
(ID: B08QLMT7XF) Wind In Willows | Movies & TV > Movies | Rating: 4.5
(ID: B000GIXCCO) Superbug Super Agent | Movies & TV > Independently Distributed > Comedy | Rating: 4.5
(ID: B005DZ35UE) Thomas & Friends: Merry Christmas Thomas! [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0009VI5LG) Wicked Minds - Something Wicked This Way Comes | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B0009INOYW) Secrets of Pool Hustling | Movies & TV > Featured Categories | Rating: 3.0
(ID: B002KOO3F2) [Item: B002KOO3F2] | Unknown | Rating: 3.0
(ID: B006I0GG86) Dallas | Drama | Rating: 4.7
(ID: B097NGKMLG) Attention Attention | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00G1O20PC) [Item: B00G1O20PC] | Unknown | Rating: 3.6
(ID: B0973FQ42Q) [Item: B0973FQ42Q] | Unknown | Rating: 4.8
(ID: B0131U5UZA) [Item: B0131U5UZA] | Unknown | Rating: 4.4
(ID: B00UMX7DYQ) [Item: B00UMX7DYQ] | Unknown | Rating: 4.8
(ID: B0054DG5FC) [Item: B0054DG5FC] | Unknown | Rating: 4.6
(ID: B002ZGW92O) Paris Not France | Movies & TV > Featured Categories > DVD | Rating: 3.1
(ID: B004H64194) [Item: B004H64194] | Unknown | Rating: 4.3
(ID: B00BLGZSJA) [Item: B00BLGZSJA] | Unknown | Rating: 4.5
(ID: B084Z9XR5Y) [Item: B084Z9XR5Y] | Unknown | Rating: 3.6
(ID: B007EQQL6K) Houston, Whitney - Her Life Story: Unauthorized Documentary | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B06XG4363J) [Item: B06XG4363J] | Unknown | Rating: 4.4
(ID: B002MFZ2CC) [Item: B002MFZ2CC] | Unknown | Rating: 4.7
(ID: B01DCHJE0O) [Item: B01DCHJE0O] | Unknown | Rating: 3.2
(ID: B07PP4GJ3N) Read and Share Bible - Easter | Animation > Faith and Spirituality > Cerebral | Rating: 4.6
(ID: B001CUBF6A) So Dear to My Heart | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.6
(ID: B0B8Q13K66) [Item: B0B8Q13K66] | Unknown | Rating: 4.3
(ID: B0032VYHY4) [Item: B0032VYHY4] | Unknown | Rating: 4.3
(ID: B01D9M9682) [Item: B01D9M9682] | Unknown | Rating: 4.5
(ID: B001L1IXT2) [Item: B001L1IXT2] | Unknown | Rating: 4.5
(ID: B007B9Q7RI) [Item: B007B9Q7RI] | Unknown | Rating: 4.6
(ID: 078001927X) Cadillac Desert: Mulholland's Dream (Water and the Transformation of Nature) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B07B9M3DZM) [Item: B07B9M3DZM] | Unknown | Rating: 4.0
(ID: B00IOFN0S2) Mgm 90 Chorus+produ+ny Tf | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.4
(ID: B0058ZWOY2) [Item: B0058ZWOY2] | Unknown | Rating: 4.3
(ID: B07FTTL1K8) Tom and Jerry Collection Volume 2 - Musical Mayhem/ Tom & Jerry Tales Season 1 / The Movie / Around the World/ Pint-Sized Pals | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B004LROMSO) Camelot: Season 1 | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B01A1P4SN8) [Item: B01A1P4SN8] | Unknown | Rating: 3.4
(ID: B000CR7R7U) Evilenko | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B074PXP1QN) [Item: B074PXP1QN] | Unknown | Rating: 3.5
(ID: B0BGMMJ3J8) The Minute You Wake Up Dead [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.7
(ID: B009B58Q10) [Item: B009B58Q10] | Unknown | Rating: 3.6
(ID: B00O1AX9IU) [Item: B00O1AX9IU] | Unknown | Rating: 4.4
(ID: B00UGQGNW2) Anne of Green Gables-Remastered Complete Coll by Sullivan Entertainment | Movies & TV > Movies | Rating: 4.6
(ID: B0091WMY3E) [Item: B0091WMY3E] | Unknown | Rating: 4.5
(ID: B0031KE9C6) [Item: B0031KE9C6] | Unknown | Rating: 4.8
(ID: B01MSXF7RA) [Item: B01MSXF7RA] | Unknown | Rating: 4.5
(ID: B004RGHWIQ) Coraline (Blu-ray 3D) [2009] [Region Free] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00QJN33GK) Dark Haul | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B018YJ3BOA) [Item: B018YJ3BOA] | Unknown | Rating: 4.5
(ID: B0001US69Q) Stott Pilates: The Secret to Flat Abs [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.0
(ID: B08LMS7BHR) [Item: B08LMS7BHR] | Unknown | Rating: 4.7
(ID: B0B8TW2R2S) [Item: B0B8TW2R2S] | Unknown | Rating: 3.4
(ID: B00L4CWJFC) The Tower of Babel | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B010LY97T4) Chica Show: Chica's Halloween Adventure | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B07Z5J2TQD) [Item: B07Z5J2TQD] | Unknown | Rating: 2.9
(ID: B006WFYCWO) Doc Savage: The Man of Bronze | Comedy > Fantasy > Fantastic | Rating: 4.5
(ID: B005HFLERQ) [Item: B005HFLERQ] | 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."
}
|
B0058ZWOY2
|
[Item: B0058ZWOY2]
| 2
|
AGPIJDZR25NLKCLLTF7ZQ3EZ624A
|
overlapping_books_movies
|
B
|
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:
- Discover to Deliver: Agile Product Planning and Analysis | Unknown | Rating: 5.0
- Slavery Was Not the Cause of the War Between the States: The Irrefutable Argument. | Books > History > Americas | Rating: 1.0
- The Gashlycrumb Tinies | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 5.0
- The Naval War of 1812 (Modern Library War) | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 3.0
- The Comanche Empire (The Lamar Series in Western History) | Books > Politics & Social Sciences > Social Sciences | Rating: 5.0
- Peasant Fires: The Drummer of Niklashausen | Books > History > Europe | Rating: 2.0
### User's movies History:
- [Item: B0731XBJBV] | Unknown | Rating: 1.0
- [Item: B01M744EP3] | Unknown | Rating: 5.0
- [Item: B01NGWQPX3] | Unknown | Rating: 5.0
- [Item: B00FJVBGYY] | Unknown | Rating: 1.0
- [Item: B00VF18WWG] | Unknown | Rating: 2.0
- [Item: B00OLI7D3E] | Unknown | Rating: 5.0
- [Item: B00VF06OBS] | Unknown | Rating: 3.0
- [Item: B00AVIKM4A] | Unknown | Rating: 1.0
- [Item: B00ADHONOY] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B01BN7SB1S) Jason and the Argonauts | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B00AAJ1MR6) Shroud | Movies & TV > Genre for Featured Categories > Westerns | Rating: 3.0
(ID: B000VWCDYI) Japanese Weapons: Jo Jutsu | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B001KEGRCK) David Crowe: Crooked Finger | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B079H5MQW9) [Item: B079H5MQW9] | Unknown | Rating: 2.8
(ID: B0762DHFP3) [Item: B0762DHFP3] | Unknown | Rating: 4.1
(ID: B000B6CO3E) Burn! | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.5
(ID: B06ZYM1Q14) [Item: B06ZYM1Q14] | Unknown | Rating: 3.7
(ID: B01G9MALO2) [Item: B01G9MALO2] | Unknown | Rating: 4.6
(ID: B00JL8EHJC) Incident | Drama | Rating: 4.0
(ID: B00UN15UF6) [Item: B00UN15UF6] | Unknown | Rating: 4.5
(ID: B00C1C0UI2) [Item: B00C1C0UI2] | Unknown | Rating: 4.6
(ID: B00O99F3PK) [Item: B00O99F3PK] | Unknown | Rating: 3.4
(ID: B000FDEV3O) The Hunt for Eagle One: Crash Point | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.0
(ID: B0091XOCGU) [Item: B0091XOCGU] | Unknown | Rating: 4.4
(ID: B00YXFQFLG) [Item: B00YXFQFLG] | Unknown | Rating: 4.7
(ID: B00AU2AZOO) The First Time | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B00UW1XYHS) [Item: B00UW1XYHS] | Unknown | Rating: 2.9
(ID: B0786MYG8M) [Item: B0786MYG8M] | Unknown | Rating: 4.8
(ID: B000YI40CC) Little Laureate's My World Gallery | Movies & TV > Birth-2 Years | Rating: 3.7
(ID: B013JA9UGM) Some Kind of Hate | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.8
(ID: B000FBOE8I) Richard Scarry's Storybooks Brought to Life - 3 Stories | Movies & TV > Movies | Rating: 3.5
(ID: B00V7ORLGO) Atelier Escha & Logy: Alchemists of the Dusk Sky | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B0007OP1XA) Go For Broke | Movies & TV > Independently Distributed > Action & Adventure | Rating: 4.4
(ID: B004CJD48K) [Item: B004CJD48K] | Unknown | Rating: 4.0
(ID: 6305582394) Trekkies VHS | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B002JVWQQY) Ed, Edd n' Eddy: Season 3 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B009XTZZBS) [Item: B009XTZZBS] | Unknown | Rating: 4.7
(ID: B00B5I5U2O) Texas Cowpuncher: Part 2 | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.1
(ID: B001J710WA) Race to the Finish | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.3
(ID: B009MO5E10) Premium Rush | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B00000JWWD) Boys Life | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B002ZG97F6) Diary of a Wimpy Kid | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B001CY2LQY) In-Fisherman Crankbait Craft DVD | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.6
(ID: B0009WPLSK) After School Specials [DVD] | Movies & TV > Boxed Sets > Comedy | Rating: 3.9
(ID: B0001FFJS2) Black Belt Magazine: Tonfa - Karate Weapon of Self Defense | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.1
(ID: B002IFLXJM) Seven Pounds / Reign Over Me / The Pursuit of Happyness [Import anglais] | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B000059H9G) Street Fighter II, Vol. 1 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000FIE7NI) Dog & Puppy Training DVD: Correcting Naughty Behaviors! Stop the Biting, Digging & Barking! | Movies & TV > Featured Categories > DVD | Rating: 2.6
(ID: B0002V7T0G) Bugsy Malone | Movies & TV > Music Artists > Jackson, Michael | Rating: 4.6
(ID: B00008DDRN) Offenbach: Les contes d'Hoffmann | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B077T2YZWC) [Item: B077T2YZWC] | Unknown | Rating: 3.0
(ID: B083JNW71R) [Item: B083JNW71R] | Unknown | Rating: 3.9
(ID: B00BP7F0L6) [Item: B00BP7F0L6] | Unknown | Rating: 4.7
(ID: B007L89R30) Diary of a Nymphomaniac (English Subtitled) | Drama > Cerebral > Sensual | Rating: 3.2
(ID: B00151QYRQ) 50 First Dates | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B00KP7HI1M) [Item: B00KP7HI1M] | Unknown | Rating: 5.0
(ID: 0780631641) Absolute Power | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B00DXZBNIC) [Item: B00DXZBNIC] | Unknown | Rating: 4.1
(ID: B0056YMDVY) Dora's Storybook Adventures | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00003GPF5) Grey Owl | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.3
(ID: B08H5DFV1P) Mad Max 4KUHD | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: 6302801222) Sadie Hawkin's Day | Movies & TV > Movies | Rating: 3.3
(ID: 1580022804) Our Lady of La Salette | Movies & TV > Movies | Rating: 4.2
(ID: B00AALN2ZE) Escape from L.A. | Suspense > Science Fiction > Compelling | Rating: 4.5
(ID: B001NTMJ1U) [Item: B001NTMJ1U] | Unknown | Rating: 4.3
(ID: B0BGSX1XX3) Pennywise: The Story of IT Collector's Edition BLU-RAY | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B09CDXG6FY) The Young Cycle Girls (aka Cycle Vixens) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.1
(ID: B07N743K91) [Item: B07N743K91] | Unknown | Rating: 3.1
(ID: B0009X75PQ) The War of the Roses | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B000C17D6Q) L'Execution / Manners Of Dying | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B000CFVGBA) Godzilla 1985 The Legend Is Reborn | Movies & TV > Movies | Rating: 3.3
(ID: B0002ZDWGC) Uncovered - The War on Iraq | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.1
(ID: B003U84IB6) [Item: B003U84IB6] | Unknown | Rating: 4.4
(ID: B01D9IH2LY) The Burglar | Suspense > Drama > Cerebral | Rating: 4.0
(ID: B06XNL6DVW) [Item: B06XNL6DVW] | Unknown | Rating: 2.7
(ID: B01C25T51U) [Item: B01C25T51U] | Unknown | Rating: 3.1
(ID: B000QB7SZS) Witches' Brew | Movies & TV > Genre for Featured Categories > Horror | Rating: 5.0
(ID: B08445XK7R) Calamity Jane [DVD] [2020] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B001O7R75Y) PEOPLE'S REPUBLIC OF CAPITALISM DVD | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: B009XOJN70) [Item: B009XOJN70] | Unknown | Rating: 4.6
(ID: B0001EFVGI) The Office - The Complete First And Second Series (BBC Edition) | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B004PQM80K) Human Planet [Blu-ray] | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.7
(ID: B00CHB684M) [Item: B00CHB684M] | Unknown | Rating: 4.9
(ID: B000GTJSJY) Another Way [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.7
(ID: B0083GO748) [Item: B0083GO748] | Unknown | Rating: 4.7
(ID: B005GZM0J8) The Gazebo (Remastered) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B005JE7XW0) [Item: B005JE7XW0] | Unknown | Rating: 4.8
(ID: B06X9X5YRH) [Item: B06X9X5YRH] | Unknown | Rating: 3.2
(ID: B010ESHS0M) Brother Francis Episode #10: HE IS RISEN DVD | Movies & TV > Movies | Rating: 4.9
(ID: B00425YJR4) [Item: B00425YJR4] | Unknown | Rating: 4.3
(ID: B003IA985M) Mythbusters Season One Volume Two 11 Episodes on 4 Dvds | Movies & TV > Discovery Channel > Channels | Rating: 3.6
(ID: B001NZ2AYK) Medusa Against the Son of Hercules | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B002JF3FWO) The Land Before Time 1-3 [3 DVDs] [UK Import] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B09JFFMWV9) [Item: B09JFFMWV9] | Unknown | Rating: 4.3
(ID: B08NRMZN64) [Item: B08NRMZN64] | Unknown | Rating: 4.7
(ID: B0714DH6YF) [Item: B0714DH6YF] | Unknown | Rating: 4.0
(ID: B0012EBV60) Life Begins - Series 1 | Movies & TV > Boxed Sets > Comedy | Rating: 4.3
(ID: B00WHZZ6P0) Kamigami No Asobi | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.6
(ID: B003EWUBFA) Bears (Imax) (Two-disc Blu Ray/Dvd Combo) | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B000KGGZTO) The Gene Autry Collection: Public Cowboy No. 1 [DVD] | Movies & TV > Music Artists > King, B.B. | Rating: 4.6
(ID: B01GWCG6RU) The Lucky One by Warner Brothers by Scott Hicks | Movies & TV > Movies | Rating: 4.7
(ID: B000BV9DPG) And They Walked Away | Movies & TV > Movies | Rating: 4.8
(ID: B01EMOQ81O) Cam-Girl (Web-Cam) | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B00004S32U) Brave New World VHS | Movies & TV > Science Fiction & Fantasy | Rating: 4.0
(ID: B000I5R96A) [Item: B000I5R96A] | Unknown | Rating: 4.8
(ID: B074PHGLDQ) [Item: B074PHGLDQ] | Unknown | Rating: 4.7
(ID: B001CMZJUG) [Item: B001CMZJUG] | Unknown | Rating: 4.4
(ID: B00009ZK51) Dr. Cadmans Secret (The Black Sleep) (1956-USA) [VHS] | Movies & TV > Independently Distributed > Horror | Rating: 4.0
(ID: B0BBXSVNYC) Saturday Night Fever | Movies & TV > Featured Categories > Blu-ray | 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."
}
|
B09JFFMWV9
|
[Item: B09JFFMWV9]
| 2
|
AFMVAGZBUSYBJZUFZMQGK4PBIVDA
|
overlapping_books_movies
|
B
|
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:
- Seventeen Contradictions and the End of Capitalism | Books > New, Used & Rental Textbooks > Business & Finance | Rating: 4.0
- The Communist Manifesto: With Related Documents (The Bedford Series in History and Culture) | Books > New, Used & Rental Textbooks > Social Sciences | Rating: 2.0
- True Unity: Willing Communication Between Horse and Human | Books > Crafts, Hobbies & Home > Pets & Animal Care | Rating: 3.0
- Where There Is No Doctor: A Village Health Care Handbook Eighteenth Updated printing January 2022 | Books > Reference > Encyclopedias & Subject Guides | Rating: 5.0
- Big Horses Good Dogs And Straight Fences: Musings of Everyday Ranch Life | Books > Crafts, Hobbies & Home > Pets & Animal Care | Rating: 5.0
- The Return of History and the End of Dreams | Books > Politics & Social Sciences > Politics & Government | Rating: 2.0
### User's movies History:
- Suits | Comedy > Drama | Rating: 3.0
- [Item: B018GTUWPO] | Unknown | Rating: 3.0
- [Item: B00RSGIVVO] | Unknown | Rating: 2.0
- [Item: B01730ANRO] | Unknown | Rating: 4.0
- [Item: B010AI9YCG] | Unknown | Rating: 3.0
- [Item: B00NRP1TFK] | Unknown | Rating: 5.0
- [Item: B00UBRHDRU] | Unknown | Rating: 5.0
- [Item: B00X47X3TG] | Unknown | Rating: 5.0
- [Item: B00LI1COYA] | Unknown | Rating: 3.0
- [Item: B00I11B108] | Unknown | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B07C5D8PXP) [Item: B07C5D8PXP] | Unknown | Rating: 4.6
(ID: B0B6GMV6GV) Harley Quinn | Comedy > Animation > Action | Rating: 4.5
(ID: B00N1Q4C7M) Lone | Drama | Rating: 4.5
(ID: B01JS45XR8) Grey's Anatomy - Season 12 | Movies & TV > TV | Rating: 4.5
(ID: B018YGVMR6) Tales from the Prison Yard - 6 Features: Convicted, Cell 2455 Death Row, Escape from San Quentin, City of Fear, Valachi Papers, Last Detail | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00BHM3X8Q) [Item: B00BHM3X8Q] | Unknown | Rating: 4.8
(ID: B002IC1ET4) Christopher Strong | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00CMO3MP2) [Item: B00CMO3MP2] | Unknown | Rating: 4.8
(ID: B06W9L2VMQ) Crucible, The (1996) | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00FM4S5O2) The Shadow (Collector's Edition) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B084H8SD72) [Item: B084H8SD72] | Unknown | Rating: 3.0
(ID: B00BCMT1RS) Fraggle Rock: Meet The Fraggles | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.7
(ID: B00LFE5AVE) [Item: B00LFE5AVE] | Unknown | Rating: 4.5
(ID: B00EIP9QXU) Roots: The Next Generations [4 Disc] | Movies & TV > Movies | Rating: 4.6
(ID: B005T0YCF0) [Item: B005T0YCF0] | Unknown | Rating: 3.8
(ID: B002F3BPTU) Hot Springs Hotel: The Complete Series | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00O1Y5EDY) The People Vs Larry Flynt [DVD] [1997] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B001NI5C6U) [Item: B001NI5C6U] | Unknown | Rating: 4.6
(ID: B00GK51FO4) [Item: B00GK51FO4] | Unknown | Rating: 4.7
(ID: B00C4QSHG2) [Item: B00C4QSHG2] | Unknown | Rating: 4.7
(ID: B08RB8GC5Y) [Item: B08RB8GC5Y] | Unknown | Rating: 4.0
(ID: B0077PBPV4) Masterpiece Classic: Great Expectations [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: B07TZ1B4JK) [Item: B07TZ1B4JK] | Unknown | Rating: 4.8
(ID: B00AA2K3AU) [Item: B00AA2K3AU] | Unknown | Rating: 4.7
(ID: B016ZOCVLK) Demons 2 | Horror > Eerie | Rating: 4.5
(ID: B00EHITC5U) [Item: B00EHITC5U] | Unknown | Rating: 4.0
(ID: B000ZN71IQ) Boy Called Twist [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B003EFEUIG) [Item: B003EFEUIG] | Unknown | Rating: 3.7
(ID: B013HXGY0G) BAABUL (English Subtitled) | Drama > Kids > International | Rating: 4.4
(ID: B00XCD7UA0) [Item: B00XCD7UA0] | Unknown | Rating: 4.1
(ID: B001T4Y1QA) No Grades + No Homework = Better Learning | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.8
(ID: B00CN70M60) Keep Your Right Up! | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B000J2FD7O) [Item: B000J2FD7O] | Unknown | Rating: 4.3
(ID: B08X2M8ZG8) Mr.Osomatsu (English) | Anime > Fantasy > Action | Rating: 4.7
(ID: B000H0NJE2) His Kind of Woman | Movies & TV > Movies | Rating: 4.6
(ID: B0040ZNE9U) The Recovered | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.0
(ID: B010RHY36M) Family Ties | Comedy > Drama | Rating: 4.8
(ID: B014VVNY6A) Nature: Christmas in Yellowstone | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.6
(ID: B00792SQY4) Houston, Whitney - We Will Always Love You: Unauthorized | Movies & TV > Genre for Featured Categories > Romance | Rating: 3.8
(ID: B005IAAIHW) Brown, Joe E. Collection: Riding On Air / When's Your Birthday? / Earthworm Tractors / Fit For A King / Painted Faces (4-DVD) | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B00O1299Y6) Future Cops (English Subtitled) | Science Fiction > Comedy > Drama | Rating: 3.8
(ID: B071ZR16Y1) [Item: B071ZR16Y1] | Unknown | Rating: 4.8
(ID: B00N8LOVRQ) [Item: B00N8LOVRQ] | Unknown | Rating: 4.7
(ID: B0073XJ5CG) Radio City Christmas Spectacular Featuring the Rockettes | Movies & TV > Movies | Rating: 4.7
(ID: B073ZWDZWP) ReLIFE: Season One [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B000WCN8SM) Karen Voight: Yoga Power - Streamline | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.1
(ID: B013EMDXK4) [Item: B013EMDXK4] | Unknown | Rating: 3.2
(ID: B003J4KDSI) [Item: B003J4KDSI] | Unknown | Rating: 4.7
(ID: B079ZJLCBC) [Item: B079ZJLCBC] | Unknown | Rating: 3.9
(ID: B07RQW75MK) [Item: B07RQW75MK] | Unknown | Rating: 4.0
(ID: B00GS604HY) [Item: B00GS604HY] | Unknown | Rating: 4.0
(ID: 6304390238) Voyager [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.6
(ID: B005R8GFLI) [Item: B005R8GFLI] | Unknown | Rating: 3.3
(ID: B01BD002OE) Punk's Dead: SLC Punk 2 | Comedy > Adventure | Rating: 4.0
(ID: B07GVRP54J) [Item: B07GVRP54J] | Unknown | Rating: 1.0
(ID: B0002OXV5U) Roy Rogers | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.4
(ID: B00RZYUJN2) [Item: B00RZYUJN2] | Unknown | Rating: 4.5
(ID: B00187X2OK) Hawaiian Homecoming | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.8
(ID: B005GIS90E) [Item: B005GIS90E] | Unknown | Rating: 4.9
(ID: B01J94B90W) The Grand Tour | Unscripted > Comedy > Documentary | Rating: 4.6
(ID: B01FL1TW74) Family Guy Season 14 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B0039LYGK2) [Item: B0039LYGK2] | Unknown | Rating: 4.6
(ID: B01LX3T8U7) [Item: B01LX3T8U7] | Unknown | Rating: 4.0
(ID: B0721CXSHN) Live - Back to the Roots - Accepted [DVD + 2 CD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00IYSDSM2) [Item: B00IYSDSM2] | Unknown | Rating: 3.9
(ID: 630261063X) My Friend Irma | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B081ZHNPPH) [Item: B081ZHNPPH] | Unknown | Rating: 4.7
(ID: B00AA7OJJG) [Item: B00AA7OJJG] | Unknown | Rating: 4.3
(ID: B0053IBOHW) Gulliver's Travels - 1939 Color (Digitally Remastered Version) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00VNNJEA0) [Item: B00VNNJEA0] | Unknown | Rating: 3.4
(ID: B01BIZRGVQ) Love Is a Verb [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 3.4
(ID: B00O5HUO0K) THE ORIGINALS | Horror > Drama > Fantasy | Rating: 4.9
(ID: B000VZC4H6) Moni Aizik Krav Maga Combat Survival Military | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B07Z75BXZM) A Beautiful Day In The Neighborhood 4K [Blu-ray] [4K UHD] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B0010R08N6) [Item: B0010R08N6] | Unknown | Rating: 4.2
(ID: B00NL5MLE4) [Item: B00NL5MLE4] | Unknown | Rating: 4.5
(ID: B0000714F9) Doctor Who - Colony in Space [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B002Q45E3G) [Item: B002Q45E3G] | Unknown | Rating: 4.2
(ID: B00008G8M1) Wolverine | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00TPZKLKU) [Item: B00TPZKLKU] | Unknown | Rating: 4.4
(ID: B015UDENIQ) Gunfight at Dodge City | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.7
(ID: B001CMF0O6) [Item: B001CMF0O6] | Unknown | Rating: 2.7
(ID: B004EPYZNU) From Prada to Nada [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00MR9W36Q) [Item: B00MR9W36Q] | Unknown | Rating: 4.3
(ID: B07HQ7LFQ5) Snake Eater Collection Teil 1-3 [3 DVDs] | Movies & TV > Movies | Rating: 3.8
(ID: B001O4C6IU) DANCE AND BE FIT: ABS BURN | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.5
(ID: B003QSOEK0) [Item: B003QSOEK0] | Unknown | Rating: 4.8
(ID: B07TFR21FW) The Lion King Doublepack [DVD] [2019] | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.2
(ID: B093R1WH52) [Item: B093R1WH52] | Unknown | Rating: 3.3
(ID: B00MIA0HNA) Dolls (Collector's Edition) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00ELMOKDQ) [Item: B00ELMOKDQ] | Unknown | Rating: 4.7
(ID: B014BI9JB2) [Item: B014BI9JB2] | Unknown | Rating: 3.7
(ID: B01GGMZ6M2) [Item: B01GGMZ6M2] | Unknown | Rating: 3.6
(ID: B000M2E2D2) Megaman NT Warrior, Vol. 13: Cyberclash! [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.7
(ID: B008UZ94F4) Harry Potter Double Feature: The Deathly Hallows Part 1 & 2 [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B07CVSZVWG) [Item: B07CVSZVWG] | Unknown | Rating: 4.3
(ID: B000AOEMXW) Warning Shot [DVD] | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.4
(ID: B000MWAFTC) [Item: B000MWAFTC] | Unknown | Rating: 4.0
(ID: B06XNTZZGG) [Item: B06XNTZZGG] | Unknown | Rating: 4.0
(ID: B07SS81132) Stuber Blu-ray | Movies & TV > Blu-ray > Movies | 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."
}
|
B01J94B90W
|
The Grand Tour
| 1
|
AGSALDGVJ7PVGTYIJ22K66NXSZBQ
|
overlapping_books_movies
|
B
|
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:
- FGTeeV Saves the World! | Books > Children's Books > Growing Up & Facts of Life | Rating: 3.0
- Keto Made Easy: 100+ Easy Keto Dishes Made Fast to Fit Your Life | Books > Cookbooks, Food & Wine > Regional & International | Rating: 1.0
- Dog Man: Mothering Heights: A Graphic Novel (Dog Man 10): From the Creator of Captain Underpants: Volume 10 | Books > Children's Books > Comics & Graphic Novels | Rating: 3.0
- InvestiGators: Off the Hook (InvestiGators, 3) | Books > Children's Books > Animals | Rating: 5.0
- First Grade Big Workbook Ages 6 - 7: 220+ Activities, Phonics, Spelling, Reading, Language Arts, Math, Space, Measurement and Time (Gold Stars Series) | Books > Children's Books > Growing Up & Facts of Life | Rating: 2.0
- The Atlas of Monsters: Mythical Creatures from Around the World | Books > Children's Books > Activities, Crafts & Games | Rating: 1.0
### User's movies History:
- [Item: B00BAP3UWO] | Unknown | Rating: 1.0
- [Item: B071K96CS6] | Unknown | Rating: 3.0
- Nobody | Suspense > Drama > Outlandish | Rating: 1.0
- [Item: B018C4RVF2] | Unknown | Rating: 1.0
- [Item: B086QF6PSD] | Unknown | Rating: 1.0
- [Item: B0085CXCFK] | Unknown | Rating: 3.0
- The Real Housewives of NYC | Unscripted | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B000096KKL) Moby Dick | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B01DEH9CD6) [Item: B01DEH9CD6] | Unknown | Rating: 4.2
(ID: B0095P2YXC) [Item: B0095P2YXC] | Unknown | Rating: 4.6
(ID: B008RKLO8M) [Item: B008RKLO8M] | Unknown | Rating: 4.7
(ID: B07QW4F96X) They Returned | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.7
(ID: B00ABO573A) [Item: B00ABO573A] | Unknown | Rating: 4.1
(ID: B077FH35JB) [Item: B077FH35JB] | Unknown | Rating: 4.4
(ID: B06ZXSFGDG) [Item: B06ZXSFGDG] | Unknown | Rating: 3.0
(ID: B0034KYF72) The Duel (Shaw Brothers) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B013IYHCMS) [Item: B013IYHCMS] | Unknown | Rating: 4.1
(ID: B003Y9GY2W) House of Numbers DVD | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B09PHVWLW2) [Item: B09PHVWLW2] | Unknown | Rating: 4.8
(ID: B00005LQ01) Phat Beach | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B00I2YXMWE) Battle of the Empires | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.5
(ID: B0786YTSN8) [Item: B0786YTSN8] | Unknown | Rating: 4.5
(ID: 6303257364) 13 Ghosts | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B000F9TCT6) Whereever I Go:Live in Atlanta | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0088LYC70) [Item: B0088LYC70] | Unknown | Rating: 4.8
(ID: B0991DBP3H) Snake Eyes: G.I. Joe Origins | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B00005A08O) Dragon Ball Z - Frieza - The Summoning [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B004TJQCLE) [Item: B004TJQCLE] | Unknown | Rating: 3.0
(ID: B08L9B4HWS) The Wedding Banquet | Comedy > Drama > LGBTQ | Rating: 4.6
(ID: B014F4LLZY) [Item: B014F4LLZY] | Unknown | Rating: 4.8
(ID: B07KLSVRG5) [Item: B07KLSVRG5] | Unknown | Rating: 2.9
(ID: B001PRRLOU) [Item: B001PRRLOU] | Unknown | Rating: 4.5
(ID: B00OBRMWRC) RAISING HOPE SEASON 4 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B000EGZ0CI) The Animated Stories From the Book of Mormon - The Joseph Smith Story | Movies & TV > Animation | Rating: 4.3
(ID: B009ZQ93DA) [Item: B009ZQ93DA] | Unknown | Rating: 4.1
(ID: B0000541VQ) Dangerous Liaisons VHS | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B00IUS9P3C) The Way He Looks [DVD] [2014] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B007Y5OYZ6) Urotsukidoji: Perfect Collection | Movies & TV > Movies | Rating: 3.8
(ID: 6304090765) Rumble in the Bronx VHS | Movies & TV > Art House & International > By Country | Rating: 4.7
(ID: B000GH3PRW) Getting Ahead: Mathematics 4 pk. | Movies & TV > Featured Categories > DVD | Rating: 3.2
(ID: B08DRSP6GK) A Silent Voice - The Movie (English Language Version) | Animation > Drama > Charming | Rating: 4.8
(ID: B0044WXUIY) Kenny Wayne Shepherd - 10 Days Out: Blues From The Backroads | Music Videos and Concerts | Rating: 4.2
(ID: B008DVJMEI) Sid the Science Kid: Sense-Ational Adventures | Movies & TV > Movies | Rating: 4.7
(ID: B00FVW2QEK) I Dream of Wires: Hardcore Edition | Movies & TV > Independently Distributed > Documentary | Rating: 4.6
(ID: B08BN91YN6) Kids Diana Show presented by pocket.watch | Kids | Rating: 4.2
(ID: B00TS3JIWQ) [Item: B00TS3JIWQ] | Unknown | Rating: 3.5
(ID: B07GNRHSXF) [Item: B07GNRHSXF] | Unknown | Rating: 4.4
(ID: B000PY4Z9S) Interview with Sergei Boutenko | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: 6301357272) American Anthem [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B003HKN55C) Sesame Street - Learning Triple Feature: (Learning About Letters / The Great Numbers Game / Sing, Hoot & Howl) | Movies & TV > Boxed Sets > Kids & Family | Rating: 4.5
(ID: B094Z24M4K) [Item: B094Z24M4K] | Unknown | Rating: 5.0
(ID: B01BP47GQU) Wildflower | Movies & TV > Genre for Featured Categories > Faith & Spirituality | Rating: 4.1
(ID: B01BPBZ2EQ) [Item: B01BPBZ2EQ] | Unknown | Rating: 3.0
(ID: B081VR85LR) [Item: B081VR85LR] | Unknown | Rating: 4.8
(ID: B012FB6OSS) I Am Cait | Unscripted > Documentary > Special Interest | Rating: 3.3
(ID: B00004R992) The Fox and the Hound (Walt Disney Gold Classic Collection) | Movies & TV > Disney Home Video > By Age | Rating: 4.8
(ID: B000006GCU) The Diary of Anne Frank VHS | Movies & TV > Jewish Heritage > Holocaust | Rating: 4.6
(ID: B0083I7YG4) Check it Out! | Comedy > Talk Show and Variety | Rating: 4.7
(ID: B002S9TZXE) [Item: B002S9TZXE] | Unknown | Rating: 4.6
(ID: B01L7VJRGI) [Item: B01L7VJRGI] | Unknown | Rating: 4.9
(ID: B001BS12MA) NFL America's Game: 1975 STEELERS (Super Bowl X) | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.1
(ID: B00005ASUJ) Stanley Kubrick Collection VHS | Movies & TV > Boxed Sets > Drama | Rating: 4.5
(ID: B00HN1JSJ8) [Item: B00HN1JSJ8] | Unknown | Rating: 3.7
(ID: B00TT7QOS2) [Item: B00TT7QOS2] | Unknown | Rating: 4.8
(ID: B002Z8LPYA) [Item: B002Z8LPYA] | Unknown | Rating: 4.3
(ID: B00TJYY42S) [Item: B00TJYY42S] | Unknown | Rating: 4.7
(ID: B0000687DE) Ossessione [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B004984EGA) Carly Simon: Moonlight Serenade (DualDisc) | Movies & TV > Movies | Rating: 2.4
(ID: B00000IC8Z) Avengers '67 - Set 1, Vols. 1 & 2 [DVD] | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.9
(ID: B01M4RR3Q7) Coming Through The Rye | Movies & TV > Paramount Home Entertainment > Drama | Rating: 3.5
(ID: B00RN113F0) [Item: B00RN113F0] | Unknown | Rating: 4.8
(ID: B092RWCX7D) [Item: B092RWCX7D] | Unknown | Rating: 3.6
(ID: B001LRTT76) The Constant Gardener | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B0741MSJRB) [Item: B0741MSJRB] | Unknown | Rating: 3.5
(ID: B002DBS0HO) [Item: B002DBS0HO] | Unknown | Rating: 4.9
(ID: B00006FDB4) Hookers at the Point [DVD] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B0052CGFM8) Tna Wrestling: Sacrifice 2011 / Slammiversary 2011 | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.1
(ID: B000LDPXDK) An Evening with Charlie Prose | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B007O6IV36) [Item: B007O6IV36] | Unknown | Rating: 4.3
(ID: B009DA74ES) Californication: Season 5 | Movies & TV > Showtime > All Showtime Titles | Rating: 4.7
(ID: B094Y7QMTF) [Item: B094Y7QMTF] | Unknown | Rating: 3.4
(ID: B0015KG364) The Lost Fundamentals of Hogan | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.8
(ID: B004TSCENA) Saturday Night Live | Comedy | Rating: 2.5
(ID: B0716HC6JP) [Item: B0716HC6JP] | Unknown | Rating: 4.3
(ID: B084TB64M6) [Item: B084TB64M6] | Unknown | Rating: 4.4
(ID: 0792846613) The Care Bears Movie VHS | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.7
(ID: B00BKK9QJK) [Item: B00BKK9QJK] | Unknown | Rating: 3.6
(ID: B014P6296W) [Item: B014P6296W] | Unknown | Rating: 4.8
(ID: B0013TM59Q) [Item: B0013TM59Q] | Unknown | Rating: 4.6
(ID: B09Y3XKH3N) Galaxy Quest | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00ERUCRQ4) [Item: B00ERUCRQ4] | Unknown | Rating: 4.2
(ID: B09Q39RR7G) [Item: B09Q39RR7G] | Unknown | Rating: 4.6
(ID: B008D5RTSA) [Item: B008D5RTSA] | Unknown | Rating: 4.9
(ID: B00BDZV8HU) All Dogs Go to Heaven The Series: Complete Season 2 (Gift Box) | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B001ED7H5S) Zero: an investigation into 9/11 | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00I02ZFIW) [Item: B00I02ZFIW] | Unknown | Rating: 4.6
(ID: B073XXTMFF) Barry Lyndon (The Criterion Collection) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B07L9KQK9T) [Item: B07L9KQK9T] | Unknown | Rating: 3.4
(ID: B0000844KS) Reign The Conqueror, Vol. 3: Domination | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.8
(ID: B001BP14FI) Pokemon: Diamond and Pearl - Set One, Vols. 1-2 | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B003T9QJW2) [Item: B003T9QJW2] | Unknown | Rating: 4.5
(ID: B000VA3JDO) The Catherine Tate Show : Complete BBC Series 1-3 Box Set [DVD] | Movies & TV > BBC > All BBC Titles | Rating: 4.5
(ID: B0763PFG1M) [Item: B0763PFG1M] | Unknown | Rating: 4.7
(ID: B00AJW6J1I) Dilwale Dulhania Le Jayenge (2-DVD Set / Special Edition / English Subtitles / Second Disc Includes Special Features) | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.8
(ID: B003ATEY50) Magadheera Telugu DVD | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00000F6AJ) Stagecoach [VHS] | Movies & TV > Movies | Rating: 4.5
(ID: B003BI7768) Something Like a Business | Movies & TV > Genre for Featured Categories > Comedy | 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."
}
|
B092RWCX7D
|
[Item: B092RWCX7D]
| 1
|
AFGQSOWN65WAOMQ2FNUN32EZZY5A
|
overlapping_books_movies
|
B
|
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 Farmer's Wife 1930s Sampler Quilt: Inspiring Letters from Farm Women of the Great Depression and 99 Quilt Blocks Th at Honor Them | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 1.0
- Spool Knitting | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 1.0
- A Good Bake: The Art and Science of Making Perfect Pastries, Cakes, Cookies, Pies, and Breads at Home: A Cookbook | Books > Cookbooks, Food & Wine > Baking | Rating: 1.0
- 100 Crochet Projects | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 2.0
- American Cake: From Colonial Gingerbread to Classic Layer, the Stories and Recipes Behind More Than 125 of Our Best-Loved Cakes: A Baking Book | Books > Cookbooks, Food & Wine > Baking | Rating: 5.0
- Vegan Cookies Invade Your Cookie Jar: 100 Dairy-Free Recipes for Everyone's Favorite Treats | Books > Cookbooks, Food & Wine > Baking | Rating: 2.0
- Meat Is for Pussies: A How-To Guide for Dudes Who Want to Get Fit, Kick Ass, and Take Names | Books > Health, Fitness & Dieting > Diets & Weight Loss | Rating: 2.0
- A Girl and Her Greens: Hearty Meals from the Garden | Books > Cookbooks, Food & Wine > Cooking by Ingredient | Rating: 3.0
### User's movies History:
- [Item: B003JYWE1M] | Unknown | Rating: 2.0
- [Item: B00DCYVEP6] | Unknown | Rating: 5.0
- [Item: B00Q8CDWJU] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B01J4SR920) [Item: B01J4SR920] | Unknown | Rating: 3.5
(ID: B0981L5C1C) [Item: B0981L5C1C] | Unknown | Rating: 3.8
(ID: B0013MYB5Y) You Must Remember This: The Warner Bros. Story | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B09NRXCK55) [Item: B09NRXCK55] | Unknown | Rating: 4.0
(ID: B0067MLCEI) Wings [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B002Z5VFAM) Polar Express Presented in 3D DVD (2008) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B01J9420J6) [Item: B01J9420J6] | Unknown | Rating: 4.6
(ID: B084DGQKR2) Wild Kratts: Around the World Adventures DVD | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00097C4AS) The Belly Dance Shimmy Workout, with Sarah Skinner: A bellydance fitness workout, beginner bellydance how-to, emphasis on learning to shimmy! | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.3
(ID: B00080ETX6) Lust Connection | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B000WP09OU) Biography - Pat Tillman | Movies & TV > A&E Home Video > Biography | Rating: 3.8
(ID: B072RC8Y6V) [Item: B072RC8Y6V] | Unknown | Rating: 4.6
(ID: B008BM8UDI) [Item: B008BM8UDI] | Unknown | Rating: 4.8
(ID: B0095R6YZ4) [Item: B0095R6YZ4] | Unknown | Rating: 4.7
(ID: B00KO9W0KA) The Real Housewives of Atlanta: Kandi's Wedding | Special Interest | Rating: 4.6
(ID: B0015PJSCA) Michele Rundgren "NC-17 From A 34-C" - A One Woman Comedy Show | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B08CTMFFTY) [Item: B08CTMFFTY] | Unknown | Rating: 4.0
(ID: B00N57K2I0) As Above So Below | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.6
(ID: B0B8PFNSP8) [Item: B0B8PFNSP8] | Unknown | Rating: 4.4
(ID: B003IOK8D4) [Item: B003IOK8D4] | Unknown | Rating: 2.7
(ID: B01N1YZLOF) [Item: B01N1YZLOF] | Unknown | Rating: 4.5
(ID: 6304155646) Biography - Sammy Davis Jr.: Mr. Entertainment [VHS] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.8
(ID: B08CMDCJ6J) Eli Roth's History of Horror, Season 1 | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B00ST1DOYG) [Item: B00ST1DOYG] | Unknown | Rating: 3.3
(ID: B000NTPFNA) Weather Report: Live at Montreux 1976 | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B0851TVD7Y) [Item: B0851TVD7Y] | Unknown | Rating: 4.4
(ID: B01JTU5DF8) [Item: B01JTU5DF8] | Unknown | Rating: 3.6
(ID: B00S2T3OXQ) The Life and Legend of Wyatt Earp: Season 3 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01M111KKO) [Item: B01M111KKO] | Unknown | Rating: 2.6
(ID: B06Y4GMBF5) [Item: B06Y4GMBF5] | Unknown | Rating: 4.7
(ID: B0058YPMHO) Family Guy, Volume Ten | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B0050AFU0A) [Item: B0050AFU0A] | Unknown | Rating: 4.0
(ID: B07FTVSB9S) Space Patrol: The Complete Series | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B01LTHOJBI) How to Marry a Millionaire - The Complete Series | Movies & TV > Genre for Featured Categories > Comedy | Rating: 2.4
(ID: B01MY5E8X2) [Item: B01MY5E8X2] | Unknown | Rating: 4.0
(ID: B01MRISFSK) Clip: Bhagat Singh - Why I am an Atheist | Special Interest | Rating: 5.0
(ID: B004JPJHME) Fear and Loathing in Las Vegas (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.9
(ID: B009DBB8TE) [Item: B009DBB8TE] | Unknown | Rating: 4.2
(ID: 6302763908) Northern Exposure: Spring Break VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B00009IAXR) Shaolin & Wu Tang 2 - Wu Tang Invasion | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.1
(ID: B000FMG052) John Wayne - Lady From Louisiana / Flame Of Barbary [DVD] | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 3.4
(ID: B01LYF8R8L) [Item: B01LYF8R8L] | Unknown | Rating: 3.8
(ID: B01H49VL48) BabyFirst: Color Crew - Shades of Fun | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B087Z8Y83M) [Item: B087Z8Y83M] | Unknown | Rating: 4.2
(ID: B00005QFEP) Emmanuelle in Space - The Complete Collection | Movies & TV > Movies | Rating: 3.5
(ID: B06XRLDS3B) [Item: B06XRLDS3B] | Unknown | Rating: 4.8
(ID: B001GP5TOU) NFL GREATEST GAMES SERIES:NEW ENGLAND | Movies & TV > TV | Rating: 2.8
(ID: B000P296AS) Popeye The Sailor: 1933-1938 Volume One (DVD) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B003D8M0NG) The Cosby Show: Seasons 7 & 8 | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B00RLVEP6G) [Item: B00RLVEP6G] | Unknown | Rating: 4.3
(ID: B001MVWMHU) SpongeBob SquarePants: SpongeBob vs. the Big One | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B01N2HY20B) [Item: B01N2HY20B] | Unknown | Rating: 4.3
(ID: B096TRSVMF) My Savior: Live From The Ryman Sized Case | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B000P5FH12) Thumbelina (Follow Along Edition) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B01A6C2RSE) [Item: B01A6C2RSE] | Unknown | Rating: 4.7
(ID: B002CRNEMA) Add Grace & Prosperity with Kundalini Yoga | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 5.0
(ID: B0029Z3MZO) [Item: B0029Z3MZO] | Unknown | Rating: 4.6
(ID: B06Y19WJDX) Assignment, the | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B076653DL2) [Item: B076653DL2] | Unknown | Rating: 3.7
(ID: B0711K2P26) Footloose in Austria - Hallstatt and Salzburg | Special Interest | Rating: 4.5
(ID: B000BTJDGM) The Exorcism of Emily Rose | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B000I8FTY6) [Item: B000I8FTY6] | Unknown | Rating: 4.7
(ID: 6317625964) Rick and Morty: Seasons 1-3 (DVD) | Movies & TV > TV | Rating: 4.8
(ID: B00FXOO1TY) HAIL MARY DVD | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B0758Y1HBS) [Item: B0758Y1HBS] | Unknown | Rating: 4.8
(ID: B001047C74) [Item: B001047C74] | Unknown | Rating: 3.8
(ID: B09FZRK4L9) [Item: B09FZRK4L9] | Unknown | Rating: 3.8
(ID: B09H1YL3LC) [Item: B09H1YL3LC] | Unknown | Rating: 4.8
(ID: B00NB9VYYI) [Item: B00NB9VYYI] | Unknown | Rating: 4.6
(ID: B000H2NHLK) Treadmill to Fitness | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 2.3
(ID: B000DZ84AK) State Fair [Region 2] | Movies & TV > Movies | Rating: 4.7
(ID: B00MGM2GC0) Boomers [ NON-USA FORMAT, PAL, Reg.2 Import - United Kingdom ] | Movies & TV > BBC > All BBC Titles | Rating: 4.6
(ID: B0884RG38V) Arthur & Merlin: Knights of Camelot [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.1
(ID: B000GG4XZG) Mike Mulligan and His Steam Shovel... and 3 More Stories about Trucks (Scholastic Video Collection) | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.3
(ID: B00D69HUPU) [Item: B00D69HUPU] | Unknown | Rating: 4.7
(ID: B094NFN8RS) [Item: B094NFN8RS] | Unknown | Rating: 4.0
(ID: B000GPPNN8) American Dreamz [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.1
(ID: B000803BPS) Richard Pryor Here and Now / Richard Pryor Live on the Sunset Strip - Set | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B000KLQUV2) Jesus Camp | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B07Z8G7N6R) [Item: B07Z8G7N6R] | Unknown | Rating: 4.6
(ID: B00EPQPL6S) [Item: B00EPQPL6S] | Unknown | Rating: 3.2
(ID: B001OD65MO) [Item: B001OD65MO] | Unknown | Rating: 4.7
(ID: B00266XQNE) [Item: B00266XQNE] | Unknown | Rating: 4.7
(ID: B00067BBN2) Hermie & Friends: Buzby the Misbehaving Bee | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B0B8NH83DP) [Item: B0B8NH83DP] | Unknown | Rating: 4.3
(ID: 6301967658) Everything You Always Wanted to Know About Sex... VHS | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.0
(ID: B003GS5KO4) [Item: B003GS5KO4] | Unknown | Rating: 4.5
(ID: B002KOO3F2) [Item: B002KOO3F2] | Unknown | Rating: 3.0
(ID: B08R31LQFB) [Item: B08R31LQFB] | Unknown | Rating: 4.2
(ID: B08Q499QLF) [Item: B08Q499QLF] | Unknown | Rating: 3.2
(ID: B00008YLUR) Journey to Kafiristan | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.6
(ID: B086MDQV39) [Item: B086MDQV39] | Unknown | Rating: 4.2
(ID: B00EGIF2JG) [Item: B00EGIF2JG] | Unknown | Rating: 4.8
(ID: B008XAT0T6) Saving Silverman/Little Black Book/Hexed/Life Without Dick - 4-Pack | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.8
(ID: B00EZK2VE4) [Item: B00EZK2VE4] | Unknown | Rating: 4.7
(ID: B01CH89TFY) [Item: B01CH89TFY] | Unknown | Rating: 4.3
(ID: B07F84FQ7Z) MARVEL'S THE AVENGERS [4K UHD] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B01B5H1U0K) [Item: B01B5H1U0K] | Unknown | Rating: 4.7
(ID: B0091XT8F0) [Item: B0091XT8F0] | Unknown | Rating: 4.8
(ID: B0002W19Q0) Pavarotti and Levine in Recital / The Italian Tenor | Movies & TV > Featured Categories > DVD | 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."
}
|
B00RLVEP6G
|
[Item: B00RLVEP6G]
| 2
|
AEPEB44A7VTBTE5ACFYLZ25VGI6A
|
overlapping_books_movies
|
B
|
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:
- Mountain Man | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Beginner's Guide to Reading Schematics | Books > Engineering & Transportation > Engineering | Rating: 5.0
- Encyclopedia of Electronic Components Volume 2: LEDs, LCDs, Audio, Thyristors, Digital Logic, and Amplification | Books > Engineering & Transportation > Engineering | Rating: 5.0
- In the Garden of Beasts (11) by Larson, Erik [Hardcover (2011)] | Unknown | Rating: 5.0
- Circuit Analysis | Books > Science & Math > Mathematics | Rating: 5.0
- Atlas Shrugged | Books > Politics & Social Sciences > Politics & Government | Rating: 1.0
- The Second Man: A Paul Madriani Novella | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- How to Build Animal Housing: 60 Plans for Coops, Hutches, Barns, Sheds, Pens, Nestboxes, Feeders, Stanchions, and Much More | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 2.0
- The Age of American Unreason | Books > History > Americas | Rating: 2.0
### User's movies History:
- The Lives of Others | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
- Darling Companion | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 1.0
- Good Bye, Lenin! (Special Edition) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 1.0
- My Way | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 1.0
- The Cruel Sea [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 5.0
- 12 Angry Men (50th Anniversary Edition) with Special Features | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 5.0
- GIDEON'S TRUMPET | Movies & TV > Featured Categories > DVD | Rating: 3.0
- Fox Western Classics (Rawhide / The Gunfighter / Garden of Evil) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
- Soda Springs | Movies & TV > Independently Distributed > Drama | Rating: 5.0
- Dr. Quinn Medicine Woman: The Complete Series | Movies & TV > Featured Categories > DVD | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B00BB67UNW) Broken City | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.3
(ID: B009JTMB3M) [Item: B009JTMB3M] | Unknown | Rating: 4.4
(ID: B00JXD1D4C) [Item: B00JXD1D4C] | Unknown | Rating: 4.3
(ID: B009JBZH54) The Dark Knight Trilogy (Batman Begins / The Dark Knight / The Dark Knight Rises) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B07LDC9PDW) Jivaro 3-D [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B07BF3V4YX) Masterpiece: Man in an Orange Shirt DVD | Movies & TV > PBS > All | Rating: 4.7
(ID: B000KE57RW) The Night Before Christmas - A Mouse Tale | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.6
(ID: B01LWY9SB2) [Item: B01LWY9SB2] | Unknown | Rating: 4.5
(ID: B095HZRCSV) [Item: B095HZRCSV] | Unknown | Rating: 4.5
(ID: B0002W4U20) Wagon Train | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B004E9FOC2) [Item: B004E9FOC2] | Unknown | Rating: 4.7
(ID: B0013EH71W) NLP Essentials: Neuro-Linguistic Programming for Personal Power and Influence | Movies & TV > Featured Categories > DVD | Rating: 2.7
(ID: B0006UN7JA) From Stump to Ship, A 1930 Logging Film | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B00C0YDGN2) [Item: B00C0YDGN2] | Unknown | Rating: 4.7
(ID: B017935Q7W) DVD - Identical | Movies & TV > Movies | Rating: 4.5
(ID: B01M7435DR) Rain on Window, Ultra Dark: Meditation, Sleep, Relaxation | Faith and Spirituality > Special Interest | Rating: 4.4
(ID: B0B1MF1TP3) [Item: B0B1MF1TP3] | Unknown | Rating: 4.7
(ID: B0007CNXUK) Finding Neverland (Widescreen Edition) | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.7
(ID: B074QYK6XP) The Perils of Pauline | Movies & TV > Featured Categories > DVD | Rating: 2.3
(ID: B01MYWPPH8) Big Bang Theory Explained | Documentary > Special Interest | Rating: 2.8
(ID: B001NKUG8C) [Item: B001NKUG8C] | Unknown | Rating: 4.3
(ID: B08BQYV49J) Birches | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.9
(ID: B00KVLRTA2) [Item: B00KVLRTA2] | Unknown | Rating: 3.5
(ID: B0002234RM) You Got Served / You Got Served - Take It to the Streets Dance Instructional | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.0
(ID: B001BGS17G) Robot Chicken: Season 3 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00CNE40Q6) [Item: B00CNE40Q6] | Unknown | Rating: 3.5
(ID: 6305262152) The Heroic Legend of Arslan | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.6
(ID: B000LC3ICY) Saw III (Rated Full Screen Edition) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B08B1KTYPF) [Item: B08B1KTYPF] | Unknown | Rating: 4.2
(ID: B08YPBP7D1) [Item: B08YPBP7D1] | Unknown | Rating: 2.6
(ID: B002JQJT00) The Ultimate Fighter: United States vs. United Kingdom [DVD] | Movies & TV > Boxed Sets > Sports | Rating: 4.5
(ID: B00BCWNXG8) [Item: B00BCWNXG8] | Unknown | Rating: 4.3
(ID: B000MQ4WX8) NOVA: Global Warming: What's Up With the Weather(2000) | Movies & TV > PBS > NOVA | Rating: 4.6
(ID: 6317815151) Shadow 4K UHD | Movies & TV > Featured Categories > Blu-ray | Rating: 4.2
(ID: B009NUHP24) Lili | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B0190TAHGI) [Item: B0190TAHGI] | Unknown | Rating: 2.7
(ID: B00IJ012VO) Battle For Sevastopol DVD | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.0
(ID: B00196WUZC) [Item: B00196WUZC] | Unknown | Rating: 4.7
(ID: B001CT875S) Hank and Mike | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B0B6RC9Y5R) Marc Márquez. All In. UHD | Sports > Documentary | Rating: 4.9
(ID: B076CV4H8L) [Item: B076CV4H8L] | Unknown | Rating: 4.0
(ID: B0182YFYIS) No Way Out [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B0851M9H7D) Cheers: The Complete Series | Movies & TV > Paramount Home Entertainment | Rating: 4.8
(ID: B0779KZNM9) [Item: B0779KZNM9] | Unknown | Rating: 4.1
(ID: B00DZED7V2) [Item: B00DZED7V2] | Unknown | Rating: 4.7
(ID: B00ONEM99O) [Item: B00ONEM99O] | Unknown | Rating: 4.6
(ID: B001CRRAJY) Dr No | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00UGPU18K) Cowboys & Aliens by Universal Pictures | Movies & TV > Movies | Rating: 4.6
(ID: B08GCC4HDS) [Item: B08GCC4HDS] | Unknown | Rating: 4.8
(ID: B00WE0RKW0) [Item: B00WE0RKW0] | Unknown | Rating: 4.8
(ID: B01IINS05C) [Item: B01IINS05C] | Unknown | Rating: 3.4
(ID: B006CR2O8Q) Penguins Of Madagascar: Operation Get Ducky | Movies & TV > Paramount Home Entertainment > DreamWorks | Rating: 4.6
(ID: B009B1LI4G) [Item: B009B1LI4G] | Unknown | Rating: 3.5
(ID: B01EVPZRPC) [Item: B01EVPZRPC] | Unknown | Rating: 4.1
(ID: B003WM7XSU) Insurgentes | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B07M7WFKZT) [Item: B07M7WFKZT] | Unknown | Rating: 4.8
(ID: B00004RFF8) Fort Apache VHS | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.7
(ID: B01M2CS2C6) Cowboys: Ben Johnson and Harry Carey Jr. | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.6
(ID: B008ZXSUO2) [Item: B008ZXSUO2] | Unknown | Rating: 4.9
(ID: B00645FTC4) The Third Man (El Tercer Hombre) [NTSC/Region 4 dvd. Import - Latin America] (Subtitles: Spanish, Portuguese, Korean) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B015XMKII8) [Item: B015XMKII8] | Unknown | Rating: 4.7
(ID: B00YNR4I6I) A Taste of History | Special Interest > Historical > Documentary | Rating: 4.8
(ID: B00SRTZOZ2) [Item: B00SRTZOZ2] | Unknown | Rating: 4.3
(ID: B00IOU9BK8) Inevitable Defeat of Mister & Pete (Dvd,2014) | Movies & TV > Movies | Rating: 4.8
(ID: B00FEU0OF2) [Item: B00FEU0OF2] | Unknown | Rating: 4.4
(ID: B00AKO33SW) [Item: B00AKO33SW] | Unknown | Rating: 4.1
(ID: B07NBCL29J) Emmanuelle 2 (Special Edition) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B087YLYSCH) [Item: B087YLYSCH] | Unknown | Rating: 3.1
(ID: B00005AAAA) Live Long, Live Well with Robert Pritikin [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.1
(ID: B01DCHJXXM) Class Dismissed: A Film About Learning Outside of the Classroom | Documentary > Special Interest | Rating: 4.3
(ID: B0050JKSIU) Million Dollar Decorators | Unscripted > Special Interest | Rating: 4.4
(ID: B00BY8D9UU) The Remarkable Mr. Pennypacker | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: 6304372507) Wee Wee Monsieur [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.9
(ID: 6304554540) Troublesome Creek VHS | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: B07M79N8KQ) [Item: B07M79N8KQ] | Unknown | Rating: 3.5
(ID: B00KEKG5E6) [Item: B00KEKG5E6] | Unknown | Rating: 4.9
(ID: B01N21J57U) [Item: B01N21J57U] | Unknown | Rating: 4.0
(ID: B00606P030) The Tall Guy | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.4
(ID: B018MUQOFY) [Item: B018MUQOFY] | Unknown | Rating: 4.7
(ID: B072NZMMML) [Item: B072NZMMML] | Unknown | Rating: 3.8
(ID: B08DD8B594) [Item: B08DD8B594] | Unknown | Rating: 4.2
(ID: B0001JXEVM) Richard Simmons AB Formula | Movies & TV > Movies | Rating: 4.2
(ID: B00SG0WCDY) [Item: B00SG0WCDY] | Unknown | Rating: 4.5
(ID: B08KWRFK2D) [Item: B08KWRFK2D] | Unknown | Rating: 3.5
(ID: B000C6NP1I) Mezzo Forte | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: 630303182X) Dirty Line Dancin VHS | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.1
(ID: B003Y5UOCM) [Item: B003Y5UOCM] | Unknown | Rating: 4.1
(ID: B07M62BBTJ) Understanding Investments | Special Interest | Rating: 4.5
(ID: 1418550787) Notes from the Tilt-a-Whirl | Movies & TV > Christian Movies & TV | Rating: 4.6
(ID: B0020TS5TC) One Week [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B00011D1OK) Mutiny on the Bounty (1935) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B00JQHTXC4) [Item: B00JQHTXC4] | Unknown | Rating: 4.3
(ID: B009TGW01S) [Item: B009TGW01S] | Unknown | Rating: 4.5
(ID: B0035CVB26) Rock 'N' Roll High School [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B002NJYANO) [Item: B002NJYANO] | Unknown | Rating: 3.9
(ID: B000YG6OS2) 100 Clasicos Knockouts | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B09KHDMZ1C) [Item: B09KHDMZ1C] | Unknown | Rating: 4.7
(ID: B01CX1BLLU) Le Cercle Rouge | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.6
(ID: B007916JFI) Salsa - Its Hot! | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B0832NDZT9) [Item: B0832NDZT9] | 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."
}
|
B00BB67UNW
|
Broken City
| 1
|
AFZYO3PZKAHMKF6SKOHZFGNQDIHA
|
overlapping_books_movies
|
B
|
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:
- Excel 2019 Reference and Cheat Sheet: The unofficial cheat sheet for Microsoft Excel 2019 | Books > Reference | Rating: 5.0
- PowerPoint 2019 Reference and Cheat Sheet: The unofficial cheat sheet reference for Microsoft PowerPoint 2019 | Books > Computers & Technology > Software | Rating: 5.0
- The Third Wheel (Diary of a Wimpy Kid, Book 7) | Books > Children's Books > Humor | Rating: 3.0
- Diary of a Wimpy Kid: Hard Luck, Book 8 | Books > Fall Reading 2015 > Children's Books | Rating: 3.0
- Diary of a Wimpy Kid #13: Meltdown | Books > Children's Books > Literature & Fiction | Rating: 3.0
- The Getaway | Books > Children's Books > Growing Up & Facts of Life | Rating: 3.0
- Horse Crazy (Saddle Club(R)) | Books > Children's Books > Growing Up & Facts of Life | Rating: 1.0
- Anatomy & Physiology Flash Cards | Books > New, Used & Rental Textbooks > Medicine & Health Sciences | Rating: 3.0
### User's movies History:
- Footloose | Comedy > Young Adult Audience > Feel-good | Rating: 1.0
- 47 Meters Down: Uncaged | Suspense > Horror > Harrowing | Rating: 5.0
- [Item: B07K6Y4GF2] | Unknown | Rating: 5.0
- [Item: B07MFRSJ9R] | Unknown | Rating: 5.0
- [Item: B019YHGOZO] | Unknown | Rating: 3.0
- [Item: B07QBWG44M] | Unknown | Rating: 5.0
- [Item: B07RD887CZ] | Unknown | Rating: 3.0
- [Item: B008PZZZPC] | Unknown | Rating: 1.0
- [Item: B07KFQCLGP] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0001VHRWW) Chi Kung For Health, Volume Three: Two Intermediate Exercises (Flying Phoenix Qigong) | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B077S619N2) [Item: B077S619N2] | Unknown | Rating: 4.2
(ID: B00BB4XD26) [Item: B00BB4XD26] | Unknown | Rating: 3.3
(ID: B0BZ59GRM1) [Item: B0BZ59GRM1] | Unknown | Rating: 4.7
(ID: B00A1ZWDD6) Gloria | Suspense > Drama > Tense | Rating: 4.7
(ID: B01D8YWE8K) [Item: B01D8YWE8K] | Unknown | Rating: 4.8
(ID: B0093LE3C8) Stargate Atlantis: Season 4 | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B005WGB9HK) [Item: B005WGB9HK] | Unknown | Rating: 4.7
(ID: B001AQMBJQ) Lost: Season 5 [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B009KKNMEC) [Item: B009KKNMEC] | Unknown | Rating: 4.9
(ID: B00004WMHQ) Christmas Goes Baroque - A Naxos Musical Journey [DVD] | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.5
(ID: B01LYTKV3G) [Item: B01LYTKV3G] | Unknown | Rating: 3.3
(ID: B004XIWRW4) Women in Prison Triple Pack (Chained Heat / Red Heat / Jungle Warriors) | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B08C5LPS5K) [Item: B08C5LPS5K] | Unknown | Rating: 4.2
(ID: B07N3WT8LN) Master of Dark Shadows [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B009QRZ238) [Item: B009QRZ238] | Unknown | Rating: 4.6
(ID: B000XYFFUI) The Notebook/She's the Man/the Wedding Date | Movies & TV > Movies | Rating: 3.1
(ID: B087636279) [Item: B087636279] | Unknown | Rating: 4.0
(ID: B000KJZL1Y) [Item: B000KJZL1Y] | Unknown | Rating: 4.5
(ID: B003AMB1O4) [Item: B003AMB1O4] | Unknown | Rating: 4.7
(ID: B0012DUCUC) Nature Wonders TAROKO GORGE Taiwan | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.3
(ID: B00000IYPG) Khi Bae VHS | Movies & TV > Boxed Sets > Special Interests | Rating: 4.5
(ID: B0186BXCPO) [Item: B0186BXCPO] | Unknown | Rating: 4.2
(ID: B000GI3RZG) The Keeper | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B078RTH673) [Item: B078RTH673] | Unknown | Rating: 4.5
(ID: B000ILYYAI) Gene Autry 10 Movie Pack | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.1
(ID: B09L4FJ6B3) [Item: B09L4FJ6B3] | Unknown | Rating: 4.3
(ID: B00OP7YSVG) [Item: B00OP7YSVG] | Unknown | Rating: 4.4
(ID: B001P42YC2) C'est Pas Moi, Je Le Jure! / It's Not Me, I Swear! | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.4
(ID: B005SQRYGY) Woman [Blu-Ray] (Bloody Disgusting Selects) | Movies & TV > Blu-ray > Movies | Rating: 3.8
(ID: B002TT7IAK) Art of Scrimshaw, the; with Scrimshander Linda Karst Stone (2 DVDs) | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.5
(ID: B0147LRABO) George: A Zombie Intervention | Movies & TV > Blu-ray > Movies | Rating: 3.3
(ID: B002YUF7XO) [Item: B002YUF7XO] | Unknown | Rating: 4.6
(ID: B00JUAP0F6) [Item: B00JUAP0F6] | Unknown | Rating: 3.6
(ID: B0B8Q3JQ86) [Item: B0B8Q3JQ86] | Unknown | Rating: 5.0
(ID: B097SHNG1V) Lady of the Manor | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.6
(ID: 1598034545) Comparative Religion | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B008POSU2S) Barbie Fairytopia: Mermaidia | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.7
(ID: B00BFZZ8I8) [Item: B00BFZZ8I8] | Unknown | Rating: 4.8
(ID: B0017UAWLY) The Mississippi Mass Choir: Live in Jackson, MS | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B06WWNZTWS) T-Tapp Barefoot Basic Plus | Movies & TV > TV | Rating: 3.6
(ID: B00OEN72Q4) [Item: B00OEN72Q4] | Unknown | Rating: 4.6
(ID: B000A0UICK) Save The Green Planet | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.7
(ID: B01HJ48TI4) [Item: B01HJ48TI4] | Unknown | Rating: 4.2
(ID: B000WCXN5U) Janet Paschal: Live! | Movies & TV > Featured Categories | Rating: 4.4
(ID: B009BRDTHO) October Baby [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00CDWQNMW) Follow the River | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B08LMDSNTG) [Item: B08LMDSNTG] | Unknown | Rating: 3.6
(ID: B08CXH3F6B) [Item: B08CXH3F6B] | Unknown | Rating: 4.7
(ID: B07JK7SBCV) [Item: B07JK7SBCV] | Unknown | Rating: 4.5
(ID: B000069HYT) Hercules in the Haunted World | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B0002PYT6O) Cedric the Entertainer Presents - The Complete Series | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B004ODLUKI) Kickstart Your Health with Dr. Neal Barnard | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B004LI6NWQ) [Item: B004LI6NWQ] | Unknown | Rating: 2.8
(ID: B00BN4ZP2U) [Item: B00BN4ZP2U] | Unknown | Rating: 3.9
(ID: B009L39BAM) Empire of the Sun [DVD] [1987] | Movies & TV > Movies | Rating: 4.5
(ID: B01GPPUPOO) [Item: B01GPPUPOO] | Unknown | Rating: 3.2
(ID: B00004W5XZ) Normandy:Great Crusade VHS | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: B074BNFXYT) Double Wedding (1937) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B07L522HM9) [Item: B07L522HM9] | Unknown | Rating: 4.0
(ID: B000IB0D4O) Zathura [Special Edition] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B009U1LJNC) [Item: B009U1LJNC] | Unknown | Rating: 4.2
(ID: B001MM3AZC) Nick & Norah's Infinite Playlist (+ BD Live) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: 6303646956) Abs & Chest of Steel | Movies & TV > Featured Categories | Rating: 4.8
(ID: B000P7VA20) Breakthrough | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.5
(ID: B07PQP2FKN) [Item: B07PQP2FKN] | Unknown | Rating: 4.3
(ID: B005GT3X68) Wrong Turn 4: Bloody Beginnings | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.3
(ID: B0002I834A) Relentless 2: Dead On [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.0
(ID: B0013GJJG6) Susan Garrett's Crate Games for Self-Control and Motivation | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.5
(ID: B000GH3CAC) Fundamentals 2 | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.2
(ID: B000008TX3) The Tale of Peter Rabbit and Benjamin Bunny by Beatrix Potter The Peter Rabbit Collection VHS | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.6
(ID: B004O0CKCS) Feathered Serpent: The Complete Series | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B09D8YZW2L) [Item: B09D8YZW2L] | Unknown | Rating: 4.4
(ID: B001DEIOP0) Framed | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B00A2KJN4W) SpongeBob SquarePants: Viking Sized Adventure | Kids > Easygoing > Fun | Rating: 4.4
(ID: B003HV9CX0) Rachel Zoe Project: Season 1 | Movies & TV > Genre for Featured Categories > Reality TV | Rating: 4.6
(ID: B06X6JJ6JC) [Item: B06X6JJ6JC] | Unknown | Rating: 4.6
(ID: B00005O5B5) Deep Star Six | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.5
(ID: B0794G2MH9) [Item: B0794G2MH9] | Unknown | Rating: 3.7
(ID: B008Q0CFPE) [Item: B008Q0CFPE] | Unknown | Rating: 4.6
(ID: B06XJ7HHG7) [Item: B06XJ7HHG7] | Unknown | Rating: 4.0
(ID: B0044WZNN4) [Item: B0044WZNN4] | Unknown | Rating: 3.8
(ID: B01IWI8JCW) [Item: B01IWI8JCW] | Unknown | Rating: 3.7
(ID: B01D4SPZR2) Elementary: Season 4 | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.8
(ID: B000ICZCPS) [Item: B000ICZCPS] | Unknown | Rating: 4.6
(ID: B004KPSN46) [Item: B004KPSN46] | Unknown | Rating: 4.7
(ID: B00I458456) Mama's Family: Season 4 | Movies & TV > Boxed Sets > Television | Rating: 4.9
(ID: B004YZJY90) Megan Is Missing | Suspense > Horror > Cerebral | Rating: 3.6
(ID: B07W72YW5Z) [Item: B07W72YW5Z] | Unknown | Rating: 3.0
(ID: B07DPGZFHT) [Item: B07DPGZFHT] | Unknown | Rating: 3.8
(ID: B010OE9WUU) [Item: B010OE9WUU] | Unknown | Rating: 4.6
(ID: B07WGJM2RL) Thor: Dark World 4K Limited Edition Steelbook (4K Ultra/Blu-Ray/Digital) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: 1558808221) Conan the Destroyer | Prime Video > Prime Video > Movies | Rating: 4.7
(ID: B00HRKEDSQ) Downfall (Blu-ray+DVD Combo) | Movies & TV > Movies | Rating: 4.8
(ID: B0080GEV0G) The Big Trail [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00AH53ATG) [Item: B00AH53ATG] | Unknown | Rating: 4.5
(ID: B00DY64CM4) Game of Thrones - Season 1-4 2015 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B000209N1U) Operating Systems Home Inspection from A to Z - DVD - Real Estate Home Inspector, Homeowner, Home Buyer and Seller Survival Kit Series | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B001B34NJ4) Elvis Presley - Aloha From Hawaii (Amaray) (2 Dvd) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B00U4P6XD4) [Item: B00U4P6XD4] | 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."
}
|
B004YZJY90
|
Megan Is Missing
| 1
|
AFAYWLSZ7UMR5P774IT52N4EHXXA
|
overlapping_books_movies
|
B
|
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:
- THANOS RISING | Books > Comics & Graphic Novels > Graphic Novels | Rating: 3.0
- The Boys, Vol. 11: Over the Hill with the Swords of a Thousand Men | Books > Comics & Graphic Novels > Graphic Novels | Rating: 5.0
- The Boys, Vol. 7: The Innocents | Books > Comics & Graphic Novels > Graphic Novels | Rating: 5.0
- Hulk, Vol. 1: Red Hulk | Books > Teen & Young Adult > Literature & Fiction | Rating: 1.0
- Secret Invasion | Books > Comics & Graphic Novels > Graphic Novels | Rating: 1.0
### User's movies History:
- Little Things (Blu-ray + Digital) | Movies & TV > Blu-ray > Movies | Rating: 1.0
- Parker [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 1.0
- Venom [Blu-ray] [DVD] | Movies & TV > Featured Categories > Blu-ray | Rating: 1.0
- Leatherface | Movies & TV > Featured Categories > Blu-ray | Rating: 3.0
- Cult of Chucky [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 1.0
- Veep: Season 4 [Blu-ray] with Digital HD | Movies & TV > Blu-ray > TV | Rating: 5.0
- [Item: B00RNV555Y] | Unknown | Rating: 1.0
- Outcast [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 1.0
- Java Heat [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 1.0
- Mad Max: Fury Road (3D Blu-ray + Blu-ray) | Movies & TV > Award Winners in Movies & TV > Oscar Central | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B0028SGQXW) John Scott Whiteley: 21st-Century Bach, Vol. 1 - The Complete Organ Works of J.S. Bach | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B007Z7KBK0) [Item: B007Z7KBK0] | Unknown | Rating: 4.5
(ID: B00MQLQGQI) Joy Ride: Triple Feature | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B004LSJJRM) Spanish for Kids: Las Estaciones - The Seasons | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B000A6T1JU) The Warriors (The Ultimate Director's Cut) | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 4.8
(ID: B011MHCLJC) From Russia With Love | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.7
(ID: B083754KN6) [Item: B083754KN6] | Unknown | Rating: 3.9
(ID: B008XGRBW8) [Item: B008XGRBW8] | Unknown | Rating: 4.0
(ID: B0043XD08Y) James Levine: Celebrating 40 Years at the Met - DVD Box Set | Movies & TV > Musicals & Performing Arts > Classical | Rating: 3.9
(ID: B00D3LA79W) Paparazzi | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B01BKZV2X2) [Item: B01BKZV2X2] | Unknown | Rating: 4.1
(ID: B00007AJD9) Robotech - New Generation - Complete Collection [DVD] | Movies & TV > Boxed Sets > Anime | Rating: 4.5
(ID: B00EPR830S) [Item: B00EPR830S] | Unknown | Rating: 4.5
(ID: 1558802339) The Killers 1964 VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B07DDLMSYR) [Item: B07DDLMSYR] | Unknown | Rating: 4.8
(ID: B000AA4FBU) War Archive - German Fighter Aircraft Of Ww2 | Movies & TV > Independently Distributed > Documentary | Rating: 3.6
(ID: B07ZWBPMBW) Ballers: The Complete Series [DVD] | Movies & TV > HBO > All HBO Titles | Rating: 4.7
(ID: B000RFH12I) The H.O.P.E. Formula: The Ultimate Health Secret | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: 6301969049) Goodbye Mr Chips [VHS] | Movies & TV > Art House & International > By Country | Rating: 4.6
(ID: B00BL1BGLE) The Vampire Diaries - Season 1-5 [Blu-ray] [2009] [Region Free] | Movies & TV > Blu-ray > TV | Rating: 4.5
(ID: B00L37J1RM) Jackson, Alan - Country Boy: The Music Story | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 3.7
(ID: B002S5GYRS) Dying Wish: A Dying Doctor's Decision to Stop Eating and Drinking - Home viewing only copy | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B0157ANKKY) Country's Family Reunion: Simple Bluegrass Vol 3-4 | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.8
(ID: B00DRQETYW) Jean-Claude Van Damme Double Feature (The Order / Nowhere to Run) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B004KUEA3Y) Killer Yacht Party | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.7
(ID: B00CDU5MBC) Inside Amy Schumer | Comedy | Rating: 3.7
(ID: B019YOCY10) [Item: B019YOCY10] | Unknown | Rating: 4.0
(ID: B00O0HBFYO) The Bullet Vanishes | Suspense > Drama > Cerebral | Rating: 4.1
(ID: B00EHANIKI) [Item: B00EHANIKI] | Unknown | Rating: 4.0
(ID: B07BBTCQ13) Leaning into the Wind - Andy Goldsworthy | Documentary | Rating: 4.3
(ID: B01KP7L0RE) Shaun The Sheep: We Wish Ewe A Merry Christmas | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.8
(ID: B01GWIEEK0) [Item: B01GWIEEK0] | Unknown | Rating: 2.0
(ID: B000O5B4EC) My Little Margie, Vol. 2 [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B07NQGK6SQ) [Item: B07NQGK6SQ] | Unknown | Rating: 4.5
(ID: B08BQLL9NX) Find Yourself (Chinese TV Series, English Sub, All Region DVD) | Movies & TV > TV | Rating: 4.4
(ID: B006M0N2B6) THE MAGIC BOWL | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.3
(ID: B00XX3VR0S) Alone Yet Not Alone | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: 6304366086) Grand Prix | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.7
(ID: B00ZOSPVAW) [Item: B00ZOSPVAW] | Unknown | Rating: 4.8
(ID: B01CORK0V0) Ranma 1/2 - TV Series Set 2 StandardE BD | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B012S1VTRG) [Item: B012S1VTRG] | Unknown | Rating: 4.8
(ID: B00BFDXY2W) Street Fighter II: The Movie Blu-ray | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B079PC7H49) Cold Skin | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B000NA2208) Marc Anthony: Live From New York City | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B00ENBTOKO) Good Eats | Unscripted > Comedy > Documentary | Rating: 4.8
(ID: B08JTWSNM3) The 11th Green | Science Fiction > Drama > Historical | Rating: 4.0
(ID: B0774ZZPNR) [Item: B0774ZZPNR] | Unknown | Rating: 4.3
(ID: B00H96KFV2) Stranger on the Prowl | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.3
(ID: B07SHJYJXQ) [Item: B07SHJYJXQ] | Unknown | Rating: 3.3
(ID: B075NZLWFQ) Evil Things | Horror | Rating: 4.3
(ID: B004O724UO) Dragon Ball Z Kai: Part Five | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B077Y829QN) Vikings: Season 5 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B00JKE4W6A) Mrs Brown's Boys D'Movie [DVD] [2014] | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B005A8E9MW) Shimmy: The Complete Second Season | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.7
(ID: B0000V476M) Children of the Century [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B00KZN0AVQ) [Item: B00KZN0AVQ] | Unknown | Rating: 3.1
(ID: B00DICPBP6) Future Diary // Part Two | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B006TMETZA) [Item: B006TMETZA] | Unknown | Rating: 4.8
(ID: B07YMSQLF2) [Item: B07YMSQLF2] | Unknown | Rating: 4.2
(ID: B00MPW52FY) [Item: B00MPW52FY] | Unknown | Rating: 4.8
(ID: B07N4BR1GD) Beat The Devil - Twilight Time [1953] Blu-ray | Movies & TV > Blu-ray > Movies | Rating: 3.9
(ID: B00DOQYAN0) [Item: B00DOQYAN0] | Unknown | Rating: 4.4
(ID: B005IFKFM0) The Day The Towers Fell (New Edited Version) | Special Interest > Compelling > Intense | Rating: 4.2
(ID: B00507TC3E) [Item: B00507TC3E] | Unknown | Rating: 4.6
(ID: B0051MKNKO) Dance Off The Inches: Belly Dance | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.2
(ID: B01M60W6T7) The Ghost of Frankenstein | Horror > Drama | Rating: 4.4
(ID: B009PTZO1C) [Item: B009PTZO1C] | Unknown | Rating: 3.7
(ID: B00BMZFB5G) Monique Marvez: Not Skinny Not Blonde | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.4
(ID: B004MPEFBE) [Item: B004MPEFBE] | Unknown | Rating: 4.8
(ID: B000EQ5V22) When A Killer Calls | Movies & TV > Independently Distributed > Horror | Rating: 3.7
(ID: B007ORVC36) [Item: B007ORVC36] | Unknown | Rating: 4.8
(ID: B01K95Y5BU) [Item: B01K95Y5BU] | Unknown | Rating: 3.8
(ID: B01M0JFTAE) Jim Henson's Labyrinth 30th Anniversary Edition Exclusive Steelbook (4K Ultra HD Blu-ray + Blu-ray + Digital) | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B008QQ8VZ6) [Item: B008QQ8VZ6] | Unknown | Rating: 4.8
(ID: B0190TKFE2) [Item: B0190TKFE2] | Unknown | Rating: 4.8
(ID: B002KGMDJS) The Proposal | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B000I9X6QS) [Item: B000I9X6QS] | Unknown | Rating: 4.5
(ID: B077WV5L9M) [Item: B077WV5L9M] | Unknown | Rating: 4.7
(ID: B00C3PLG7G) [Item: B00C3PLG7G] | Unknown | Rating: 4.7
(ID: B015IVEM36) [Item: B015IVEM36] | Unknown | Rating: 4.0
(ID: B07N12N3WR) [Item: B07N12N3WR] | Unknown | Rating: 4.3
(ID: B010QCI9A4) Along Came a Spider [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00U3XBZSK) [Item: B00U3XBZSK] | Unknown | Rating: 3.2
(ID: B00011ZBNY) Dueling Dragon Fists | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.1
(ID: B0001FBTHW) A Really Cool Product | Movies & TV > Movies | Rating: 3.8
(ID: B00BSWDCMC) [Item: B00BSWDCMC] | Unknown | Rating: 3.7
(ID: B0074H0R96) Live at the National Stadium Dublin 1975 | Movies & TV > Movies | Rating: 4.5
(ID: B0719D2JXN) Road to Rio | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B002D8RQHM) Arrested Development: Seasons One & Two | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 3.8
(ID: B07TYQYKVK) [Item: B07TYQYKVK] | Unknown | Rating: 4.1
(ID: B000059H74) The 5,000 Fingers of Dr. T | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: 6305268924) VeggieTales - Madame Blueberry VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B00NRYVUOG) Diana Krall: Live In Paris [Blu-ray] [2014] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00I11COUE) [Item: B00I11COUE] | Unknown | Rating: 2.3
(ID: B07TVYQPFF) [Item: B07TVYQPFF] | Unknown | Rating: 4.5
(ID: B00U7B242Y) [Item: B00U7B242Y] | Unknown | Rating: 4.7
(ID: B07RB3DJBF) [Item: B07RB3DJBF] | Unknown | Rating: 4.3
(ID: B0041QSZSS) Four-Film Collection (Delta Farce / Critical Care / Bait Shop / Boat Trip) | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B091BLVZSR) Jakob's Wife | Suspense > Horror > Fun | Rating: 4.0
(ID: B008Y7DD0U) [Item: B008Y7DD0U] | 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."
}
|
B00DRQETYW
|
Jean-Claude Van Damme Double Feature (The Order / Nowhere to Run) [Blu-ray]
| 4
|
AEFZ3KB6RWTNINURLP4X7VIUIHBQ
|
overlapping_books_movies
|
B
|
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: 5.0
- The Book of Life: A Novel (All Souls Series) | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Simple Knits for Cherished Babies | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 4.0
- Complete Guide To Flower Arranging (DK Living) | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 2.0
- Vogue® Knitting on the Go! Crocheted Scarves | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 2.0
- Adorable Crochet for Babies and Toddlers: 22 Projects to Make for Babies from Birth to Two Years | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 5.0
### User's movies History:
- [Item: B07NDWWFGK] | Unknown | Rating: 4.0
- Grantchester Series 4 [DVD] [2019] | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 1.0
- [Item: B07PZ4N8NF] | Unknown | Rating: 5.0
- [Item: B07RZVZ6X3] | Unknown | Rating: 1.0
- [Item: B003AYU23I] | Unknown | Rating: 5.0
- [Item: B00MW6IQ3I] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B00CGMUHD0) Sparkle [DVD + UltraViolet Digital Copy] (2012) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B00I3ZMDPY) Blue Exorcist: The Movie | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B00005NVWP) Play and Learn Chinese with Mei Mei VHS | Movies & TV > Independently Distributed > Kids & Family | Rating: 3.8
(ID: B00002IIYL) The Judy Garland Show, Vol 03 - The Christmas Show (Show 15) | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B071GXJP8N) [Item: B071GXJP8N] | Unknown | Rating: 3.6
(ID: B00B3OQD58) [Item: B00B3OQD58] | Unknown | Rating: 4.7
(ID: B01KKIVW6W) [Item: B01KKIVW6W] | Unknown | Rating: 3.9
(ID: B07BX7DPLX) Christmas In Evergreen | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.8
(ID: B00DKVVDL6) [Item: B00DKVVDL6] | Unknown | Rating: 3.0
(ID: B0002VKZNY) Bubblegum Crisis Tokyo 2040: Collection 1 - The Legend Reborn [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.3
(ID: B07HCQ617P) Shots Fired: The Complete Series | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 5.0
(ID: B072KPNFX9) Festival (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B00008R9KJ) Half Moon Street | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.2
(ID: B07KLPTNZL) Acquitted: Season 1 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B006G1GZU6) [Item: B006G1GZU6] | Unknown | Rating: 4.4
(ID: B085RNM536) EVIL: Season One | Movies & TV > Paramount Home Entertainment | Rating: 4.7
(ID: B004VT9JJE) Battle Beyond the Stars (Roger Corman's Cult Classics) (30th Anniversary Special Edition) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B082VMNHJX) Adventure Time: The Complete Collection (12 Discs) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00CIUGD0G) The Employer | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B086H6RJS3) [Item: B086H6RJS3] | Unknown | Rating: 3.9
(ID: B018UUVHJO) [Item: B018UUVHJO] | Unknown | Rating: 4.5
(ID: B000063K1F) Burial Ground: The Nights of Terror | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.7
(ID: B0030U3VR6) [Item: B0030U3VR6] | Unknown | Rating: 4.7
(ID: B003CH9PV8) [Item: B003CH9PV8] | Unknown | Rating: 4.7
(ID: B07QC4P857) [Item: B07QC4P857] | Unknown | Rating: 4.9
(ID: B00KKGRKP2) [Item: B00KKGRKP2] | Unknown | Rating: 4.6
(ID: B0001WTWME) Undersea Kingdom | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.2
(ID: B001GC9VK6) Smart House | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00O2HFF16) [Item: B00O2HFF16] | Unknown | Rating: 4.5
(ID: B002UJIY8E) Trailer Park Boys: Countdown to Liquor Day | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B000EJ9RNS) The Noah | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.0
(ID: B00A5IXB9E) [Item: B00A5IXB9E] | Unknown | Rating: 4.3
(ID: B00IF8PYPU) The Hooping Life | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.9
(ID: B001CMJUW4) [Item: B001CMJUW4] | Unknown | Rating: 2.9
(ID: B00KKGRKM0) [Item: B00KKGRKM0] | Unknown | Rating: 4.7
(ID: B00LTO33AK) Murder, She Wrote: Season 9 | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00I3MN74S) Gortimer Gibbon's Life on Normal Street (4K UHD) | Kids | Rating: 4.7
(ID: B000WTZ7AM) Plan Bee | Movies & TV > Featured Categories > Blu-ray | Rating: 3.7
(ID: B07RH8B9JF) [Item: B07RH8B9JF] | Unknown | Rating: 4.7
(ID: B083GGSL6T) [Item: B083GGSL6T] | Unknown | Rating: 4.7
(ID: B06ZXSDRVJ) [Item: B06ZXSDRVJ] | Unknown | Rating: 3.2
(ID: B00APP9D3K) [Item: B00APP9D3K] | Unknown | Rating: 4.6
(ID: B081W3X2ZC) [Item: B081W3X2ZC] | Unknown | Rating: 4.9
(ID: B003RLLX1E) [Item: B003RLLX1E] | Unknown | Rating: 3.9
(ID: B001P9N9AI) Voices (After Dark Horrorfest III) | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B009JZRRFI) [Item: B009JZRRFI] | Unknown | Rating: 4.8
(ID: B001DIJ5AY) [Item: B001DIJ5AY] | Unknown | Rating: 4.5
(ID: B000YKI4MC) The Lost Book of Nostradamus (History Channel) | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.0
(ID: B000E1OI6M) Intoxicating | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B0B3G5R2DD) Murder at Yellowstone City | Movies & TV > Genre for Featured Categories > Westerns | Rating: 3.9
(ID: B01N9CP5G1) The Twilight Zone: The Complete 80s Series | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.6
(ID: B000765I4A) Musical Westerns: (Annie Get Your Gun / Calamity Jane / The Unsinkable Molly Brown) | Movies & TV > Studio Specials > Warner Home Video | Rating: 3.5
(ID: B004I90IYM) [Item: B004I90IYM] | Unknown | Rating: 4.7
(ID: B000055ZCW) The Twilight Zone, Vol. 41 | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.5
(ID: B008VYMQP4) [Item: B008VYMQP4] | Unknown | Rating: 4.3
(ID: B0083LWN76) Vicki's Tap Pups Instructional DVD: Beginner | Movies & TV > TV | Rating: 5.0
(ID: B004T6AJK2) Messianic Jews Why Should I Care? | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: B000LW7L0E) Treasures of Sacred Art - Tuscan Journeys | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0002JP2UM) Adventures of Elmo in Grouchland: Sing & Play [VHS] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
(ID: B009LSKRS2) [Item: B009LSKRS2] | Unknown | Rating: 4.9
(ID: B002KOIGP0) [Item: B002KOIGP0] | Unknown | Rating: 3.8
(ID: 6304898592) Baby's First Impressions - Shapes [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.0
(ID: B07DQMJBHS) Jurassic World: Fallen Kingdom [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B00517FWNM) [Item: B00517FWNM] | Unknown | Rating: 4.4
(ID: B06XCJL3TF) [Item: B06XCJL3TF] | Unknown | Rating: 3.0
(ID: B0173461N0) [Item: B0173461N0] | Unknown | Rating: 4.7
(ID: B08M8YBPFH) [Item: B08M8YBPFH] | Unknown | Rating: 3.6
(ID: B00LFG3I66) [Item: B00LFG3I66] | Unknown | Rating: 4.6
(ID: B01MU3G91Q) [Item: B01MU3G91Q] | Unknown | Rating: 4.7
(ID: B00JPS7HOA) The Amazing Spider-Man 2 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B002LAZEJE) [Item: B002LAZEJE] | Unknown | Rating: 4.5
(ID: B018G7NUZK) Luther - Series 1-4 [DVD] [2015] | Movies & TV > BBC > All BBC Titles | Rating: 4.3
(ID: B0050SUN2C) [Item: B0050SUN2C] | Unknown | Rating: 4.6
(ID: B07RP4C92H) [Item: B07RP4C92H] | Unknown | Rating: 3.6
(ID: B0009PM5EK) When Time Ran Out... (clamshell) | Movies & TV > Featured Categories | Rating: 4.2
(ID: B000087F6L) Fahrenheit 451 [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
(ID: B089XPN85Z) [Item: B089XPN85Z] | Unknown | Rating: 4.8
(ID: B00H8A52NU) [Item: B00H8A52NU] | Unknown | Rating: 4.6
(ID: B00DEJZ0I6) Great British Railway Journeys - Series 1-3 | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B018ST08BA) [Item: B018ST08BA] | Unknown | Rating: 4.3
(ID: B07GW7NY17) The Mangler [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B006C0AT9O) [Item: B006C0AT9O] | Unknown | Rating: 4.7
(ID: B08BGB5BD3) [Item: B08BGB5BD3] | Unknown | Rating: 4.0
(ID: B005EM285Y) Pure Barre: Flatirons Vol. 1: Ballet, Dance, Pilates Fusion Workout | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B00ST1FL06) [Item: B00ST1FL06] | Unknown | Rating: 4.0
(ID: B00G9H1BP6) [Item: B00G9H1BP6] | Unknown | Rating: 3.6
(ID: B09YV152FX) [Item: B09YV152FX] | Unknown | Rating: 3.3
(ID: B002E58FTC) All in the Family: Complete Fifth Season | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B00BQLSB3A) Christine (Limited Edition) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00E98G4AE) On the Riviera | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B00LPP9TYW) Cadence | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B0045H39F2) [Item: B0045H39F2] | Unknown | Rating: 4.4
(ID: B0000AN4HW) Caillou Collection | Movies & TV > Boxed Sets > Kids & Family | Rating: 4.6
(ID: B00U7B20C8) [Item: B00U7B20C8] | Unknown | Rating: 3.5
(ID: B003XTYDMQ) Veronica Mars | Suspense > Drama | Rating: 4.8
(ID: B007J3ISIM) The Legend of Zelda: The Complete Season | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B001AYWY9K) Noise | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B09JWLYT7V) [Item: B09JWLYT7V] | Unknown | Rating: 3.6
(ID: B010OTF2JK) [Item: B010OTF2JK] | Unknown | Rating: 4.6
(ID: B07TG7QP2N) Charlotte's Web / Charlotte's Web 2 (2-Movie Collection) | Movies & TV > Featured Categories > DVD | 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."
}
|
B07KLPTNZL
|
Acquitted: Season 1 [DVD]
| 1
|
AGKM5L7HN6Q25NSA3BQUX3W3VYWQ
|
overlapping_books_movies
|
B
|
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 Coming Collapse of the Dollar and How to Profit from It: Make a Fortune by Investing in Gold and Other Hard Assets | Books > Business & Money > Investing | Rating: 5.0
- Bull's Eye Investing: Targeting Real Returns in a Smoke and Mirrors Market | Books > Business & Money > Economics | Rating: 4.0
- The Oil Factor | Books > Business & Money > Industries | Rating: 3.0
- Yes, You Can Time the Market! | Books > Business & Money > Investing | Rating: 3.0
- On Becoming Baby Wise: The Classic Sleep Reference Guide Used by Over 1,000,000 Parents Worldwide | Books > Health, Fitness & Dieting | Rating: 1.0
- 9-11 | Books > Politics & Social Sciences > Politics & Government | Rating: 4.0
- Secrets of the Baby Whisperer: How to Calm, Connect, and Communicate with Your Baby | Books > Parenting & Relationships > Parenting | Rating: 2.0
- Irrational Exuberance | Books > Business & Money > Economics | Rating: 4.0
### User's movies History:
- The Ben Stiller Show | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.0
- Jean Michel Jarre - Oxygene Moscow [DVD] | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 3.0
- The Battle Of Mexico City | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B00KMD5P8M) [Item: B00KMD5P8M] | Unknown | Rating: 4.3
(ID: B000UHT4VY) Muscle Mustang & Fast Fords Magazines - Ultimate Mustang Shootout | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B09LYM557K) Mulan Legend | Suspense > Fantasy > Action | Rating: 3.5
(ID: B0000541AM) The Warriors [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B073ZB3M3Q) [Item: B073ZB3M3Q] | Unknown | Rating: 4.1
(ID: B00S8QTE4G) American Mustang | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.9
(ID: B07JM5SMTL) [Item: B07JM5SMTL] | Unknown | Rating: 4.6
(ID: B00D3WX0O0) [Item: B00D3WX0O0] | Unknown | Rating: 4.0
(ID: B07KCG3FRP) 3-Feature Movie Collection - If I Stay / Paper Towns / The Fault in our Stars (DVD + BLU-RAY + DIGITAL COPY) | Movies & TV > Blu-ray > Movies | Rating: 5.0
(ID: B0058FW42E) [Item: B0058FW42E] | Unknown | Rating: 4.2
(ID: B072ZLN4NY) Witness | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.7
(ID: B0036OOE5O) [Item: B0036OOE5O] | Unknown | Rating: 4.6
(ID: B00117TUY8) LINDA EDER IN CONCERT | Movies & TV > Movies | Rating: 4.6
(ID: B00E208506) Elf: 10th Anniversary (STLBK+BD+DVD) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B07YP2ZPQD) [Item: B07YP2ZPQD] | Unknown | Rating: 4.6
(ID: B000EXDS3Y) The X-Files: Season 9 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B07NPFMLJL) [Item: B07NPFMLJL] | Unknown | Rating: 3.6
(ID: B086T662RS) [Item: B086T662RS] | Unknown | Rating: 4.9
(ID: B0182YFYIS) No Way Out [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B013WF3H0O) [Item: B013WF3H0O] | Unknown | Rating: 4.4
(ID: B07P65ZV6Q) [Item: B07P65ZV6Q] | Unknown | Rating: 4.7
(ID: B00ESY8S3K) [Item: B00ESY8S3K] | Unknown | Rating: 3.6
(ID: B07W5ZS8MH) [Item: B07W5ZS8MH] | Unknown | Rating: 4.4
(ID: B007G6CPEA) More American Graffiti [Blu-ray] [Region Free] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B07Z8DX514) [Item: B07Z8DX514] | Unknown | Rating: 3.6
(ID: B095HF8MX6) [Item: B095HF8MX6] | Unknown | Rating: 4.5
(ID: B0027CSMY0) Boston Legal Season 1-5 Complete Collection | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B08XYDGZGZ) [Item: B08XYDGZGZ] | Unknown | Rating: 3.1
(ID: B000YFWMSO) [Item: B000YFWMSO] | Unknown | Rating: 3.9
(ID: 6300213919) Mommie Dearest [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.7
(ID: B01FRGQKUA) [Item: B01FRGQKUA] | Unknown | Rating: 4.1
(ID: B00MJF3PG0) [Item: B00MJF3PG0] | Unknown | Rating: 4.6
(ID: B00932B8M0) [Item: B00932B8M0] | Unknown | Rating: 4.5
(ID: B001F7Q4HA) National Security [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B07XH43V7B) [Item: B07XH43V7B] | Unknown | Rating: 4.5
(ID: B00F9GTMRM) [Item: B00F9GTMRM] | Unknown | Rating: 4.0
(ID: B00C18YPOG) [Item: B00C18YPOG] | Unknown | Rating: 4.2
(ID: B00004S89D) Operavox [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B00PGWIVSU) [Item: B00PGWIVSU] | Unknown | Rating: 4.8
(ID: B00R15IV6C) [Item: B00R15IV6C] | Unknown | Rating: 4.7
(ID: B004P0WM84) [Item: B004P0WM84] | Unknown | Rating: 4.5
(ID: B01CFC3FQG) BECOMING SANTA | Comedy > Drama > Dreamlike | Rating: 4.5
(ID: B00J1SSHFM) [Item: B00J1SSHFM] | Unknown | Rating: 4.9
(ID: B009HXMXC4) [Item: B009HXMXC4] | Unknown | Rating: 3.9
(ID: B00979KQ54) Lancer Spy | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 3.7
(ID: B0732QZJVS) [Item: B0732QZJVS] | Unknown | Rating: 4.7
(ID: B01MQSYNB4) [Item: B01MQSYNB4] | Unknown | Rating: 3.6
(ID: B01DNF1BOM) HOW DRAGON 1+2 DF+DHD ICON G4V.080 | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B00WSD2K2S) [Item: B00WSD2K2S] | Unknown | Rating: 4.7
(ID: B01N8U5J7C) [Item: B01N8U5J7C] | Unknown | Rating: 3.8
(ID: B00E7NCP5E) [Item: B00E7NCP5E] | Unknown | Rating: 4.7
(ID: B00932A9PC) [Item: B00932A9PC] | Unknown | Rating: 4.3
(ID: B004MNKPRO) Draw with Confidence: From Basic to Brilliant with David Kitler | Movies & TV > Movies | Rating: 4.4
(ID: B002IWYCSY) Professional Makeup Techniques for Caucasian Women - Professional Makeup Artist Training DVD - Makeup Techniques For Light and Fair Skin Tones - Educational Cosmetology Video. Learn Natural and Dramatic Makeup. Learn How to Highlight and Contour... | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B009IRI8HI) [Item: B009IRI8HI] | Unknown | Rating: 3.0
(ID: B08R62LVG6) [Item: B08R62LVG6] | Unknown | Rating: 2.8
(ID: 1418509353) The Great Physician's Rx | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B005DEQ41C) [Item: B005DEQ41C] | Unknown | Rating: 4.6
(ID: B00IWLJD4I) Perfect Sisters | Suspense > Eerie > Malicious | Rating: 3.9
(ID: B000LC3IKG) WWE: The Shawn Michaels Story - Heartbreak & Triumph | Movies & TV > Boxed Sets > Sports | Rating: 4.7
(ID: B01991ZKOG) Rage of Honor (Special Edition) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B086M6K7GM) [Item: B086M6K7GM] | Unknown | Rating: 4.1
(ID: B00065EB0E) Baby Genius Mozart & Sleepytime Friends w/bonus Music CD | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.5
(ID: B001NYABQA) [Item: B001NYABQA] | Unknown | Rating: 4.6
(ID: B011JB75MY) An American Tragedy | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.9
(ID: B00FJVAP9G) [Item: B00FJVAP9G] | Unknown | Rating: 4.5
(ID: B01F9O2MCU) Be Somebody | Comedy > Drama > Emotional | Rating: 4.3
(ID: B0053OAQY8) [Item: B0053OAQY8] | Unknown | Rating: 4.3
(ID: B00TQVOIA2) Selena | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00B04NJ26) Terminal Velocity & White Squall - Blu-ray Double Feature | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B000I9W0P6) Inventing the Abbotts | Drama > Romance > Emotional | Rating: 4.6
(ID: B000ENUKWQ) Speed Grapher, Limited Edition | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.7
(ID: B0845Y8PKT) [Item: B0845Y8PKT] | Unknown | Rating: 4.1
(ID: B00CUWRNYW) [Item: B00CUWRNYW] | Unknown | Rating: 3.2
(ID: B081KQJM6B) Earth's Sacred Wonders | Movies & TV > PBS > All | Rating: 4.5
(ID: B07BKFX59G) Iron Fist: The Complete First Season | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B004RZE2Q2) Mystery of the Olmecs | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B06W9PGWMN) [Item: B06W9PGWMN] | Unknown | Rating: 4.6
(ID: B00SJFV6U6) Wings 3D BD | Movies & TV > Blu-ray > TV | Rating: 4.4
(ID: B01CJUW9LG) Virtual Cycle Rides - North of France - For Indoor Cycling, Treadmill and Running Workouts – Popular in Health Care Institutions | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.1
(ID: B07N85LDNT) [Item: B07N85LDNT] | Unknown | Rating: 4.3
(ID: B06XHTN1PC) [Item: B06XHTN1PC] | Unknown | Rating: 4.5
(ID: B08WYG58YV) Zack Snyder's Justice League | Blu-ray + UHD | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00AR0GN7M) [Item: B00AR0GN7M] | Unknown | Rating: 4.5
(ID: B002R9LPO2) [Item: B002R9LPO2] | Unknown | Rating: 4.3
(ID: 6304481756) Platinum Blonde | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B0053WT8BC) [Item: B0053WT8BC] | Unknown | Rating: 4.5
(ID: B000095J2Z) Versus (Director's Cut) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B08C33BP7C) [Item: B08C33BP7C] | Unknown | Rating: 4.7
(ID: B00LETFPKQ) [Item: B00LETFPKQ] | Unknown | Rating: 4.2
(ID: B000059GEF) The Seven Year Itch [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B0002HODO0) It's A Joke Son! | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B000GQLA6G) Facial Massage: The Definitive Collection | Movies & TV > Independently Distributed > Special Interests | Rating: 3.8
(ID: B00IK67OQO) [Item: B00IK67OQO] | Unknown | Rating: 4.4
(ID: B01G663DXC) The Song of Bernadette: Classic Movie | Movies & TV > Genre for Featured Categories > Faith & Spirituality | Rating: 4.8
(ID: B00PM2QO60) [Item: B00PM2QO60] | Unknown | Rating: 4.6
(ID: B003LPVIWU) [Item: B003LPVIWU] | Unknown | Rating: 4.1
(ID: B001LM64EW) NatureVision TV's Pacific Coast [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 3.7
(ID: B07PH2YMYP) [Item: B07PH2YMYP] | Unknown | Rating: 4.6
(ID: B005BQTUQS) American Loser | Movies & TV > Genre for Featured Categories > Comedy | 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."
}
|
B086M6K7GM
|
[Item: B086M6K7GM]
| 5
|
AG3HETXTJPXJ6Z5KGMUDOEM5BPOA
|
overlapping_books_movies
|
B
|
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 Pocket Mantras: Powerful Words to Connect, Comfort, and Protect | Books > Health, Fitness & Dieting > Alternative Medicine | Rating: 1.0
- Collected Poems, 1948-1984 | Books > Literature & Fiction > Poetry | Rating: 4.0
- I Always Loved You: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- On Writing Well: The Classic Guide to Writing Nonfiction | Books > Reference > Writing, Research & Publishing Guides | Rating: 5.0
- Rumi: The Book of Love: Poems of Ecstasy and Longing | Books > Literature & Fiction > Poetry | Rating: 5.0
- Lumberjanes Vol. 2: Friendship To The Max (2) | Books > Children's Books > Science Fiction & Fantasy | Rating: 1.0
- Lumberjanes Vol. 1: Beware The Kitten Holy (1) | Books > Children's Books > Science Fiction & Fantasy | Rating: 1.0
### User's movies History:
- [Item: B009AJD5E0] | Unknown | Rating: 1.0
- [Item: B08H1HB86K] | Unknown | Rating: 1.0
- [Item: B01M27DD5U] | Unknown | Rating: 1.0
- Diamonds To Dust | Drama | Rating: 1.0
- Are You Here | Comedy > Drama > Gentle | Rating: 1.0
- [Item: B0778XWPYW] | Unknown | Rating: 1.0
- [Item: B00V9URUEE] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B073FBK8GH) Seaquest DSV - Die komplette Serie [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.1
(ID: B0002KPIQY) Gia (Unrated Edition) | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B076RV2YHM) Fantastic Beasts and Where to Find Them(Wal-Mart-VUDU+Blu-ray)(BD) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B07H3BMXF4) [Item: B07H3BMXF4] | Unknown | Rating: 4.7
(ID: B000Q66FJ8) Orny Adams: Path of Most Resistance [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.3
(ID: B084QKCHGC) [Item: B084QKCHGC] | Unknown | Rating: 3.8
(ID: B09PQH8D63) [Item: B09PQH8D63] | Unknown | Rating: 4.9
(ID: B07GNTJN4N) Adaptation | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B000KRNEW4) Salsa Dance Footwork and Styling | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.8
(ID: B07BXY92LH) [Item: B07BXY92LH] | Unknown | Rating: 4.0
(ID: B008R9QB2C) Where the Heart Is: Complete Third Series | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B004ZJ9W7O) 10,000 MORE Ways to Die - Spaghetti Western Film Collection | Movies & TV > Boxed Sets > Westerns | Rating: 3.7
(ID: B00J4YN4OW) Photo: A History From Behind the Lens | Documentary > Special Interest | Rating: 2.9
(ID: B0914QK8DL) [Item: B0914QK8DL] | Unknown | Rating: 4.7
(ID: B00008OM49) The Program [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B01M7X0AC2) Crazy, Stupid, Love | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B000WOSB5A) Counter Terrorist Teams [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00CLO4K04) [Item: B00CLO4K04] | Unknown | Rating: 2.4
(ID: B00068WOH8) Harold & Kumar Go to White Castle (Extreme Unrated Edition) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.6
(ID: B000FFJ876) Will Rogers Collection, Vol. One (Life Begins at 40 / In Old Kentucky / Doubting Thomas / Steamboat 'Round the Bend) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B01N199XY4) Davis Farm | Drama > Action | Rating: 3.4
(ID: B000HAB4U8) [Item: B000HAB4U8] | Unknown | Rating: 4.0
(ID: B0093DFMNU) Silver Linings Playbook | Movies & TV > Movies | Rating: 4.6
(ID: B005NL7WL6) Without A Home | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00A714GBQ) Squidbillies | Animation | Rating: 4.8
(ID: B002XC1X1I) Pit Firing and Burnishing | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 5.0
(ID: B005HP2J0W) Into The Badlands | Movies & TV > Genre for Featured Categories > Westerns | Rating: 3.8
(ID: B005GIS3AA) [Item: B005GIS3AA] | Unknown | Rating: 4.8
(ID: B006QPX6BS) [Item: B006QPX6BS] | Unknown | Rating: 4.8
(ID: B00GVA3U5K) [Item: B00GVA3U5K] | Unknown | Rating: 4.8
(ID: B08X6W5SG5) [Item: B08X6W5SG5] | Unknown | Rating: 3.5
(ID: B002ONBSVQ) 60 Minutes - Guiding Light (September 13, 2009) | Movies & TV > CBS News Network > 60 Minutes Store | Rating: 3.9
(ID: B07FGDXYG9) [Item: B07FGDXYG9] | Unknown | Rating: 4.4
(ID: B00004W5XS) Doctor Who - The Sontaran Experiment / The Genesis of the Daleks VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B000CNEF2E) Kauai: Island of Beauty | Movies & TV > Independently Distributed > Special Interests | Rating: 3.4
(ID: B00KIHGMFM) [Item: B00KIHGMFM] | Unknown | Rating: 4.0
(ID: B07DTXZ5VF) Stagecoach: The Original 1939 John Wayne Classic | Drama > Western > Emotional | Rating: 4.4
(ID: B06XT13CL6) [Item: B06XT13CL6] | Unknown | Rating: 3.0
(ID: B004H78YFK) [Item: B004H78YFK] | Unknown | Rating: 4.8
(ID: B0084IHVM0) Pocahontas Two-Movie Special Edition (Pocahontas / Pocahontas II: Journey To A New World) (Three-Disc Blu-ray/DVD Combo in DVD Packaging) | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B0068FKYBQ) Don't Be Afraid of the Dark (DVD + Blu-ray) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B015S61HU2) [Item: B015S61HU2] | Unknown | Rating: 3.7
(ID: B01N6LGBSA) [Item: B01N6LGBSA] | Unknown | Rating: 4.5
(ID: B00UT57BWQ) Barney: It's Showtime with Barney! [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B073PMYXWB) [Item: B073PMYXWB] | Unknown | Rating: 3.9
(ID: B0814P9TPH) [Item: B0814P9TPH] | Unknown | Rating: 4.7
(ID: B000K7UIOG) Simply Interval | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.7
(ID: B019UH5MXI) [Item: B019UH5MXI] | Unknown | Rating: 4.2
(ID: B06ZZHJ747) Police Story: Season Two | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B01LRKUNIU) [Item: B01LRKUNIU] | Unknown | Rating: 3.6
(ID: B001J7KKI0) [Item: B001J7KKI0] | Unknown | Rating: 3.7
(ID: B091Z623P4) [Item: B091Z623P4] | Unknown | Rating: 2.7
(ID: B0B684QTGQ) [Item: B0B684QTGQ] | Unknown | Rating: 4.7
(ID: B083CPL41V) [Item: B083CPL41V] | Unknown | Rating: 1.0
(ID: B0898WLYZJ) Archive | Movies & TV > Movies | Rating: 4.0
(ID: 1934441384) LEADERSHIP: A MASTER CLASS with Daniel Goleman | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 5.0
(ID: B002LII6A0) A Christmas Story / Happy Feet / The Polar Express (Three-Pack) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.7
(ID: B07QCH6J3D) [Item: B07QCH6J3D] | Unknown | Rating: 4.4
(ID: B08FLZWWBM) [Item: B08FLZWWBM] | Unknown | Rating: 3.6
(ID: B001SAOTSK) Nunchaku Vol. 3 - Advance | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.3
(ID: B01584IQRQ) [Item: B01584IQRQ] | Unknown | Rating: 4.4
(ID: B001BEK8FQ) Taxi To the Dark Side [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B004ESEA96) Global Ride: The Pittsburgh Dirty Dozen Virtual Cycling Climbfest DVD | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 3.7
(ID: B07VCFK78Q) [Item: B07VCFK78Q] | Unknown | Rating: 4.1
(ID: B005DWASMK) [Item: B005DWASMK] | Unknown | Rating: 4.7
(ID: B07DV5NSM2) Future Diary: The Complete Series + OVA [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B002KQRGJU) Cirque du Soleil: The Mystery of Mystere DVD (Region: All) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.8
(ID: B005SFZVJ2) [Item: B005SFZVJ2] | Unknown | Rating: 4.6
(ID: 1419855247) Selena | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: 6302641365) Single White Female | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B07GGM1WFQ) [Item: B07GGM1WFQ] | Unknown | Rating: 3.1
(ID: B08GL1HL3B) One Man and his Cow | Comedy > Drama > Fun | Rating: 4.7
(ID: B001KI83EQ) [Item: B001KI83EQ] | Unknown | Rating: 4.7
(ID: B0012KZJI0) The Midnight Special: Flashback To 1973 | Movies & TV > Movies | Rating: 3.8
(ID: B01LWITFK0) [Item: B01LWITFK0] | Unknown | Rating: 4.1
(ID: B009YNMPYI) Les Mills Combat DVD Workout | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00005UW7L) Transylvania 6-5000 [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B000MX7V7U) Family Classic Series Collection | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.0
(ID: B00TFTD1A8) [Item: B00TFTD1A8] | Unknown | Rating: 4.8
(ID: B07YR6T4V3) [Item: B07YR6T4V3] | Unknown | Rating: 4.9
(ID: B00023P4N8) The Celebration | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 3.8
(ID: B074LJYB1Z) Pit Bulls & Parolees | Unscripted > Drama | Rating: 5.0
(ID: B01MS1E8PA) [Item: B01MS1E8PA] | Unknown | Rating: 2.6
(ID: B0043ECJFS) [Item: B0043ECJFS] | Unknown | Rating: 3.0
(ID: B0055XCDZ2) Pretty Little Liars | Suspense > Drama > Romance | Rating: 4.8
(ID: B00008G6U3) Bubblegum Crash: Total Crash Collection | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.7
(ID: B0199TFYH6) [Item: B0199TFYH6] | Unknown | Rating: 5.0
(ID: B07LCTG2C6) [Item: B07LCTG2C6] | Unknown | Rating: 4.8
(ID: B013J3Z0TA) [Item: B013J3Z0TA] | Unknown | Rating: 4.3
(ID: B07HHQVBJ8) [Item: B07HHQVBJ8] | Unknown | Rating: 5.0
(ID: B00ANVX6DY) Sofia the First: Once Upon a Princess | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.7
(ID: B00699G65E) The Debt | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.6
(ID: B08DXS6FJB) [Item: B08DXS6FJB] | Unknown | Rating: 3.9
(ID: B00004Y7JO) Thursday | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B00BCRB4LO) [Item: B00BCRB4LO] | Unknown | Rating: 4.8
(ID: B08JTJT811) [Item: B08JTJT811] | Unknown | Rating: 4.2
(ID: B000W089VU) Buffy the Vampire Slayer: Movie/Drive Me Crazy | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 3.9
(ID: B079X59MT9) Truly, Madly, Deeply [DVD] [2018] | Movies & TV > BBC > All BBC Titles | Rating: 4.6
(ID: B0000E1WK1) Romana's Pilates - Optimum Weight | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.5
(ID: B00AYLD09I) Paranorman | 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."
}
|
B00KIHGMFM
|
[Item: B00KIHGMFM]
| 1
|
AFAKLPFX57JJLUPR3JMTBJDFZCTA
|
overlapping_books_movies
|
B
|
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:
- Anne Frank: A Life From Beginning to End (World War 2 Biographies) | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 3.0
- Frog and Toad Storybook Treasury: 4 Complete Stories in 1 Volume! (I Can Read Level 2) | Books > Children's Books > Literature & Fiction | Rating: 4.0
- The Resident Evil at Blackthorn Manor (Kindle Single) (Grayson Sherbrooke's Otherworldly Adventures Book 2) | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- The Long Game (Haunted Series Book 19) | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- The Legend of Sleepy Hollow (Wildside Fantasy Classic) | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Mind Fray (Haunted Series Book 12) | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Wanted: Staff For Haunted Manor House (experience with ghosts helpful) (A Caitlin McLeod Gothic Thriller Book 2) | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- Ghosts of Delacroix House | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- The Hauntings of Cold Creek Hollow (Haunted Series Book 1) | Books > Literature & Fiction > Genre Fiction | Rating: 2.0
- The Best Ghost Stories | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
### User's movies History:
- Looney Tunes Super Stars: Foghorn Leghorn & Friends - Barnyard Bigmouth | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.0
- Agatha Christie's Ordeal By Innocence | Suspense > Drama | Rating: 1.0
- And Then There Were None | Movies & TV > Blu-ray > TV | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B071VSZHK8) [Item: B071VSZHK8] | Unknown | Rating: 4.5
(ID: B0001AVZZS) 1994 Fed Ex Orange Bowl - Florida State vs. Nebraska | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.5
(ID: B005IKFUIO) Portuguese in California Documentary Special Edition | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B0046BHC14) Bizarre Foods With Andrew Zimmern: Coll 4 Pt.2 | Movies & TV > Boxed Sets > Television | Rating: 4.6
(ID: B00752KQBO) [Item: B00752KQBO] | Unknown | Rating: 4.0
(ID: B017Z3I9V6) DISNEY MICKEY MOUSE CLUBHOUSE: I HEART MINNIE (HOME VIDEO RELEASE) | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.8
(ID: B00V37WF5C) [Item: B00V37WF5C] | Unknown | Rating: 4.5
(ID: B0793D1HZD) [Item: B0793D1HZD] | Unknown | Rating: 4.3
(ID: B014F4LLZY) [Item: B014F4LLZY] | Unknown | Rating: 4.8
(ID: B01GZWANKI) Who Killed JonBenet Ramsey? | Documentary | Rating: 2.9
(ID: B01BAHVLFO) [Item: B01BAHVLFO] | Unknown | Rating: 4.1
(ID: B06ZYJ8HQX) [Item: B06ZYJ8HQX] | Unknown | Rating: 4.6
(ID: B00A3Z72JO) [Item: B00A3Z72JO] | Unknown | Rating: 4.6
(ID: B00GBT637S) The Long Day Closes (The Criterion Collection) [Blu-ray + DVD] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B0040B1ITC) [Item: B0040B1ITC] | Unknown | Rating: 4.6
(ID: B000N6UEQ6) My-Hime, Volume 7 (Special Collector's Edition with Art Box) [DVD] | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.2
(ID: B00IKM5LXG) I, Frankenstein [DVD + Digital] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B004EQ7KN6) Crime Spree | Comedy > Action > Suspense | Rating: 4.4
(ID: B009CPJQN6) [Item: B009CPJQN6] | Unknown | Rating: 4.0
(ID: B073ZMRDZT) [Item: B073ZMRDZT] | Unknown | Rating: 3.5
(ID: B01LWJY99B) [Item: B01LWJY99B] | Unknown | Rating: 5.0
(ID: B00B3P3D1E) Lots & Lots of Monster Trucks SET | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.9
(ID: B005LN2Y1Y) Strictly Ballroom | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: 6305005893) The Borrowers VHS | Movies & TV > Movies | Rating: 4.8
(ID: B07957WMFG) [Item: B07957WMFG] | Unknown | Rating: 3.2
(ID: B003CJUUN8) [Item: B003CJUUN8] | Unknown | Rating: 3.4
(ID: B00NGUTH0A) [Item: B00NGUTH0A] | Unknown | Rating: 4.6
(ID: B0009YLHO0) Madonna: Blond Ambition Tour, 1990 | Movies & TV > Movies | Rating: 3.5
(ID: B076MD2FKS) [Item: B076MD2FKS] | Unknown | Rating: 3.4
(ID: B00ALYVVEE) Robert DeNiro Blu-ray Collection (Heat / Goodfellas / The Mission / Once upon a Time in America) | Movies & TV > Blu-ray > Movies | Rating: 3.9
(ID: B000BHUXG8) Conquest Of Hawaii | Movies & TV > Movies | Rating: 4.7
(ID: B08XYCM39H) [Item: B08XYCM39H] | Unknown | Rating: 4.2
(ID: B0000648YI) Sailor Moon Super S - Pegasus Collection III [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.3
(ID: B002AFX532) Playtime (The Criterion Collection) [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B0BGSY4RB4) Westworld: The Complete Fourth Season [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: B00HZMZ1WS) TV Guide Spotlight Groundbreaking Sitcoms of the '70s | Movies & TV > Gift Ideas in Movies & TV > Father's Day | Rating: 4.7
(ID: B0054NRJMA) [Item: B0054NRJMA] | Unknown | Rating: 4.6
(ID: B004XYFFRC) [Item: B004XYFFRC] | Unknown | Rating: 4.5
(ID: B0009A409S) Man-Thing | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.8
(ID: B00067BC7C) More Yoga for the Rest of Us, with Peggy Cappy | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B001CC7PVM) Unforgotten: Twenty-Five Years After Willowbrook [DVD] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.2
(ID: B079NQ94QW) [Item: B079NQ94QW] | Unknown | Rating: 4.2
(ID: B0851DG1W7) [Item: B0851DG1W7] | Unknown | Rating: 4.5
(ID: B00I5TYNZ6) Sadie / The Seductress | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.3
(ID: B002XWPBV6) Blue | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00007AJDN) Arthur C. Clarke's Mysterious Universe [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.2
(ID: B0058OJJSC) [Item: B0058OJJSC] | Unknown | Rating: 3.4
(ID: B00CZO04WI) Magic Magic | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.0
(ID: B00B119H1A) A Place at the Table | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.5
(ID: B07Z9NFBKL) [Item: B07Z9NFBKL] | Unknown | Rating: 1.9
(ID: B001ECRAVA) Fit Ball Workouts Bundle (Amazon.com Exclusive) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B002ITFX7G) [Item: B002ITFX7G] | Unknown | Rating: 4.6
(ID: B009AVC9Z4) Power Rangers Super Samurai: The Complete Season [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.8
(ID: B003F1QF1E) [Item: B003F1QF1E] | Unknown | Rating: 4.5
(ID: B01M1R7VPC) [Item: B01M1R7VPC] | Unknown | Rating: 3.1
(ID: B07H8YX3W8) [Item: B07H8YX3W8] | Unknown | Rating: 4.2
(ID: B0007X7044) The X-Files: Fight the Future | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B09S6TGG2Z) [Item: B09S6TGG2Z] | Unknown | Rating: 3.4
(ID: B00FJX96U8) Uta No Prince Sama 1000%: Season 1 | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.7
(ID: B098TXTX8T) [Item: B098TXTX8T] | Unknown | Rating: 2.8
(ID: B00PTGRZJE) The Nine Lives of Christmas | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B01KV8A0UA) Close to the Enemy | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B0893PJ1P9) [Item: B0893PJ1P9] | Unknown | Rating: 3.9
(ID: B01D0SVUFC) [Item: B01D0SVUFC] | Unknown | Rating: 4.6
(ID: B003XI6NQ6) [Item: B003XI6NQ6] | Unknown | Rating: 4.5
(ID: B09T16RN1F) [Item: B09T16RN1F] | Unknown | Rating: 3.7
(ID: 157252457X) Red Sun | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B000N8NFJC) [Item: B000N8NFJC] | Unknown | Rating: 4.6
(ID: B00KM74GO2) Against a Crooked Sky / Battles of Chief Pontiac / Sitting Bull / The Great Indian Wars | Movies & TV > Independently Distributed > Documentary | Rating: 4.3
(ID: B00R3QRIC2) Variete [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B019D30QGC) [Item: B019D30QGC] | Unknown | Rating: 3.9
(ID: B000W4MMSM) Living with Chernobyl - The Future of Nuclear Power | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.1
(ID: B07T326Q7N) [Item: B07T326Q7N] | Unknown | Rating: 4.9
(ID: B073RRB1V5) [Item: B073RRB1V5] | Unknown | Rating: 4.7
(ID: B002PNMNJ6) [Item: B002PNMNJ6] | Unknown | Rating: 4.9
(ID: B017F2TWUY) [Item: B017F2TWUY] | Unknown | Rating: 4.6
(ID: B001BWYT58) Behind the Mask: The Story of The People Who Risk Everything to Save Animals | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B007RMQ4RC) Jem And The Holograms: Season 3 | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B003CL6L2A) Tom and Jerry Deluxe Anniversary Collection | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.7
(ID: B01L81XZF6) [Item: B01L81XZF6] | Unknown | Rating: 3.0
(ID: B001TJKFOW) [Item: B001TJKFOW] | Unknown | Rating: 3.4
(ID: B0009GVV26) WING CHUN KUNG FU 6 - BIL JEE & APPLICATIONS | Movies & TV > Movies | Rating: 5.0
(ID: B00005A1TT) Black Adder V - Back and Forth [VHS] | Movies & TV > Featured Categories > Prime Video | Rating: 4.1
(ID: 6304397941) Heaven Knows Mr. Allison VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B0B8L66C4L) [Item: B0B8L66C4L] | Unknown | Rating: 4.8
(ID: B08SH1CF6G) Hallmark 2-Movie Collection: Love on Harbor Island & Love Under The Olive Tree | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B00AMTBNJQ) Holly's Holiday | Comedy > Drama > Heartwarming | Rating: 3.6
(ID: 6301216210) Mac and Me VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B0981FJY3Z) [Item: B0981FJY3Z] | Unknown | Rating: 4.1
(ID: B001CB55Z6) Love-15-30-40 Story | Movies & TV > Featured Categories > DVD | Rating: 2.9
(ID: B000AMKVYS) 3 in 1 Patented Pregnancy System [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.7
(ID: B00TIEMTOY) [Item: B00TIEMTOY] | Unknown | Rating: 3.0
(ID: B00HR5W8V0) Coffin for the Sheriff/Blood at Sundown | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.5
(ID: B006QFMAJW) [Item: B006QFMAJW] | Unknown | Rating: 4.5
(ID: B006DUK1K0) House of Pleasures (English Subtitled) | Drama > Emotional > Exciting | Rating: 3.2
(ID: B0815RMCCY) [Item: B0815RMCCY] | Unknown | Rating: 3.8
(ID: B000FEBWE4) Negocios Son Negocios | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00C7MW5H0) Nanny McPhee / Peter Pan Double Feature | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B01BYA4QUE) Bone Tomahawk 2016 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B000A5HUVW) Topper Returns | Movies & TV > Movies | 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."
}
|
B003CL6L2A
|
Tom and Jerry Deluxe Anniversary Collection
| 4
|
AHRLTJDI6SHLDS43K33UCEDVPEYQ
|
overlapping_books_movies
|
B
|
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:
- Chez Panisse Pasta, Pizza, & Calzone: A Cookbook (Chez Panisse Cookbook Library) | Books > Cookbooks, Food & Wine > Regional & International | Rating: 1.0
- Our Daily Meds: How the Pharmaceutical Companies Transformed Themselves into Slick Marketing Machines and Hooked the Nation on Prescription Drugs | Books > Politics & Social Sciences > Politics & Government | Rating: 5.0
- The Happiness Advantage: The Seven Principles of Positive Psychology That Fuel Success and Performance at Work | Books > Business & Money > Business Culture | Rating: 5.0
- Tomatoland: How Modern Industrial Agriculture Destroyed Our Most Alluring Fruit | Books > Business & Money > Economics | Rating: 5.0
- Rogers Gray Italian Country Cook Book | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
- Brunetti's Venice: Walks with the City's Best-Loved Detective | Books > Travel > Europe | Rating: 1.0
- About Face: Commissario Guido Brunetti Mystery (The Commissario Guido Brunetti Mysteries, 18) | Books > Mystery, Thriller & Suspense > Mystery | Rating: 1.0
### User's movies History:
- Doctor Finlay | Drama | Rating: 5.0
- [Item: B000MVFQ7E] | Unknown | Rating: 5.0
- [Item: B00JWMPH14] | Unknown | Rating: 2.0
- [Item: B0178FY8ZM] | Unknown | Rating: 2.0
- [Item: B01E6F0HAW] | Unknown | Rating: 4.0
- [Item: B005V8RDOM] | Unknown | Rating: 4.0
- [Item: B0190TK8VW] | Unknown | Rating: 5.0
- [Item: B00WN56BOO] | Unknown | Rating: 5.0
- [Item: B004HGM5JM] | Unknown | Rating: 5.0
- [Item: B002R1W6KW] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B000LXHJS2) The Success Principles | Movies & TV > Genre for Featured Categories > Performing Arts | Rating: 3.8
(ID: B07Y8NMRRJ) [Item: B07Y8NMRRJ] | Unknown | Rating: 2.7
(ID: B00BHNR1KQ) [Item: B00BHNR1KQ] | Unknown | Rating: 4.4
(ID: B000CCFLM8) The Quick & Dirty Guide to Salsa - Part 3, Advanced | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.3
(ID: 6302747236) Athena | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.4
(ID: B00WYWVT6G) [Item: B00WYWVT6G] | Unknown | Rating: 4.7
(ID: B07VWS8Q8F) [Item: B07VWS8Q8F] | Unknown | Rating: 4.8
(ID: B00MO21TJI) The Damned | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.0
(ID: B09MBRXK9D) The Humans | Suspense > Drama > Arts, Entertainment, and Culture | Rating: 3.8
(ID: B00A4DML6E) Ultimate Spider-Man: Avenging Spider-Man | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B0013PVGOU) The Beach Party at the Threshold of Hell [DVD] | Movies & TV > Independently Distributed > Comedy | Rating: 3.6
(ID: B0079M7MNA) Strategies for Creating Competitive Advantages in Water Polo | Movies & TV > Genre for Featured Categories > Sports | Rating: 5.0
(ID: B00UT57BT4) Apollo 13 [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B0011G4BV6) Greetings from Bertrand Island | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B004RQ7ALU) Donkey's Christmas Shrektacular | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.3
(ID: B004N75H54) [Item: B004N75H54] | Unknown | Rating: 4.7
(ID: B00L8FG4Z6) [Item: B00L8FG4Z6] | Unknown | Rating: 4.4
(ID: 1884313876) Dirt Riding Skills for Dual Sport and Adventure Riders (DVD) | Movies & TV > Genre for Featured Categories > Sports | Rating: 3.9
(ID: B00MWZI86O) Chicago's Western Suburbs: From Prairie Soil to Prairie Style | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B001D62QES) Sobreviviendo Guazapa | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.5
(ID: B01EYY127C) William Castle Double Feature - Homicidal & Mr. Sardonicus - Blu-ray | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B002RZQQYU) Campaigns in the Pacific - COLLECTOR'S EMBOSSED TIN! | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B07983TNC1) [Item: B07983TNC1] | Unknown | Rating: 4.2
(ID: B014R1T6HK) [Item: B014R1T6HK] | Unknown | Rating: 4.0
(ID: B08DKDCGYL) [Item: B08DKDCGYL] | Unknown | Rating: 4.7
(ID: B07DVB8KV1) [Item: B07DVB8KV1] | Unknown | Rating: 4.3
(ID: B01LYLQUNP) Cinderella | Fantasy > Romance > Dreamlike | Rating: 4.8
(ID: 6305181292) Panther | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: 6301976908) Tweety & Sylvester [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.1
(ID: B00006RJ6T) LIBERTY STANDS STILL | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00177YA0Q) My Mom's New Boyfriend | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.9
(ID: B09KHFHC9Y) [Item: B09KHFHC9Y] | Unknown | Rating: 5.0
(ID: B000EBCECW) Bedwin Hacker | Movies & TV > Independently Distributed > Drama | Rating: 3.3
(ID: B001NY43KK) A Secret | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00ECTCTGS) [Item: B00ECTCTGS] | Unknown | Rating: 3.9
(ID: B0030Y11TC) Four Minute Mile, The | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B08NQ193PB) [Item: B08NQ193PB] | Unknown | Rating: 4.4
(ID: B00AXVUAPG) [Item: B00AXVUAPG] | Unknown | Rating: 4.0
(ID: B06XRYLRT5) Those Redheads From Seattle | Movies & TV > Genre for Featured Categories > Musicals | Rating: 4.1
(ID: B0B6V9Z3JW) [Item: B0B6V9Z3JW] | Unknown | Rating: 4.7
(ID: B07KLJDSV4) The Cloverfield Paradox | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.5
(ID: B000065Q9V) Sci-Fi Classics Triple Feature, Vol. 1 (Things to Come / Rocketship / Crash of the Moons) | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 3.9
(ID: B07VRJ7BKR) [Item: B07VRJ7BKR] | Unknown | Rating: 4.4
(ID: 6303675484) Jane Fonda's Personal Trainer Series: Abs, Buns & Thighs VHS | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.3
(ID: B06XQ4RDG6) [Item: B06XQ4RDG6] | Unknown | Rating: 5.0
(ID: B019ES0YX6) Pokemon the First Movie: Mewtwo Strikes Back [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.7
(ID: B076PQ7FWP) [Item: B076PQ7FWP] | Unknown | Rating: 1.8
(ID: B07RGYT75Q) [Item: B07RGYT75Q] | Unknown | Rating: 4.1
(ID: B000QUUTLO) SALTWATER FISH AQUARIUM DVD! Set-up, Aquascape & Maintenance | Movies & TV > Movies | Rating: 3.6
(ID: B001E0PGIG) Shut up & shoot me | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B0009HLCEW) The First Howie Mandel Special [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B01C3IQFHS) [Item: B01C3IQFHS] | Unknown | Rating: 4.7
(ID: B009698NDM) Upstairs, Downstairs | Drama | Rating: 4.4
(ID: B00DWK9WUO) America Facts vs. Fiction | Historical > Documentary > Military and War | Rating: 4.3
(ID: B00008L3T3) Camp Nowhere [DVD] | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.6
(ID: B008KZXZX6) Happiness is... Peanuts (TM): 3 Pack of Fun (DVD) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.8
(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: B00VZZOB04) [Item: B00VZZOB04] | Unknown | Rating: 3.9
(ID: B07CG6KBMB) [Item: B07CG6KBMB] | Unknown | Rating: 4.4
(ID: 6305311099) Macon County Jail | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.9
(ID: B07S2C22ZC) [Item: B07S2C22ZC] | Unknown | Rating: 4.9
(ID: B0BZ4D8CR8) [Item: B0BZ4D8CR8] | Unknown | Rating: 5.0
(ID: B015P8CAYU) Rugrats All Grown Up - Season 1 | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.3
(ID: B00W3CZKJ4) [Item: B00W3CZKJ4] | Unknown | Rating: 4.7
(ID: B08KFV2LJH) [Item: B08KFV2LJH] | Unknown | Rating: 4.1
(ID: B00BCMT268) The Saddle Club: Season 2 | Movies & TV > Boxed Sets > Kids & Family | Rating: 4.8
(ID: B002MJV7I6) Near Dark | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B008BGFL5E) [Item: B008BGFL5E] | Unknown | Rating: 4.7
(ID: B00393SFS4) Flesh for the Beast Media Mix (4 discs) | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B004LIYF6W) Kurokami 6 [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 5.0
(ID: B000787YOA) Panic in Year Zero / The Last Man on Earth (Midnite Movies Double Feature) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B07PFYJ35F) [Item: B07PFYJ35F] | Unknown | Rating: 3.7
(ID: 6302658489) Caveman [VHS] | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.7
(ID: B017UGXMEC) [Item: B017UGXMEC] | Unknown | Rating: 4.5
(ID: B004KEY5JY) [Item: B004KEY5JY] | Unknown | Rating: 4.3
(ID: B00EZ6FXHU) Diamond Cut Bellydance: Precision Technique & Practice for Beginners with Irina Akulenko 2-DVD Set - belly dance | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.3
(ID: B008ROGZUK) The Enchanted Island (The Metropolitan Opera HD Live 2011) | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.3
(ID: B0027BOQCS) Phil Mickelson - Secrets of the Short Game | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.4
(ID: B08JH63Y7L) [Item: B08JH63Y7L] | Unknown | Rating: 4.4
(ID: B00IF8Q8XC) Mr. Jones | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.9
(ID: 156345274X) Lonely Planet - The Japan Experience (Tokyo to Taiwan) [VHS] | Movies & TV > Movies | Rating: 3.6
(ID: B00MBVLC1W) Billion Dollar Brain | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B06WVB9G1Y) A Love Song for Bobby Long | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B07GGSW8SK) [Item: B07GGSW8SK] | Unknown | Rating: 2.9
(ID: B076GTDHYP) Tim Burton Beetlejuice Movie DVD & The Addams Family 2 / Values Weird Fantasy 3 Movie Bundle Fun set IT'S SHOWTIME! | Movies & TV > Movies | Rating: 4.7
(ID: B000KCZAF8) The Banquet (Special Edition) DVD | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.4
(ID: B01MZ2KUQG) [Item: B01MZ2KUQG] | Unknown | Rating: 4.3
(ID: B000E372EA) Bio:ceausescu:unrepentnt Tyr | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.5
(ID: B0037Q9L72) [Item: B0037Q9L72] | Unknown | Rating: 4.4
(ID: B08WJS8Q2K) Countdown to Disclosure: The Secret Technology Behind the Space Force | Documentary > Edifying > Inspiring | Rating: 4.2
(ID: 6300181367) Duck Soup | Movies & TV > Featured Categories | Rating: 4.6
(ID: B00MM039Z4) [Item: B00MM039Z4] | Unknown | Rating: 4.7
(ID: B00DKT08ZU) [Item: B00DKT08ZU] | Unknown | Rating: 2.8
(ID: B00WHZZFYC) Sakura Trick Complete Collection | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.3
(ID: B00B5NQ4G0) [Item: B00B5NQ4G0] | Unknown | Rating: 4.5
(ID: B0B8SJTZPN) [Item: B0B8SJTZPN] | Unknown | Rating: 4.3
(ID: B00CQWA30C) [Item: B00CQWA30C] | Unknown | Rating: 4.3
(ID: B004OEIL5O) Scream 3 [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B0195H0I4Q) Mission Impossible: Rogue Nation [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B003KLZ786) [Item: B003KLZ786] | 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."
}
|
B07DVB8KV1
|
[Item: B07DVB8KV1]
| 5
|
AEWXV5TOLC5NIMUQIWFKA3SUFIJA
|
overlapping_books_movies
|
B
|
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 Weary World: Reflections for a Blue Christmas | Books > Christian Books & Bibles > Christian Living | Rating: 1.0
- Explore Walking Foot Quilting with Leah Day (Explore Machine Quilting) | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 4.0
- Through the Dark (Bonus Content)-A Darkest Minds Collection (A Darkest Minds Novel) | Books > Teen & Young Adult > Science Fiction & Fantasy | Rating: 5.0
- Picker's Bible: How to Pick Antiques Like the Pros | Books > Crafts, Hobbies & Home > Antiques & Collectibles | Rating: 1.0
- Lonely Planet Nova Scotia, New Brunswick & Prince Edward Island (Travel Guide) | Books > Travel > Canada | Rating: 4.0
- Frommer's EasyGuide to Prince Edward Island, Nova Scotia and New Brunswick (Easy Guides) | Books > Travel > Canada | Rating: 2.0
### User's movies History:
- [Item: B0042K6G6Q] | Unknown | Rating: 3.0
- [Item: B079Z18D2Z] | Unknown | Rating: 1.0
- [Item: B06XH39Z6P] | Unknown | Rating: 5.0
- [Item: B071RC7S67] | Unknown | Rating: 5.0
- [Item: B06W9PGWMF] | Unknown | Rating: 2.0
- [Item: B01D3WMZWC] | Unknown | Rating: 3.0
- [Item: B01N4TQH8S] | Unknown | Rating: 1.0
- [Item: B01M1CB9PS] | Unknown | Rating: 2.0
- Capote | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B0007UX4JC) The Roy Rogers Show, Volume 3, including 4 TV shows: Train Robbery, Ride in the Death Wagon, Shoot to Kill (AKA Pat Brady: Outlaw), Ranch War | Movies & TV > Genre for Featured Categories > Military & War | Rating: 4.7
(ID: B00006IUHF) Les Destinees [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.6
(ID: B07CVN7PT6) [Item: B07CVN7PT6] | Unknown | Rating: 4.0
(ID: B002JXEHH8) [Item: B002JXEHH8] | Unknown | Rating: 4.7
(ID: B000BT96X2) Avenging Boxer | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: B00004WI7B) Shania Twain: Live | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00FXV0EIE) [Item: B00FXV0EIE] | Unknown | Rating: 3.8
(ID: B00002JWYJ) Zed & Two Noughts VHS | Movies & TV > Art House & International > By Country | Rating: 4.1
(ID: 6301739655) Ladies Man | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B0002AAFR6) Combat Academy | Prime Video > Prime Video > Movies | Rating: 4.3
(ID: B00IK6GX9S) [Item: B00IK6GX9S] | Unknown | Rating: 4.7
(ID: B07THLYZ91) [Item: B07THLYZ91] | Unknown | Rating: 4.8
(ID: B000OHZL0S) Daylight | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B00QYZJAI8) Night Shift Nurses: RN's Revenge | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.8
(ID: B08Y63CGBG) [Item: B08Y63CGBG] | Unknown | Rating: 3.7
(ID: B00LUB29UM) [Item: B00LUB29UM] | Unknown | Rating: 2.8
(ID: B07HJ88MBM) [Item: B07HJ88MBM] | Unknown | Rating: 3.6
(ID: B07P18D9VV) [Item: B07P18D9VV] | Unknown | Rating: 4.3
(ID: B000YRW1K6) [Item: B000YRW1K6] | Unknown | Rating: 4.4
(ID: B00519S40I) Anatomy of Love | Movies & TV > Independently Distributed > Drama | Rating: 3.4
(ID: B098LFR2J9) The Boss Baby: Family Business | Comedy > Animation > Dreamlike | Rating: 4.6
(ID: B07ZMNZK6B) [Item: B07ZMNZK6B] | Unknown | Rating: 3.2
(ID: B01FL33QVK) [Item: B01FL33QVK] | Unknown | Rating: 3.5
(ID: B00BHQA664) Ultimate Soldier Challenge | Unscripted > Drama | Rating: 3.9
(ID: B0031RAMBG) [Item: B0031RAMBG] | Unknown | Rating: 2.9
(ID: B01DFQWQDY) [Item: B01DFQWQDY] | Unknown | Rating: 2.6
(ID: B005CCKF38) Monster Jam World Finals 12 - 2011 - Two Disc Set | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.8
(ID: B0080GTAIY) Joysticks (1983) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.0
(ID: B000XXWDZO) Wiener Blut | Movies & TV > Musicals & Performing Arts > Classical | Rating: 3.5
(ID: B000CR7RAM) The Paramount Comedy Shorts 1929 - 1933 - Cavalcade of Comedy [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: 0767800761) Thank God It's Friday [VHS] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B002TIY3D6) [Item: B002TIY3D6] | Unknown | Rating: 4.7
(ID: B01LTHXYXM) Trolls DHD | Movies & TV > Movies | Rating: 4.8
(ID: B003VIR1F0) [Item: B003VIR1F0] | Unknown | Rating: 3.7
(ID: B00RSI4YF4) [Item: B00RSI4YF4] | Unknown | Rating: 4.8
(ID: B00HES0EDO) Piranha DD | Movies & TV > Movies | Rating: 4.4
(ID: B00TJ61HWQ) A Good Day to Die | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.4
(ID: B00005OOQ4) Cirque du Soleil - La Magie Continue [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B00UA00HYO) Ripper Street: Season Three [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B00S03O10Y) Carrington | Drama > Romance > Electrifying | Rating: 4.2
(ID: B003OT6I3C) Shostakovich: Symphony No. 10 | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B0002W4P8Y) The Office Special | Movies & TV > BBC > All BBC Titles | Rating: 4.3
(ID: B09B3GPR2S) [Item: B09B3GPR2S] | Unknown | Rating: 4.5
(ID: B005OP7162) [Item: B005OP7162] | Unknown | Rating: 4.8
(ID: B001CU7RYE) History -- Unit 731: Nightmare in Manchuria | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.6
(ID: B0015RB4BG) James Stewart: Columbia Screen Legends Collection (Bell, Book, and Candle / The Man from Laramie / Anatomy of a Murder) [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B00006LPH7) When in Rome | Movies & TV > Characters & Series > Mary-Kate & Ashley | Rating: 4.7
(ID: B01J8BXX32) [Item: B01J8BXX32] | Unknown | Rating: 3.7
(ID: B01CZDO4WY) [Item: B01CZDO4WY] | Unknown | Rating: 4.3
(ID: B07P5VZX3V) [Item: B07P5VZX3V] | Unknown | Rating: 3.7
(ID: B08FFM2112) [Item: B08FFM2112] | Unknown | Rating: 3.7
(ID: B09MHTQ2Q8) Symphoria | Suspense > Drama > Romance | Rating: 4.2
(ID: B00EPQRB7U) [Item: B00EPQRB7U] | Unknown | Rating: 3.5
(ID: B086LFYB7G) [Item: B086LFYB7G] | Unknown | Rating: 3.4
(ID: B06XRRVRGX) [Item: B06XRRVRGX] | Unknown | Rating: 3.0
(ID: B01E4PYNK4) Sherpa | Documentary > Ambitious > Cerebral | Rating: 4.8
(ID: B0002FYQLM) Curse OF The Doll People | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.5
(ID: B009INAJFQ) Iron Man: Armored Adventures: Season 2 Volume 3 | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00JRHW4GK) The Mishaps of Musty Suffer | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B077GLNCQT) [Item: B077GLNCQT] | Unknown | Rating: 5.0
(ID: B08FXCWTT8) Prodigal Son: The Complete First Season | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B00005BJX6) Cops and Robbersons | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.5
(ID: B007Z9Q8ZK) [Item: B007Z9Q8ZK] | Unknown | Rating: 4.8
(ID: B0000639G9) Manji | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B000QB0W5G) Last Run of a Cab Forward over Donner Pass | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B00JYSJ8KC) Ghost Adventures Aftershocks | Unscripted > Suspense > Historical | Rating: 4.5
(ID: 0767812115) Swept From the Sea | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B00834Q20C) [Item: B00834Q20C] | Unknown | Rating: 4.7
(ID: B017LXFSRI) The Maze Runner/Maze Runner: The Scorch Trials | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.5
(ID: B07PRLG915) Aquaman | Science Fiction > Adventure > Intense | Rating: 4.6
(ID: B00NU5KTZS) [Item: B00NU5KTZS] | Unknown | Rating: 4.1
(ID: B000W1V4PM) The Battle for the Olympia II 1997 (Bodybuilding) | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00E5I2MDQ) Thor (Two-Disc Blu-ray/DVD Combo + Digital Copy) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B018J2AJYW) Bare | Suspense > Drama > Downbeat | Rating: 3.6
(ID: B005HMHOZU) Scrooged [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: 6303192297) Midnight Tease | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 1.5
(ID: B0189GJ9YE) Adults with Autism - The Journey Home - DVD | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: B002O922RO) Glee - Director's Cut Pilot Episode (Limited Edition) | Movies & TV > Movies | Rating: 3.7
(ID: B0001US7MW) Fist of the North Star | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.3
(ID: B00A16ORU2) [Item: B00A16ORU2] | Unknown | Rating: 4.3
(ID: B00C4QG80Y) [Item: B00C4QG80Y] | Unknown | Rating: 4.7
(ID: B00FNRA5SM) THE HORSEMEN (1971) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B07FDVCMBL) CAROL BURNETT SHOW: 50TH ANNIVERSARY SPECIAL | Movies & TV > TV | Rating: 4.6
(ID: B00434ZP3G) Lots & Lots of Jets and Planes Volume 1 - Thunder in the Skies | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B00124ONSS) Om Shanti Om [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: 6301247345) Platoon Leader | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.8
(ID: B015WVHV4E) Supernatural: Season 11 [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.9
(ID: B0833X9V5S) Cannibal Apocalypse - aka Cannibal in the Streets | Invasion of the Flesh Hunters | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B07VVGBMWK) [Item: B07VVGBMWK] | Unknown | Rating: 4.7
(ID: B076C6PPLH) [Item: B076C6PPLH] | Unknown | Rating: 3.9
(ID: B06WWQNH58) [Item: B06WWQNH58] | Unknown | Rating: 4.5
(ID: B009AG39XA) [Item: B009AG39XA] | Unknown | Rating: 4.1
(ID: B0CB1X39RB) [Item: B0CB1X39RB] | Unknown | Rating: 3.9
(ID: 6300271617) Once Upon a Time in America | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B00V5NSYMM) [Item: B00V5NSYMM] | Unknown | Rating: 3.9
(ID: B00AHSFOXS) [Item: B00AHSFOXS] | Unknown | Rating: 4.8
(ID: B004OBQDFM) Chronicles of Narnia, The: The Lion, The Witch and the Wardrobe (Animated) | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B099NL1376) [Item: B099NL1376] | Unknown | Rating: 4.6
(ID: B00SLEJJ54) VeggieTales Rack, Shack and Benny - Repackage | Movies & TV > 3-6 Years | Rating: 4.8
(ID: B07Z7J9FHF) [Item: B07Z7J9FHF] | 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."
}
|
B00SLEJJ54
|
VeggieTales Rack, Shack and Benny - Repackage
| 5
|
AHBNCDVQBY4STBS5OH62LVGFKHFQ
|
overlapping_books_movies
|
B
|
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:
- Ramen to the Rescue Cookbook: 120 Creative Recipes for Easy Meals Using Everyone's Favorite Pack of Noodles | Books > Cookbooks, Food & Wine > Cooking by Ingredient | Rating: 2.0
- Windows 10 For Seniors For Dummies | Books > Computers & Technology > Operating Systems | Rating: 3.0
- Container Gardening For Dummies | Books > Crafts, Hobbies & Home > Gardening & Landscape Design | Rating: 4.0
- Campbell 4 Cookbooks in 1: Classic Comfort Foods, Skillet Dishes, Everyday Meals, Simple Slow Cooking | Books > Cookbooks, Food & Wine > Kitchen Appliances | Rating: 5.0
- Attic Windows: Quilts with a View | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 2.0
### User's movies History:
- Must See Places of the World 6 pk. | Movies & TV > Boxed Sets > Special Interests | Rating: 4.0
- Hachi: A Dog's Tale | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
- Beethoven's Dog-gone Best Movie Pack | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 5.0
- Red Dog | Movies & TV > Independently Distributed > Drama | Rating: 4.0
## List of Available Candidate Items:
[
(ID: B0041KYLAU) Mary Poppins (45° Anniversario) (SE) (2 Dvd) [Italian Edition] | Movies & TV > Movies | Rating: 4.8
(ID: B01M66GG98) Mr. Robot: Season 2 | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.6
(ID: B00A0KBE8M) Broken Trust | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.4
(ID: B087491XKM) Victor and Victoria | Movies & TV > Genre for Featured Categories > Musicals | Rating: 4.2
(ID: B07V2JVQQT) [Item: B07V2JVQQT] | Unknown | Rating: 4.2
(ID: B0077PTWX2) Dirty Sexy Money: Season 1 [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.6
(ID: B06X9PPHGB) The Westerner: The Complete Series | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00L9SHYJW) The Little Mermaid (1989) (Limited Edition Artwork Sleeve) [Blu-ray] [Region Free] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: 1629971677) The Everyday Gourmet: Baking Pastries and Desserts | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B071WB67CG) [Item: B071WB67CG] | Unknown | Rating: 3.8
(ID: B00005R2CJ) Curious George Comes to America VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B07SCHBYYM) Who Am I? | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00P53EWRE) [Item: B00P53EWRE] | Unknown | Rating: 3.9
(ID: B0009RQSGO) The Greatest Generation with Tom Brokaw Boxed Set [DVD] | Movies & TV > Boxed Sets > Documentary | Rating: 4.6
(ID: B006SVC3LO) [Item: B006SVC3LO] | Unknown | Rating: 4.3
(ID: B06WWFF1Y1) The Expendables 4K Ultra HD [Blu-ray + Digital HD] [4K UHD] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B01CNZRK02) Car Wash [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B0B5KQ6BC1) [Item: B0B5KQ6BC1] | Unknown | Rating: 4.5
(ID: B0077667BQ) Jacquot De Nantes | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B0797CSSWN) [Item: B0797CSSWN] | Unknown | Rating: 5.0
(ID: B00YS902DY) Random Quest | Science Fiction > Romance | Rating: 3.7
(ID: B08F6MVHQN) Outside the Law [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B000WN5DYS) All in the Family: Complete Seasons 1-6 | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 4.0
(ID: B000FI7118) Dog Tricks Volume 1 - Dog & Puppy Training DVD | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.0
(ID: B000KGGIQY) Walk the Line | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B00002EPG9) WWF: Austin vs. McMahon - The Whole True Story VHS | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.5
(ID: B00INX60QE) [Item: B00INX60QE] | Unknown | Rating: 4.1
(ID: B07QC8B4CH) [Item: B07QC8B4CH] | Unknown | Rating: 3.9
(ID: B00DMUFXAC) 5-Movie Kids Action | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00FR23PDU) Devious Maids: Season 1 | Movies & TV > Boxed Sets > Drama | Rating: 4.5
(ID: B000E0D1KW) Easy Origami | Movies & TV > Movies | Rating: 4.0
(ID: B0778P2CTJ) Superman: The Animated Series Vol. 1 (Repackaged/DVD) | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B0791LYPH1) [Item: B0791LYPH1] | Unknown | Rating: 4.2
(ID: B083TNMTF2) [Item: B083TNMTF2] | Unknown | Rating: 4.6
(ID: B00FELQ14E) Brideshead Revisited | Drama > Romance | Rating: 4.6
(ID: B01M6V28T4) Barbie and the Magic of Pegasus | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: 3918810143) Tom Yum Goong 2 | Movies & TV > Movies | Rating: 4.4
(ID: B001NJUVGU) [Item: B001NJUVGU] | Unknown | Rating: 4.4
(ID: B0081BEZXS) Green Lantern Animated Series S1P1 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00PAV9Y42) Witnesses (Complete Season 1) - 2-DVD Set ( Les tmoins ) ( Witnesses - Complete Season One ) [ NON-USA FORMAT, PAL, Reg.2 Import - United Kingdom ] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B001OKJU5G) [Item: B001OKJU5G] | Unknown | Rating: 4.7
(ID: B01N57PHAV) [Item: B01N57PHAV] | Unknown | Rating: 4.0
(ID: B000P0J0DI) Unforgiven | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B09HX3THYP) [Item: B09HX3THYP] | Unknown | Rating: 4.3
(ID: B0131U20NA) [Item: B0131U20NA] | Unknown | Rating: 2.9
(ID: B005LAIHZE) Abraham Lincoln: Vampire Hunter [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B006YKQ7ZM) [Item: B006YKQ7ZM] | Unknown | Rating: 3.7
(ID: B073LP58BR) Jackals [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B00EHJ5OPG) Barfly - Mickey Rourke, Faye Dunaway (Import - NTSC Region Free) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B07WTDK5HD) [Item: B07WTDK5HD] | Unknown | Rating: 2.3
(ID: B07NSCYL28) [Item: B07NSCYL28] | Unknown | Rating: 4.7
(ID: B003B50MTA) [Item: B003B50MTA] | Unknown | Rating: 2.4
(ID: B073K1TYRY) [Item: B073K1TYRY] | Unknown | Rating: 4.7
(ID: B003W93GKC) Kathy Griffin - My Life on the D-List: Season 3 | Movies & TV > Genre for Featured Categories > Reality TV | Rating: 4.6
(ID: B08F6DJ2NH) Joe Kidd (Special Edition) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B07W86PZ9D) [Item: B07W86PZ9D] | Unknown | Rating: 4.4
(ID: B016S4YAZW) The Great Commandments Collection | Movies & TV > Boxed Sets > Drama | Rating: 4.8
(ID: B07VL4QPMC) [Item: B07VL4QPMC] | Unknown | Rating: 4.5
(ID: B0892BBFFS) Offenbach: Orphée aux Enfers | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.2
(ID: B00112GVFO) [Item: B00112GVFO] | Unknown | Rating: 4.7
(ID: 6305639744) A Streetcar Named Desire: San Francisco Opera [DVD] | Movies & TV > Musicals & Performing Arts > Classical | Rating: 3.7
(ID: B0000A1HT1) World of Raptors [DVD] | Movies & TV > Independently Distributed > Documentary | Rating: 4.3
(ID: 6305975035) The Souler Opposite [DVD] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.5
(ID: B074BP6YLK) [Item: B074BP6YLK] | Unknown | Rating: 3.9
(ID: B0070WTPPW) Those Who Kill Complete Series Set Den som dræber NON-USA FORMAT, PAL, Reg.2 United Kingdom | Movies & TV > TV | Rating: 4.4
(ID: B000LY21SY) Infectious Diseases - 2000 and Beyond: Confronting the Microbe Menace | Movies & TV > Movies | Rating: 4.2
(ID: B01N8SLN25) [Item: B01N8SLN25] | Unknown | Rating: 4.3
(ID: B003XI83Z0) [Item: B003XI83Z0] | Unknown | Rating: 3.6
(ID: B007BW4H2W) [Item: B007BW4H2W] | Unknown | Rating: 4.5
(ID: B07FYV9ZK8) [Item: B07FYV9ZK8] | Unknown | Rating: 4.4
(ID: B00DDOWN8M) [Item: B00DDOWN8M] | Unknown | Rating: 4.6
(ID: B008XFALEY) [Item: B008XFALEY] | Unknown | Rating: 4.7
(ID: B00MHNENBA) Van Damme 5-Movie Action Pack [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: 6301607929) Picnic VHS | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B01DZHGV8O) Discovering Chair Yoga - A Comprehensive Video Guide For Yoga Students And Their Teachers | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.3
(ID: B07KWL4VRC) Fushigi Yugi: Eikoden | Animation > Drama > Anime | Rating: 3.8
(ID: B001QB9H1U) Punisher: War Zone | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.4
(ID: B000K7CX8A) Richard Bustillo Kali Workout | Movies & TV > Shakespeare on DVD Store > The Works | Rating: 4.2
(ID: B002TLRG5A) Baking With Julia | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.3
(ID: B008NA01XU) ULTIMATE ZOMBIE FEAST (Monster Pictures) (DOUBLE DISC SPECIAL EDITION DVD BOX SET) | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 3.9
(ID: B09PV4RWL4) [Item: B09PV4RWL4] | Unknown | Rating: 3.4
(ID: B00RDZMYWW) Equilibrium | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B00FNPQWA4) Lidia Celebrates America: Life's Milestone | Movies & TV > PBS > All | Rating: 4.1
(ID: 6303182267) Buns of Steel 5 VHS | Movies & TV > Studio Specials > Warner Home Video | Rating: 5.0
(ID: B0160LWTTM) Flight of the Conchords CC (Rpkg/Viva/DVD) | Movies & TV > HBO > All HBO Titles | Rating: 4.8
(ID: B00B19GEWC) [Item: B00B19GEWC] | Unknown | Rating: 4.0
(ID: B00000I1PS) Leslie Sansone's In-Home Walking [VHS] | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.1
(ID: B00008OM8V) Bonanza - Return to the Ponderosa [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B01NAV3T9I) [Item: B01NAV3T9I] | Unknown | Rating: 4.0
(ID: B0076QS2OM) Outer Limits S3: Comp | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.9
(ID: B01LTHN3YC) The Picture of Dorian Gray | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B009WA2MCS) Crooks In Cloisters | Comedy > Action | Rating: 4.3
(ID: B09YQ1Z1D7) [Item: B09YQ1Z1D7] | Unknown | Rating: 3.5
(ID: B008T72ZA4) [Item: B008T72ZA4] | Unknown | Rating: 4.7
(ID: B0858DD5NP) [Item: B0858DD5NP] | Unknown | Rating: 4.3
(ID: B07N6HG6RL) [Item: B07N6HG6RL] | Unknown | Rating: 4.6
(ID: B01DPZHVM6) [Item: B01DPZHVM6] | Unknown | Rating: 4.4
(ID: B0030HG2UW) [Item: B0030HG2UW] | Unknown | Rating: 4.6
(ID: B09PQWKX2D) [Item: B09PQWKX2D] | Unknown | Rating: 3.7
(ID: B09PQR4S12) [Item: B09PQR4S12] | 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."
}
|
B06X9PPHGB
|
The Westerner: The Complete Series
| 1
|
AGEKJHTHIAK6GQLAIYRKVTWRNKXA
|
overlapping_books_movies
|
B
|
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 Martian: Classroom Edition: A Novel | Books > Teen & Young Adult > Literature & Fiction | Rating: 1.0
- Chaos Coordinator: Homeschool Lesson Planner: Undated Organizer for Distance Learning Home School Parents & Tutors | Books > Education & Teaching > Schools & Teaching | Rating: 1.0
- SCRABBLE™ Puzzles Volume 1 | Books > Humor & Entertainment > Puzzles & Games | Rating: 3.0
- Bob Books Set 5- Long Vowels | Books > Children's Books > Literature & Fiction | Rating: 5.0
- The Fashion Coloring Book | Books > Children's Books > Arts, Music & Photography | Rating: 5.0
- Baby Animals Stickers (Dover Little Activity Books Stickers) | Books > Children's Books > Activities, Crafts & Games | Rating: 5.0
### User's movies History:
- [Item: B073RPZK88] | Unknown | Rating: 1.0
- 20 Fairy Tales: Scholastic Storybook Treasures: Classic Collection | Movies & TV > Movies | Rating: 5.0
- [Item: B00BN4ZF98] | Unknown | Rating: 3.0
- The Night Before Christmas, Told by Meryl Streep | Kids | Rating: 5.0
- LINE OF DUTY, SERIES 1 | Movies & TV > Musicals & Performing Arts | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B00INMLUVU) FBI, The: The Complete Seventh Season | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B0098VYP8U) [Item: B0098VYP8U] | Unknown | Rating: 4.1
(ID: B00A1AU74I) Ticks | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B018ITLCZQ) [Item: B018ITLCZQ] | Unknown | Rating: 4.4
(ID: 1890123102) A Light History of the English Language [VHS] | Movies & TV > Independently Distributed > Kids & Family | Rating: 3.8
(ID: B004BZ5AGY) 4 Film Favorites: Epic Romances (Affair of the Necklace, Dangerous Liaisons, Painted Veil, Silk) | Movies & TV > Today's Deals > Spotlight Deals | Rating: 4.5
(ID: B001E9QYQ0) Masters of Egyptian Choreography Volume One, Randa Kamel | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B003ITIQ24) [Item: B003ITIQ24] | Unknown | Rating: 4.8
(ID: B097B1D95G) Those Who Wish Me Dead (Blu-ray) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: B07H3GN3MP) Unbroken: Path to Redemption | Drama > Compelling > Emotional | Rating: 4.7
(ID: B000CSUNKC) Caillou: Caillou, The Everyday Hero | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B002BRW4CM) [Item: B002BRW4CM] | Unknown | Rating: 4.5
(ID: B000XJD30M) Forget About It | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.7
(ID: B000GL15HK) Tap Notes Volumes 1 & 2 | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B00006IUJ0) Mozart - The Magic Flute / Ostman, Biel, Dahlberg, Drottningholm Court Theatre [DVD] | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.1
(ID: B09HDLPDFW) [Item: B09HDLPDFW] | Unknown | Rating: 4.7
(ID: B000RAK27E) Vertical Step Party Turn & Burn Workout with Katina Hunter [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B00LPRK68S) [Item: B00LPRK68S] | Unknown | Rating: 4.8
(ID: B000PLXFS8) Yog Science Part 1 & 2 Pranayam Yog Aasan | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 2.9
(ID: B07LD4R4WT) Vice | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.3
(ID: B01I4MGYE6) The Arbiter | Drama > International > Arts, Entertainment, and Culture | Rating: 3.4
(ID: B000P2A5RQ) Delightfully Dangerous | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B009D408SS) [Item: B009D408SS] | Unknown | Rating: 4.7
(ID: B00BQLDI6U) [Item: B00BQLDI6U] | Unknown | Rating: 4.7
(ID: B001570H64) The Lawrence Jordan Album | Movies & TV > Boxed Sets > Documentary | Rating: 4.2
(ID: B001LRL4WO) Totally Trucks: Fire & Dirt Monsters | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B07NRLKDDH) Vaccaj: Giulietta e Romeo | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00AMI9M9U) [Item: B00AMI9M9U] | Unknown | Rating: 4.9
(ID: B00DDGH0Z6) [Item: B00DDGH0Z6] | Unknown | Rating: 3.0
(ID: B088NGH95Y) [Item: B088NGH95Y] | Unknown | Rating: 4.4
(ID: B00PRX9LAU) [Item: B00PRX9LAU] | Unknown | Rating: 4.4
(ID: B001V9O50K) Fearless Planet | Unscripted > Special Interest | Rating: 3.1
(ID: B00074DY3E) Downhill Motion [DVD] | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B07R6Z3NHJ) [Item: B07R6Z3NHJ] | Unknown | Rating: 3.5
(ID: B01N4X63D4) Daniel & Majella's B&B Roadtrip | Movies & TV > TV | Rating: 4.4
(ID: B000X1LF32) [Item: B000X1LF32] | Unknown | Rating: 3.9
(ID: B085RTHY4R) Return To Hardwick | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B00AMQGTJI) Wild America: The Predators | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.6
(ID: B0002234Y0) La Femme Nikita: The Complete Second Season | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B000F9RB9O) Stealth [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B000P0J006) The Moon and Sixpence | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B06Y5H5MC3) [Item: B06Y5H5MC3] | Unknown | Rating: 4.7
(ID: B0007Y0996) The League of Gentlemen - The Complete Series 3 | Movies & TV > BBC > All BBC Titles | Rating: 4.6
(ID: B001GSJC4A) [Item: B001GSJC4A] | Unknown | Rating: 3.4
(ID: B00D29AB7S) Billy Graham Presents: Heart is a Rebel, The | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B00LWWAXOI) Doctor Who: Series Eight Premiere (DVD) | Movies & TV > BBC > All BBC Titles | Rating: 4.4
(ID: 630405422X) North West Frontier VHS | Movies & TV > Art House & International > By Country | Rating: 4.5
(ID: B07QNYZFGV) [Item: B07QNYZFGV] | Unknown | Rating: 3.5
(ID: B0074JOW1I) One Sunday Afternoon | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B00ISJSFUW) [Item: B00ISJSFUW] | Unknown | Rating: 4.7
(ID: B001870VRQ) Dead Pool [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B001D263L4) Rare Christmas TV Classics - Volume 2 | Movies & TV > Holidays & Seasonal > Christmas | Rating: 3.9
(ID: B00NAB41NI) [Item: B00NAB41NI] | Unknown | Rating: 4.6
(ID: B000I9TX1U) [Item: B000I9TX1U] | Unknown | Rating: 4.8
(ID: B001DZOD7C) Metalocalypse: Season 2 | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.8
(ID: B0091W1LWY) [Item: B0091W1LWY] | Unknown | Rating: 4.7
(ID: B001GBIORI) Amy Bento: Advanced Step Challenge 2 | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.6
(ID: B0093M52JK) [Item: B0093M52JK] | Unknown | Rating: 4.5
(ID: B009WBEZH2) [Item: B009WBEZH2] | Unknown | Rating: 3.4
(ID: B002BSRBRO) [Item: B002BSRBRO] | Unknown | Rating: 4.8
(ID: B002YQ2M3Q) the Legend of Resurrection Mary | Movies & TV > Disc on Demand | Rating: 5.0
(ID: B00PV9Z820) [Item: B00PV9Z820] | Unknown | Rating: 4.2
(ID: B00FJUKNXA) Book of Daniel | Drama > Historical > Mystical | Rating: 4.7
(ID: B087MBKYZK) [Item: B087MBKYZK] | Unknown | Rating: 3.6
(ID: B00XZF388S) ROBOT OVERLORDS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.8
(ID: B07BLK4XST) [Item: B07BLK4XST] | Unknown | Rating: 4.6
(ID: B07RTT6DJ9) Archer | Comedy > Animation > Action | Rating: 4.7
(ID: B003SI6C4O) [Item: B003SI6C4O] | Unknown | Rating: 4.7
(ID: B00SM1SQV4) [Item: B00SM1SQV4] | Unknown | Rating: 4.2
(ID: B06XTXTL4G) [Item: B06XTXTL4G] | Unknown | Rating: 3.3
(ID: B000AA5DQG) A Shining Season | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
(ID: B00006CXI4) Larryboy - The Cartoon Adventures - Leggo My Ego | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B0B6QNDBQR) [Item: B0B6QNDBQR] | Unknown | Rating: 4.6
(ID: B00HZ6B7P4) [Item: B00HZ6B7P4] | Unknown | Rating: 4.3
(ID: B0000YRL8K) One From the Heart | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B08672BS19) [Item: B08672BS19] | Unknown | Rating: 2.9
(ID: B002AT8KCO) The Specialist (Keepcase) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.6
(ID: B076DR2K5G) [Item: B076DR2K5G] | Unknown | Rating: 3.5
(ID: B0007U1Y9O) Together--The Art of Partnered Yoga [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.1
(ID: B000MATJZU) [Item: B000MATJZU] | Unknown | Rating: 4.4
(ID: B078YYHYCS) [Item: B078YYHYCS] | Unknown | Rating: 3.9
(ID: B00DADH502) [Item: B00DADH502] | Unknown | Rating: 2.9
(ID: B07PFY9CHC) [Item: B07PFY9CHC] | Unknown | Rating: 4.8
(ID: B077KBSSZQ) [Item: B077KBSSZQ] | Unknown | Rating: 2.7
(ID: B00991167C) The Firm: Flat Abs Solution | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.2
(ID: B07D4ZPM35) Outlaw Star: The Complete Series [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B017A53BTY) What Our Fathers Did: A Nazi Legacy | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00KW2IETK) [Item: B00KW2IETK] | Unknown | Rating: 4.8
(ID: B00TYF3QEO) [Item: B00TYF3QEO] | Unknown | Rating: 2.9
(ID: 1600851363) Wood Flooring: With Charles Peterson | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.7
(ID: B07941L5QK) [Item: B07941L5QK] | Unknown | Rating: 3.7
(ID: B0774ZQW9X) [Item: B0774ZQW9X] | Unknown | Rating: 4.8
(ID: B000069I11) The Invisibles | Movies & TV > Genre for Featured Categories > Drama | Rating: 2.6
(ID: B09X2KR7K6) WJHC AM [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.9
(ID: 6303593135) Breathless (A Bout de Souffle) [VHS] | Movies & TV > Art House & International > By Country | Rating: 4.4
(ID: B004EPUYJO) [Item: B004EPUYJO] | Unknown | Rating: 3.6
(ID: B001E1DE9S) Strat Masters the Definitive History of the World's Most Famous Guitar | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.5
(ID: B018J29QVE) [Item: B018J29QVE] | Unknown | Rating: 4.3
(ID: B07Z8HLG23) Nature | Documentary > Special Interest | Rating: 4.1
(ID: B000KN7D5W) Great North Road Best Of Bobby Orr Dvd | Movies & TV > Movies | 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."
}
|
B00ISJSFUW
|
[Item: B00ISJSFUW]
| 3
|
AEG5JLJXVLXRMDW6XGICWVBMTJMQ
|
overlapping_books_movies
|
B
|
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:
- Morning Star (Red Rising Series) | Books > Literature & Fiction > Action & Adventure | Rating: 2.0
- #1 in Customer Service: The Complete Adventures of Tom Stranger | Books > Science Fiction & Fantasy > Science Fiction | Rating: 5.0
- The Skull Throne: Book Four of The Demon Cycle | Books > Literature & Fiction > Action & Adventure | Rating: 1.0
- Differently Morphous | Audible Books & Originals > Science Fiction & Fantasy > Fantasy | Rating: 5.0
- The Lost History of the Little People: Their Spiritually Advanced Civilizations around the World | Books > Religion & Spirituality > New Age & Spirituality | Rating: 2.0
- Nyxia (The Nyxia Triad) | Books > Teen & Young Adult > Literature & Fiction | Rating: 1.0
- The Desert Spear: Book Two of The Demon Cycle | Books > Literature & Fiction > Action & Adventure | Rating: 1.0
- The Core: Book Five of The Demon Cycle | Books > Literature & Fiction > Action & Adventure | Rating: 2.0
- Xenocide: Volume Three of the Ender Saga (The Ender Quintet) | Books > Science Fiction & Fantasy > Science Fiction | Rating: 1.0
- The Man In The High Castle | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
### User's movies History:
- [Item: B08V5HLCJV] | Unknown | Rating: 5.0
- [Item: B071LBN92K] | Unknown | Rating: 4.0
- [Item: B08CS4K94T] | Unknown | Rating: 3.0
- Nobody | Suspense > Drama > Outlandish | Rating: 5.0
- Fatman | Science Fiction > Suspense > Intense | Rating: 5.0
- Uncle Frank | LGBTQ > Drama > Gentle | Rating: 1.0
- [Item: B07T7ZN6XZ] | Unknown | Rating: 4.0
- My Spy | Young Adult Audience > Comedy > Charming | Rating: 4.0
- Guns Akimbo | Suspense > Comedy > Electrifying | Rating: 5.0
- [Item: B001K3K5MO] | Unknown | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B075DQRDXF) [Item: B075DQRDXF] | Unknown | Rating: 3.1
(ID: B001IY9U44) [Item: B001IY9U44] | Unknown | Rating: 4.6
(ID: B003QSHPBA) [Item: B003QSHPBA] | Unknown | Rating: 4.7
(ID: B003QMN0EM) We Stand Alone Together: The Men of Easy Company (Band of Brothers) | Movies & TV > Movies | Rating: 5.0
(ID: B018ACOBUE) [Item: B018ACOBUE] | Unknown | Rating: 4.4
(ID: 6305908028) The Lost Films of Laurel & Hardy: The Complete Collection, Vol. 8 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B072LMSCYQ) [Item: B072LMSCYQ] | Unknown | Rating: 4.2
(ID: B003UN2IAO) TV's Greatest Westerns (3 Disc Set) | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.3
(ID: B00KZTVF64) Attack on Titan: Part One (Dvd) | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B07JKL5CSW) [Item: B07JKL5CSW] | Unknown | Rating: 3.6
(ID: B01HIXK26I) [Item: B01HIXK26I] | Unknown | Rating: 3.6
(ID: B00WJYFZT6) [Item: B00WJYFZT6] | Unknown | Rating: 4.4
(ID: B007D3J9PO) [Item: B007D3J9PO] | Unknown | Rating: 4.8
(ID: B00A8306US) Listen to Me, Girls. I Am Your Father!: Complete Collection | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.0
(ID: B00006IUGX) Tides, Vol. 2: Hawaiian Rhythms [DVD] | Movies & TV > Fully Loaded DVDs > DTS | Rating: 2.1
(ID: B09B2FVTDX) Silence of the Lambs (30th Anniversary 4K UHD) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00KX5NCFC) [Item: B00KX5NCFC] | Unknown | Rating: 4.1
(ID: B00004WZ0A) Imaginary Crimes [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 3.7
(ID: B002GHHHM4) Enter the Dragon [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B004NYYDWA) Guitar Artistry Of Bert Jansch | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.7
(ID: B0754LQPRP) [Item: B0754LQPRP] | Unknown | Rating: 3.1
(ID: B0B8S3PV66) [Item: B0B8S3PV66] | Unknown | Rating: 4.9
(ID: B07MWDJR72) [Item: B07MWDJR72] | Unknown | Rating: 4.6
(ID: B01N2VOCWZ) Independent Lens: Birth of a Movement: The Battle Against America's First Blockbuster DVD | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00GWRORXQ) [Item: B00GWRORXQ] | Unknown | Rating: 4.4
(ID: B01DRTJRH2) [Item: B01DRTJRH2] | Unknown | Rating: 4.4
(ID: B09P5RT4NG) [Item: B09P5RT4NG] | Unknown | Rating: 4.9
(ID: B09H5XVF3C) [Item: B09H5XVF3C] | Unknown | Rating: 4.8
(ID: B072ZKW25N) Taken: Season 1 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B009G4H3MY) Zapata: El sueño del héroe [NTSC/Region 1&4 dvd. Import - Latin America] by Alfonso Arau - No English options. | Movies & TV > Movies | Rating: 4.0
(ID: B07ZLJ5V9F) Over The Garden Wall - DVD | Movies & TV > Movies | Rating: 4.7
(ID: B0015PC7GE) Best of Trading Spaces 5 DVD Set - Viewer's Choice - New Orleans Jacob Street; New Jersey Sam Street; Santa Fe Calle Feliz; Austin Wing Road; Orlando Lake Catherine - TLC The Learning Channel | Movies & TV > Movies | Rating: 3.5
(ID: B09SVHRM1Q) [Item: B09SVHRM1Q] | Unknown | Rating: 4.4
(ID: B014Y4UUF2) [Item: B014Y4UUF2] | Unknown | Rating: 4.2
(ID: B002DC7OL6) [Item: B002DC7OL6] | Unknown | Rating: 4.2
(ID: B00AADZKOS) MMCH: Mickey and Donald Have a Farm | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B01MZ5LD5J) Fest: Live Tokyo International Forum Hall a [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B00008979F) Straight Talk | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.7
(ID: B003B2UJYQ) Reggae Session | Movies & TV > Music Artists > Santana | Rating: 4.2
(ID: B0719CY2GT) Science DVD Collection: Earth Science, Physical Science, Life Science, Human Body | Movies & TV > Movies | Rating: 4.6
(ID: B01MS6M5E4) [Item: B01MS6M5E4] | Unknown | Rating: 4.0
(ID: B00FW6DXP6) Loss of Life | Suspense > Horror > Young Adult Audience | Rating: 3.5
(ID: B06XWQX3LT) Anchorman / Anchorman 2 Double Feature | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B01LG5BGQE) [Item: B01LG5BGQE] | Unknown | Rating: 4.5
(ID: B01M69PJX0) [Item: B01M69PJX0] | Unknown | Rating: 3.5
(ID: B07P61QF8V) [Item: B07P61QF8V] | Unknown | Rating: 4.1
(ID: B000JBWWTM) Cavalli - La Calisto | Movies & TV > Musicals & Performing Arts > Classical | Rating: 3.9
(ID: B004T0XYJQ) A Man Called Horse [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B01EXEKV8Y) MASHA AND THE BEAR (PART 1 and 2) 1-36 EPISODES ENGLISH VERSION . 2DVD NTSC [DVD] [2016] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00PHLW0WI) [Item: B00PHLW0WI] | Unknown | Rating: 3.7
(ID: B006HO6YAS) The Three Stooges in 3D [3D Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B00HQN7OA8) [Item: B00HQN7OA8] | Unknown | Rating: 4.3
(ID: B01MRY27H4) [Item: B01MRY27H4] | Unknown | Rating: 3.9
(ID: B000Q7ZL2Y) Dirty Sanchez (Unrated & Uncensored) | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.4
(ID: B00AEUR9VE) [Item: B00AEUR9VE] | Unknown | Rating: 4.7
(ID: B008D1RCZY) Darkness / Below [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B087YL2F5L) [Item: B087YL2F5L] | Unknown | Rating: 4.1
(ID: B0B8M32M2M) [Item: B0B8M32M2M] | Unknown | Rating: 4.2
(ID: B0788768ZF) Solver | Kids > Adventure > Thoughtful | Rating: 3.2
(ID: B003SI05PG) [Item: B003SI05PG] | Unknown | Rating: 4.8
(ID: B00ZVULGT8) [Item: B00ZVULGT8] | Unknown | Rating: 3.4
(ID: B005I7ZM3U) [Item: B005I7ZM3U] | Unknown | Rating: 4.1
(ID: B00ESY7BYC) [Item: B00ESY7BYC] | Unknown | Rating: 3.6
(ID: B00CBDG4WM) Pride of the Bowery: East Side Kids Collection | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B00O1YBHCQ) Mary Kom | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B07B771JFW) Trout Streams of Michigan, U.P. West | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.1
(ID: 6304678444) Headcandy: Sidney's Psychedelic Adventure | Movies & TV > Animation > Computer Animation | Rating: 4.5
(ID: B01DIOB3LE) An Evening With Kevin Smith | Documentary | Rating: 4.5
(ID: B001AYWY8G) Five Across the Eyes | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.4
(ID: B07FP4HJDD) AMERICAN PSYCHO (4K) (BD/DGTL) [4K UHD] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00QGKWI08) [Item: B00QGKWI08] | Unknown | Rating: 4.8
(ID: 6301871782) Priceless Beauty [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.5
(ID: 6302751160) Zandy's Bride | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B08BJC1W4Q) [Item: B08BJC1W4Q] | Unknown | Rating: 5.0
(ID: B003K55LOM) [Item: B003K55LOM] | Unknown | Rating: 4.2
(ID: B06X164V24) Romeo & Juliet | Movies & TV > Shakespeare on DVD Store > The Works | Rating: 4.6
(ID: B00L9FSKK2) Rock-n-Roll Never Dies - The Story of The Rock-n-Roll Express COLLECTORS 3 DVD Set | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B07682TJ71) [Item: B07682TJ71] | Unknown | Rating: 4.9
(ID: B01NCLINC7) Rogue One: A Star Wars Story (Steelbook) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B005MLV3DA) [Item: B005MLV3DA] | Unknown | Rating: 3.5
(ID: B004WBC43E) REGGIE PERRIN, SET 1 | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B07CWS37GV) Hichki | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.9
(ID: B000N38DYY) [Item: B000N38DYY] | Unknown | Rating: 4.5
(ID: B0001OGV3K) Star Runner | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.5
(ID: B00BEM7LXM) Beauty Beneath the Dirt | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 2.6
(ID: B008MMONA6) Shut Up And Play The Hits [Blu-ray] | Movies & TV > Blu-ray > TV | Rating: 4.6
(ID: B079SPMB5F) [Item: B079SPMB5F] | Unknown | Rating: 3.6
(ID: B07N3VYVQQ) The Snarling | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B09KPXR2YV) [Item: B09KPXR2YV] | Unknown | Rating: 4.8
(ID: B01MUC4F5Y) [Item: B01MUC4F5Y] | Unknown | Rating: 2.6
(ID: B001G0MFME) Numb3rs: Season 5 | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B000BR9S2S) Once and Future Queen [DVD] | Movies & TV > Music Artists > Queen | Rating: 4.3
(ID: B084DD8ZXM) Elf Day | Movies & TV > Featured Categories > DVD | Rating: 2.3
(ID: B07KZKCG69) If You're Not in the Obit, Eat Breakfast | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B007VYQ9G2) Disneynature: Chimpanzee (Two-Disc Blu-ray/DVD Combo in Blu-ray Packaging) | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B0031EF7GO) Essential Woodworking Techniques, Woodworkers Guild of America | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.5
(ID: 6303824307) Brotherhood of the Rose VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B074T4GB8X) [Item: B074T4GB8X] | Unknown | Rating: 4.0
(ID: B09J4HY2F7) [Item: B09J4HY2F7] | Unknown | Rating: 3.8
(ID: B000VE437Q) 28 Days Later [Blu-ray] | Movies & TV > Blu-ray > Movies | 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."
}
|
B07N3VYVQQ
|
The Snarling
| 4
|
AHGU4NV4LLF63KXOTV4O2OCVDZ3A
|
overlapping_books_movies
|
B
|
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 Library at Mount Char: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- The Girl on the Train: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- The Wolf in Winter: A Charlie Parker Thriller | Books > Mystery, Thriller & Suspense > Mystery | Rating: 5.0
- The Killing Kind: A Charlie Parker Thriller | Books > Mystery, Thriller & Suspense > Mystery | Rating: 5.0
- The Wheel of Darkness (Pendergast Book 8) | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Brimstone (Pendergast Book 5) | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Dust (Kay Scarpetta Book 21) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- The Silent Wife: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Big Lake | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
### User's movies History:
- [Item: B004TJRCNG] | Unknown | Rating: 4.0
- [Item: B00GX59QO2] | Unknown | Rating: 1.0
- [Item: B00IRXYSJG] | Unknown | Rating: 5.0
- [Item: B00H9V12W8] | Unknown | Rating: 5.0
- [Item: B00FPGSCUY] | Unknown | Rating: 4.0
- [Item: B007SPQZMC] | Unknown | Rating: 4.0
- [Item: B009HV2JT8] | Unknown | Rating: 2.0
## List of Available Candidate Items:
[
(ID: B00005Q4EW) WWE: Hardy Boyz - Leap of Faith | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B000EGDCGO) Intimate Biography: Rudolph Valentino - The Great Lover + The Four Horsemen of the Apocalypse [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00BZB14VC) Easy Rider | Drama > Adventure > Biting | Rating: 4.5
(ID: B07TPXH6BT) Young Sheldon: Season 2 [DVD] [2019] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B09B94QXYF) [Item: B09B94QXYF] | Unknown | Rating: 4.3
(ID: B06XY5M3X2) [Item: B06XY5M3X2] | Unknown | Rating: 2.3
(ID: B000WOAS4W) The Quilts Of Gee's Bend | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.0
(ID: B00F7H2FXG) [Item: B00F7H2FXG] | Unknown | Rating: 3.9
(ID: B013HBIC2G) [Item: B013HBIC2G] | Unknown | Rating: 4.2
(ID: B0008G1R9E) [Double Feature DVD] David Janssen in Moon of the Wolf & Prisoner in the Middle (a.k.a. War Head) from Movie Classics | Movies & TV > Movies | Rating: 4.5
(ID: B01GKFUZHG) Reefer Madness: The Movie Musical [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B08JHHX6N9) [Item: B08JHHX6N9] | Unknown | Rating: 3.9
(ID: B001LRMM6G) [Item: B001LRMM6G] | Unknown | Rating: 4.0
(ID: B00MP2FLLO) Night at the Museum 1 & 2 | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B000055ZGS) The Science of Fitness with Tamilee: I Want Those Buns! VHS | Movies & TV > TV | Rating: 3.8
(ID: B000X5BVVO) Precious Moments Presents Timmy's Special Delivery | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.3
(ID: B0012NX8I0) [Item: B0012NX8I0] | Unknown | Rating: 4.7
(ID: B07P1329BK) Lighthouse Island | Drama > Historical > Cerebral | Rating: 4.1
(ID: B001E55XLQ) Gut and Psychology Syndrome DVD | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.3
(ID: B0041VR5LQ) [Item: B0041VR5LQ] | Unknown | Rating: 4.7
(ID: B001AXU1F0) Alvin And The Chipmunks: Holiday Gift Set (A Chipmunk Christmas / Alvin's Thanksgiving Celebration / Trick Or Treason) [DVD] | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.4
(ID: B000MDJH7W) [Item: B000MDJH7W] | Unknown | Rating: 4.7
(ID: B00C0TLNZA) Hello Kitty and Friends - Alice in Wonderland and Four Other Stories [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B00005A0QM) True Blood (1989) | Movies & TV > Independently Distributed > Action & Adventure | Rating: 3.8
(ID: B00IWWNAU0) 4-Film Family Collection V.2: Phantom Town / Summertime Switch / Gooby / Our Gang (Little Rascals) | Movies & TV > Movies | Rating: 4.2
(ID: B004674HOS) [Item: B004674HOS] | Unknown | Rating: 4.2
(ID: B00JMXBTPG) [Item: B00JMXBTPG] | Unknown | Rating: 3.2
(ID: B00BKT3MN2) The Ugly Duckling | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00K56PVQC) [Item: B00K56PVQC] | Unknown | Rating: 4.7
(ID: B00DW5IKYS) The Virgin Suicides | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B000QSV78A) Portrait Drawing A Layered Approach | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.5
(ID: B0001SYKZC) The Smart Bounce - Beyond Basics | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.5
(ID: B004LQGY6S) [Item: B004LQGY6S] | Unknown | Rating: 4.5
(ID: B000H4QD1O) [Item: B000H4QD1O] | Unknown | Rating: 4.9
(ID: B001EC0OPY) [Item: B001EC0OPY] | Unknown | Rating: 4.6
(ID: B00005AUKC) The Misfits | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.5
(ID: B01N2W3DAC) 2016-17 USC Cfp Rose Bowl Combo | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.4
(ID: B07JHG931D) [Item: B07JHG931D] | Unknown | Rating: 5.0
(ID: B01N2LIX0W) [Item: B01N2LIX0W] | Unknown | Rating: 3.3
(ID: B0006JM5IA) Arsenal Centurions - 100 Goals Each - Berkamp & Henry | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.6
(ID: B07BB7GRNX) Deception | Suspense > Drama | Rating: 4.4
(ID: B085F281MZ) Living the Dream | Comedy | Rating: 3.6
(ID: B0000A59VG) 8 Women [VHS] | Movies & TV > Art House & International > By Country | Rating: 4.3
(ID: B00MBR020S) [Item: B00MBR020S] | Unknown | Rating: 4.1
(ID: B000XBPEUC) Italian for Kids: Learn Italian Beginner Level 1 - Volume 2 | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B07DDWTHLG) [Item: B07DDWTHLG] | Unknown | Rating: 3.1
(ID: B00FDV6YWO) [Item: B00FDV6YWO] | Unknown | Rating: 4.6
(ID: B008ZOJQTY) Antony and Cleopatra Shakespeare | Drama > Historical > Romance | Rating: 3.4
(ID: B000FBFZ1I) Aging Out | Movies & TV > Docurama > Politics | Rating: 4.1
(ID: B0091C8BHW) [Item: B0091C8BHW] | Unknown | Rating: 4.7
(ID: B07ZLQM9R7) [Item: B07ZLQM9R7] | Unknown | Rating: 4.5
(ID: B0000AK7AB) Babe | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.8
(ID: B00PJW38BW) The Captive | Suspense > Drama > Bleak | Rating: 3.9
(ID: B07WMK6BTK) Once Upon a Time... in Hollywood | Movies & TV > Movies | Rating: 4.4
(ID: B00FSAN8QK) Promise | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B005HEW3VS) [Item: B005HEW3VS] | Unknown | Rating: 4.8
(ID: B01N0QZ7T3) Running For His Life: The Lawrence Phillips Story | Sports > Documentary | Rating: 4.5
(ID: B078HSC6P4) [Item: B078HSC6P4] | Unknown | Rating: 4.4
(ID: B000AMJG3U) Sundown | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B00RGKOCD8) [Item: B00RGKOCD8] | Unknown | Rating: 4.8
(ID: B000AOEPM0) The Kumars at No. 42 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: 1579245811) Flame in the Wind | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B00014WB16) Teenage Mutant Ninja Turtles (Box Set #1; Volumes 1 - 4) [DVD] | Movies & TV > Boxed Sets > Anime | Rating: 4.2
(ID: B08DNN8TLN) [Item: B08DNN8TLN] | Unknown | Rating: 4.8
(ID: B00546PRJ4) Fairly OddParents: Season 5 | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B00272NJ7U) Doctor Who: The Ark (Story 23) | Movies & TV > BBC > All BBC Titles | Rating: 4.6
(ID: B07PP8PN1Y) Big Fat Liar [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00SK7B1O4) Don Matteo: Set 9 | Movies & TV > Featured Categories > DVD | Rating: 4.0
(ID: B01N67APP1) Globe Trekker: Art Trails of the Riveria | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: 6305161992) Showdown in Little Tokyo [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B076FJ1R6Z) Chicago Fire Seasons 1-6 | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B07L18MS28) [Item: B07L18MS28] | Unknown | Rating: 4.7
(ID: 6301928350) Dead Man Out | Movies & TV > Featured Categories | Rating: 5.0
(ID: B095MSLMXN) [Item: B095MSLMXN] | Unknown | Rating: 4.6
(ID: B07FSWVHW2) Slender Man [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.8
(ID: B000X07QSQ) Gilligan's Island: The Complete Series Collection [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B002OEBRJ8) A Cave Diver Story | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B01N233BV5) Mum's List 2017 | Movies & TV > Movies | Rating: 4.5
(ID: 6303026184) Are You Afraid of the Dark? [VHS] | Movies & TV > Featured Categories | Rating: 3.3
(ID: B001H91GDS) Skills 3 DVD | Movies & TV > Movies | Rating: 4.3
(ID: B075KV35J5) Marine: Earning the Title | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.7
(ID: B00Y1XR366) [Item: B00Y1XR366] | Unknown | Rating: 3.8
(ID: B00AEBB82Y) Saturday Night Fever (1977) (BD) [Blu-ray] | Movies & TV > Today's Deals > Spotlight Deals | Rating: 4.6
(ID: B00329RWP2) Many Kisses Later [Region 2] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.7
(ID: B00005TPCF) A Christmas Carol VHS | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B0007QS2ZW) Lullaby of Broadway [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B00IM8NHDE) [Item: B00IM8NHDE] | Unknown | Rating: 4.4
(ID: B07DCXDLHD) [Item: B07DCXDLHD] | Unknown | Rating: 3.3
(ID: B079YT4QQP) [Item: B079YT4QQP] | Unknown | Rating: 3.5
(ID: B00SKEQZ3E) Kiss Me Once Live | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B001AD54D4) Do You Know This Voice? | Movies & TV > Disc on Demand | Rating: 2.7
(ID: B07RP9BML9) [Item: B07RP9BML9] | Unknown | Rating: 4.5
(ID: B0010V4VIA) Revamped | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.0
(ID: B001FB4W0M) Supernatural: Season 4 [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.9
(ID: B00KAUAQWW) [Item: B00KAUAQWW] | Unknown | Rating: 4.6
(ID: B07PDNZDF1) [Item: B07PDNZDF1] | Unknown | Rating: 2.1
(ID: B079SN8LNF) [Item: B079SN8LNF] | Unknown | Rating: 3.1
(ID: 6301216148) September Affair | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B002PIEF2E) Ryan Hall - The Triangle - Brazilian Jiu-Jitsu Instructional DVDs. 3 Volumes on 3 DVDs. | Movies & TV > Movies | Rating: 4.9
(ID: B00FE4WGEU) [Item: B00FE4WGEU] | 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."
}
|
B00PJW38BW
|
The Captive
| 3
|
AE3ND7C5MICCBZVBXTXB6ASDBZNA
|
overlapping_books_movies
|
B
|
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:
- Essential Seafood Cookbook: Classic Recipes Made Simple | Books > Cookbooks, Food & Wine > Cooking by Ingredient | Rating: 1.0
- In a Dark, Dark Wood | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- Baseball Dads | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- This Time Is Different: Eight Centuries of Financial Folly | Books > Business & Money > Economics | Rating: 2.0
- Disney War | Books > Business & Money > Biography & History | Rating: 5.0
### User's movies History:
- [Item: B01MRM7TJJ] | Unknown | Rating: 5.0
- [Item: B00RSGHX3Q] | Unknown | Rating: 4.0
- [Item: B00NL5R7NO] | Unknown | Rating: 5.0
- Bosch | Drama | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B072ZKW356) In Harm's Way | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: 6304307160) Gunfighter's Moon | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.7
(ID: B0136J8WY2) [Item: B0136J8WY2] | Unknown | Rating: 4.9
(ID: B08SHXV3DN) [Item: B08SHXV3DN] | Unknown | Rating: 4.7
(ID: B00O2QWBOQ) Feel Grand With Jane Seymour Season 1 | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.1
(ID: B00AM7ECHS) Lonesome Dove Collection (Dead Man's Walk / Comanche Moon / Lonesome Dove / Return to Lonesome Dove / Streets of Laredo) [Region 2] | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.4
(ID: B09FKPLX5G) [Item: B09FKPLX5G] | Unknown | Rating: 3.9
(ID: B00021K6MY) The Gollum smeagol Collectible (with Creating Gollum Booklet) | Movies & TV > Movies | Rating: 3.0
(ID: B000A0GOEG) Over the Edge (DVD) | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.7
(ID: B07BFH4T7X) [Item: B07BFH4T7X] | Unknown | Rating: 4.2
(ID: B09NKR3YXP) The Jack In The Box: Awakening | Horror | Rating: 3.9
(ID: B007ZEGUA8) [Item: B007ZEGUA8] | Unknown | Rating: 4.5
(ID: B000I8JETW) [Item: B000I8JETW] | Unknown | Rating: 4.5
(ID: B002UF3JAQ) [Item: B002UF3JAQ] | Unknown | Rating: 2.5
(ID: B000FOT9NA) 60 Minutes - The Most Beautiful Woman In The World (January 2, 2005) | Movies & TV > CBS News Network > 60 Minutes Store | Rating: 3.3
(ID: B0007CNXUK) Finding Neverland (Widescreen Edition) | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.7
(ID: B0007KIFIC) Flight of the Phoenix (Full Screen Edition) | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.5
(ID: B09KCMGNXT) [Item: B09KCMGNXT] | Unknown | Rating: 3.8
(ID: B000JEX3SS) Jeremiah | Science Fiction > Drama > Action | Rating: 4.5
(ID: B01HUH4CHM) [Item: B01HUH4CHM] | Unknown | Rating: 4.6
(ID: B09Q6HRQ8N) [Item: B09Q6HRQ8N] | Unknown | Rating: 4.3
(ID: B00C7TYWIS) [Item: B00C7TYWIS] | Unknown | Rating: 4.4
(ID: B0868TTPSW) [Item: B0868TTPSW] | Unknown | Rating: 3.3
(ID: B00007GUFY) The Battleship USS Missouri | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.5
(ID: B008IG0B0C) Flying Swords of Dragon Gate | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B006GQL45M) [Item: B006GQL45M] | Unknown | Rating: 4.8
(ID: B015PR5OEY) [Item: B015PR5OEY] | Unknown | Rating: 2.9
(ID: B00K9EHDXE) The Monkey King: The Legend Begins 2D + 3D (Region A Blu-ray) (English Subtitled) (2 Disc Edition) Donnie Yen, Chow Yun Fat | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B09MJF78DC) [Item: B09MJF78DC] | Unknown | Rating: 4.3
(ID: B000XRK4VU) [Item: B000XRK4VU] | Unknown | Rating: 4.6
(ID: B01I0LM1M0) [Item: B01I0LM1M0] | Unknown | Rating: 4.5
(ID: B00007G1ZY) Stories to Remember - Pegasus & Beauty and the Beast | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: 1572524480) Shoot the Piano Player | Movies & TV > Art House & International > By Country | Rating: 4.4
(ID: B07PGKZJPK) [Item: B07PGKZJPK] | Unknown | Rating: 4.0
(ID: B004L3DUFY) [Item: B004L3DUFY] | Unknown | Rating: 4.8
(ID: B00XI057M0) Ex Machina [Blu-ray + Digital HD] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B0046SBJXE) [Item: B0046SBJXE] | Unknown | Rating: 4.6
(ID: B078TXW4KX) [Item: B078TXW4KX] | Unknown | Rating: 3.2
(ID: B0002ADWS0) Rain Man [Region 2] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B00R3GICB8) Evangelion: I.II You Are Not Alone Blu-ray | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: 6303966144) Guyver 1 | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 3.6
(ID: B0012R3DUO) Maria: Cecilia Bartoli (The Barcelona Concert / Malibran Rediscovered - The Romantic Revolution) | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.3
(ID: 6305971153) Santa Claus the Movie | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B07N8Z7TDH) [Item: B07N8Z7TDH] | Unknown | Rating: 3.6
(ID: B01M9IBPUT) Far from the Madding Crowd | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: 0929263022) Spoiling Python's Schemes | Prime Video > Prime Video > TV | Rating: 4.8
(ID: B0B6D45BM1) [Item: B0B6D45BM1] | Unknown | Rating: 4.4
(ID: B000TJ6PB0) Black Sheep (Unrated) | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.5
(ID: B002UOMH00) 9 | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.7
(ID: B00ERPCP52) [Item: B00ERPCP52] | Unknown | Rating: 4.4
(ID: B06VVVWY5P) [Item: B06VVVWY5P] | Unknown | Rating: 4.5
(ID: B00YYFTDH8) [Item: B00YYFTDH8] | Unknown | Rating: 4.4
(ID: 6300185206) Palm Beach Story [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B07N46CN72) [Item: B07N46CN72] | Unknown | Rating: 4.6
(ID: B001BXNAA2) Biography -- Biography The Mystery Of Edgar Allen Poe | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.8
(ID: B0013NDIMA) [Item: B0013NDIMA] | Unknown | Rating: 4.5
(ID: B06ZYCFG64) [Item: B06ZYCFG64] | Unknown | Rating: 4.1
(ID: B00APFNQRE) [Item: B00APFNQRE] | Unknown | Rating: 4.5
(ID: B002WRFJ46) Hanazakarino Kimitachihe (Hua Yang Shao Nian Shao Nu) Taiwan TV Drama with English sub NTSC All | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B008JH5ID0) [Item: B008JH5ID0] | Unknown | Rating: 4.5
(ID: B00PKH2YLG) Two Mothers | Movies & TV > Genre for Featured Categories > Drama | Rating: 2.9
(ID: B00XI05A5O) Denver the Last Dinosaur 2 | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.5
(ID: B007F8ZDRU) Renee Zellweger 3-Film Collection (Bridget Jones's Diary / Chicago / New in Town) | Movies & TV > Movies | Rating: 4.7
(ID: B01F7OXQ54) [Item: B01F7OXQ54] | Unknown | Rating: 4.7
(ID: B07MCF2DW6) [Item: B07MCF2DW6] | Unknown | Rating: 4.6
(ID: B09FRYGMQ7) Eden: Untamed Plant (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B079Q41W64) [Item: B079Q41W64] | Unknown | Rating: 4.4
(ID: B0080CKGZE) [Item: B0080CKGZE] | Unknown | Rating: 4.1
(ID: B009CG9NAQ) [Item: B009CG9NAQ] | Unknown | Rating: 4.6
(ID: B000HAB4N0) [Item: B000HAB4N0] | Unknown | Rating: 4.1
(ID: B000BDH6I0) WWE WrestleMania: The Complete Anthology, Vol. II, 1990-1994 (WrestleMania VI-X) | Movies & TV > Boxed Sets > Sports | Rating: 4.6
(ID: B001L2ZSH6) UFC 91: Couture vs. Lesnar | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0B6XLB2YW) Legacies - Season 4 [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B00001WY8J) Dragonball Z, Vol. 15 - Trouble [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B008MIL45M) Happy Feet&Mar Pengns 2Pk | Movies & TV > Today's Deals > Featured Deals & New Releases | Rating: 4.9
(ID: B001AQO3TW) Die Another Day [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B0084FJLBM) Amy Bento: Hip Hop Walk Workout | Movies & TV > Featured Categories > DVD | Rating: 3.2
(ID: 6317717435) Big Brother | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B002OLJEG4) [Item: B002OLJEG4] | Unknown | Rating: 4.5
(ID: B00AYPESEU) [Item: B00AYPESEU] | Unknown | Rating: 4.6
(ID: B001CK4FJY) Le Grand Chef a.k.a Best Chef (Standard Edition) DVD | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 3.8
(ID: B002JH2EHE) Bewitched : Fan Favorites | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.9
(ID: B003YGSLB2) Baby Einstein: World of Words Discovery Kit (DVD / CD / Board Book) | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.5
(ID: B079P7DNB8) My Siege | Documentary > Special Interest | Rating: 5.0
(ID: B09CX31C62) [Item: B09CX31C62] | Unknown | Rating: 4.0
(ID: B000UOSLD4) Doce Pares - Multi Style System - Volume 1 - Kali, Arnis, Esgrima | Movies & TV > Movies | Rating: 3.7
(ID: B00Q7LVDDO) Summer Catch | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B005T3C86C) Arena - XX | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.1
(ID: B08GL447K9) [Item: B08GL447K9] | Unknown | Rating: 2.8
(ID: B00ILAWK90) Facts of Life: Season 2 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B01LWY7C3B) [Item: B01LWY7C3B] | Unknown | Rating: 3.6
(ID: B00PEJ2NHA) [Item: B00PEJ2NHA] | Unknown | Rating: 3.5
(ID: B004B93RBK) Yo Gabba Gabba: Let's Visit the Doctor | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: 6302902088) 1992 World Series [VHS] | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.4
(ID: B07TPYXYJV) 7-63 Up [Blu-Ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B08CBK43R6) [Item: B08CBK43R6] | Unknown | Rating: 3.2
(ID: B078X52TLF) Robert Glasper Experiment: Live | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.4
(ID: B00GHBH7IE) [Item: B00GHBH7IE] | Unknown | Rating: 4.3
(ID: B08LN5K91K) Die Braut des Prinzen (4K Ultra HD) (+ Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00807307U) Danny Phantom: Season 2, Part 2 | Movies & TV > Genre for Featured Categories > Kids & Family | 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."
}
|
B07MCF2DW6
|
[Item: B07MCF2DW6]
| 5
|
AFBK7NCN5JWRXMMXPKVETQL6LUIA
|
overlapping_books_movies
|
B
|
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
- House of Echoes | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Mr. Darcy's Daughters: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- The Forest of Hands and Teeth | Books > Teen & Young Adult > Literature & Fiction | Rating: 4.0
- Girl With a Pearl Earring | Books > Literature & Fiction > Genre Fiction | Rating: 4.0
- Daughter of the Forest (The Sevenwaters Trilogy, Book 1) | Books > Literature & Fiction > Mythology & Folk Tales | Rating: 2.0
### User's movies History:
- [Item: B086KKNVK2] | Unknown | Rating: 2.0
- [Item: B082MQMWV7] | Unknown | Rating: 5.0
- The Mission | Movies & TV > Genre for Featured Categories > Drama | Rating: 5.0
- Michael Collins VHS | Movies & TV > Art House & International > By Country | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B00OL0LU6I) La ciénaga [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 3.7
(ID: B076BZC49W) [Item: B076BZC49W] | Unknown | Rating: 4.8
(ID: B07VKCYDS3) [Item: B07VKCYDS3] | Unknown | Rating: 2.9
(ID: B014QSROLO) [Item: B014QSROLO] | Unknown | Rating: 4.2
(ID: B0040Y7EVK) Waldbuhne 2010: An Evening With Renee Fleming | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.3
(ID: B07HC47TG7) Raven | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.9
(ID: B07BC61HRR) RWBY: Volume 5 COMBO [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00RNV6OFE) Stir Crazy | Comedy > Sassy > Exciting | Rating: 4.7
(ID: B07DPFJ77V) [Item: B07DPFJ77V] | Unknown | Rating: 4.7
(ID: B01C022JFY) [Item: B01C022JFY] | Unknown | Rating: 3.0
(ID: B0019SPX0E) The Hoopdance Workout with the HoopGirl, Christabel Zamor: Hoop dance how-to, Hoop dancing fitness class | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.4
(ID: B079ZV4H56) Masterpiece: Little Women Blu-ray | Movies & TV > Blu-ray > TV | Rating: 4.7
(ID: B0051HCUPU) Naqoyqatsi | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B07TKYVNFY) [Item: B07TKYVNFY] | Unknown | Rating: 4.4
(ID: B003V4MDIE) The Apple Dumpling Gang Rides Again | Comedy > Western > Cheerful | Rating: 4.6
(ID: B00005QBZ1) Musik Trienniale Koln 2000 - Berg Lulu Suite / Debussy Le Jet D'Eau / Stravinsky Firebird / Boulez, Chicago Symphony Orchestra [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00000JSIH) Tenchi in Tokyo, Vol. 5: A New Love | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B07ZJV3K8X) [Item: B07ZJV3K8X] | Unknown | Rating: 3.9
(ID: B088QSDFHR) David Attenborough 19-Disc BBC Earth Nature Collection: Planet Earth (6-Disc Special Edition) / Blue Planet: Seas of Life (5-Disc Special Ed.) / Life (4-Disc) / Frozen Planet (3-Disc) / Life Stories | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.6
(ID: B000V1O34W) Cooking Lean for Life ; Learn to Prepare 6 Delicious Low Carb. Low Fat, Low Calorie Gourmet Recipes | Movies & TV > Featured Categories > DVD | Rating: 3.2
(ID: B00YHYSMTG) Wood Magazine Complete Guide To Toy Projects | Movies & TV > Genre for Featured Categories > Documentary | Rating: 2.7
(ID: B00000F4MR) Legend of the Dinosaurs [VHS] | Movies & TV > Genre for Featured Categories > Science Fiction | Rating: 4.6
(ID: 6305955018) The Inheritors VHS | Movies & TV > Art House & International > By Country | Rating: 4.3
(ID: 1598037331) Optimizing Brain Fitness | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.6
(ID: B00I462XPM) Classics: Guitar Play Along: Volume 43 | Movies & TV > Music Artists > Vaughan, Stevie Ray | Rating: 4.4
(ID: B07FCWQRC3) [Item: B07FCWQRC3] | Unknown | Rating: 3.5
(ID: B091Y96BVM) [Item: B091Y96BVM] | Unknown | Rating: 4.2
(ID: B008L0YMZU) Family Movie Marathon | Movies & TV > Boxed Sets > Comedy | Rating: 3.9
(ID: B00D69HTKQ) [Item: B00D69HTKQ] | Unknown | Rating: 4.6
(ID: B000V5RNWM) [Item: B000V5RNWM] | Unknown | Rating: 4.5
(ID: B00PPHEG80) [Item: B00PPHEG80] | Unknown | Rating: 2.7
(ID: B085RTJ2DG) Friday Night Dinner (Series 6) [ NON-USA FORMAT, PAL, Reg.2.4 Import - Italy ] | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00GR33L7S) Waterwalk | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B005QTNNTU) [Item: B005QTNNTU] | Unknown | Rating: 4.8
(ID: B000EZ7ZY0) The Fifth Element [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00009PJTI) Alien Predators 4 Movie Pack [DVD] | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.6
(ID: B000YFT0RK) [Item: B000YFT0RK] | Unknown | Rating: 3.5
(ID: B008Y789TU) [Item: B008Y789TU] | Unknown | Rating: 4.5
(ID: B000QFCD8Q) The Lookout [DVD] | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.2
(ID: B09LVWVG55) [Item: B09LVWVG55] | Unknown | Rating: 4.4
(ID: B006RXQ0JO) [Item: B006RXQ0JO] | Unknown | Rating: 4.5
(ID: B00C4E5OFG) Rose Tattoo - Live In 1993 From Boggo Road Jail | Music Videos and Concerts | Rating: 4.4
(ID: B00IIJIHFU) Zaytoun | Suspense > International > Inspiring | Rating: 4.2
(ID: 6300183203) Night Gallery The Premiere Collection Three Episodes VHS | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.3
(ID: B079HP11C8) Tudor Tales - Arbella Stuart | Documentary > Drama > Bleak | Rating: 2.7
(ID: B000006GOJ) The Living Daylights VHS | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: B01NAIHU70) [Item: B01NAIHU70] | Unknown | Rating: 4.3
(ID: B001LQNQLW) Estrellas de Lucha Libre: Noches de Tijuana | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00U591B7M) That the World May Know, Volume 11: Into the Desert to be Tested | Documentary | Rating: 4.8
(ID: 0792101421) Ten Commandments | Movies & TV > Movies | Rating: 4.8
(ID: B08LR16GRX) [Item: B08LR16GRX] | Unknown | Rating: 4.6
(ID: B00CTA5144) [Item: B00CTA5144] | Unknown | Rating: 2.8
(ID: B07QDVBBNJ) Pan Jinlian's Revenge | Comedy > Drama > Action | Rating: 2.4
(ID: B000I5SY5U) [Item: B000I5SY5U] | Unknown | Rating: 4.6
(ID: B000094J8P) Kung Fu Ace | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: 2503051715) Barney & Friends: Caring Means Sharing VHS | Movies & TV > Independently Distributed > Kids & Family | Rating: 4.7
(ID: B00002SSKS) The Big Brass Ring | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 3.9
(ID: B01LWANPNK) [Item: B01LWANPNK] | Unknown | Rating: 3.2
(ID: B000I0FWSC) [Item: B000I0FWSC] | Unknown | Rating: 4.4
(ID: B00005JA8B) Predator | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B00IRWQV1K) [Item: B00IRWQV1K] | Unknown | Rating: 4.5
(ID: B000054OTE) Pot O' Gold | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.3
(ID: B0015LPS28) Oban Star-Racers, Vol. 2: The Oban Cycle | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.7
(ID: B01IUTLBNW) [Item: B01IUTLBNW] | Unknown | Rating: 4.6
(ID: B002USEN6M) Tony MacAlpine: Shred Guitar | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.2
(ID: B07VKP11R3) [Item: B07VKP11R3] | Unknown | Rating: 4.7
(ID: B07TL1RH4T) [Item: B07TL1RH4T] | Unknown | Rating: 4.5
(ID: B01F7OLR4Q) [Item: B01F7OLR4Q] | Unknown | Rating: 4.5
(ID: B000NMZFIW) [Item: B000NMZFIW] | Unknown | Rating: 4.5
(ID: B003NRYMZQ) [Item: B003NRYMZQ] | Unknown | Rating: 4.7
(ID: B00HV0EBLG) The Mod Squad Season 3 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.0
(ID: B0006VY6MG) Rugby World Cup 2003 - New Zealand vs Wales | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B0000C66B7) Biker Boyz [Region 2] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00RT7FC6O) [Item: B00RT7FC6O] | Unknown | Rating: 4.9
(ID: B00606P05S) The Mighty | Movies & TV > Studio Specials > Miramax Home Entertainment | Rating: 4.7
(ID: B002UXYCYU) The Red Green Show: The Infantile Years, Seasons 1991-1993 | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B07CXYN96R) Lean On Pete | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B009KWL0YE) The Magic Christian | Movies & TV > Music Artists > The Beatles | Rating: 4.2
(ID: B004H3175I) [Item: B004H3175I] | Unknown | Rating: 4.8
(ID: B087P4XF1T) [Item: B087P4XF1T] | Unknown | Rating: 4.0
(ID: B019WMTLOW) Cathe Friedrich ICE Boot Camp Circuit Workout DVD For Women and Men - Use For Cardio, Upper Body, Lower Body, and Core Exercises - Also Includes Extra Premix Workouts & Bonus Abs, Cardio & Strength Routines | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.4
(ID: B074GC91GT) Kavanagh QC | Drama | Rating: 3.9
(ID: B0BQX39B3L) FredHeads: The Documentary | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.8
(ID: B073RBZT58) Seiji Ozawa at the Matsumoto Festival (special guest Martha Argerich) | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B002RBZN7U) A Complete Custom Electric Guitar Build | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.8
(ID: B002Q325VQ) [Item: B002Q325VQ] | Unknown | Rating: 4.4
(ID: B08Y5Y76LB) [Item: B08Y5Y76LB] | Unknown | Rating: 3.9
(ID: B000H6SY1E) The Best Of The Electric Company - Volume 2 | Movies & TV > Boxed Sets > Comedy | Rating: 4.8
(ID: B001DZ3I32) Backyard Basics - Football Tips from the Pros | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.0
(ID: B08QGMFPQG) [Item: B08QGMFPQG] | Unknown | Rating: 4.5
(ID: B0942QTXT7) [Item: B0942QTXT7] | Unknown | Rating: 4.4
(ID: B004NZQEJO) MGM Greatest Story Ever Told | Movies & TV > Movies | Rating: 4.3
(ID: B00M1563JE) Iron Man - Trilogie | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B000667GKA) Fat to Firm Fitness Ball Workout for Dummies [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B002JC9RMY) [Item: B002JC9RMY] | Unknown | Rating: 3.8
(ID: B0043GL15A) Arthur: D.W., Bossy Boots | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 5.0
(ID: B0000C23HM) WC: Bandana Swangin - All That Glitters Ain't Gold | Movies & TV > Genre for Featured Categories > Documentary | Rating: 5.0
(ID: B000TIL6IS) Robotrix (Remastered & Uncut Edition) DVD | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.2
(ID: B006ROGMTQ) [Item: B006ROGMTQ] | Unknown | Rating: 4.6
(ID: B001AIQ14A) Restraint | Movies & TV > Genre for Featured Categories > Drama | 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."
}
|
B07TKYVNFY
|
[Item: B07TKYVNFY]
| 1
|
AHP6HA5OEAEQYCHRZOGL2ZLCQBFA
|
overlapping_books_movies
|
B
|
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:
- Fallout (Lois Lane) | Books > Teen & Young Adult > Literature & Fiction | Rating: 5.0
- Weekend Sewing: More Than 40 Projects and Ideas for Inspired Stitching (Weekend Craft) | Books > Crafts, Hobbies & Home > Crafts & Hobbies | Rating: 2.0
- Kara Goucher's Running for Women: From First Steps to Marathons | Books > Health, Fitness & Dieting > Women's Health | Rating: 1.0
- Remember Me?: A Novel | Books > Literature & Fiction > Women's Fiction | Rating: 1.0
- Harry Potter and the Deathly Hallows (Book 7) | Books > Children's Books > Science Fiction & Fantasy | Rating: 3.0
- A Brother's Journey: Surviving a Childhood of Abuse | Books > Parenting & Relationships > Family Relationships | Rating: 5.0
### User's movies History:
- 30 Minutes to Fitness: Athletic Conditioning - Vol. 1 with Kelly Coffey-Meyer | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 5.0
- [Item: B006SV353O] | Unknown | Rating: 3.0
- The Closer You Get | Comedy > Charming > Playful | Rating: 5.0
- The Last Airbender | Movies & TV > Paramount Home Entertainment > Action & Adventure | Rating: 1.0
- Music From Another Room [DVD] | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 3.0
- Earth Girls Are Easy (Special Edition) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 5.0
- That '70s Show: Season 8 [DVD] | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 1.0
- The House Bunny | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 1.0
- Hook | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
- The Jane Austen Book Club | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 1.0
## List of Available Candidate Items:
[
(ID: B084WXK14C) [Item: B084WXK14C] | Unknown | Rating: 5.0
(ID: B006NVYQIC) [Item: B006NVYQIC] | Unknown | Rating: 4.5
(ID: B0002DRBX4) Office Space | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B00CUDD0LG) Hunted, the | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.7
(ID: B00009XN8D) Mozart Violin Concerto / Brahms Violin Concerto etc. / Nathan Milstein (EMI Classic Archive 13) [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B001Q72HEI) ANY GIVEN SUNDAY MOVIE | Movies & TV > Movies | Rating: 4.6
(ID: B0787QX23L) [Item: B0787QX23L] | Unknown | Rating: 4.1
(ID: B01L0TNG5K) The Evil Gene | Suspense > Horror > Cerebral | Rating: 3.7
(ID: B002GJWU0G) Audition (Two-Disc Collector's Edition) | Movies & TV > Cult Movies > Horror | Rating: 4.3
(ID: B08F6RC3N8) Brides of Dracula - Collector's Edition [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B0036G064A) The Virginian - Complete First Season on 10 DVDs - Limited Edition Embossed Collector's Tin! Plus Bonus Interview DVD! | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.8
(ID: B000MPM182) [Item: B000MPM182] | Unknown | Rating: 4.5
(ID: B01086IW4G) [Item: B01086IW4G] | Unknown | Rating: 4.6
(ID: B003KI6XU0) [Item: B003KI6XU0] | Unknown | Rating: 4.6
(ID: B006H6Y4L2) Ghost Hunters - The Complete Second Season (2nd) (Boxset) DVD | Movies & TV > Studio Specials > Sci Fi Channel | Rating: 4.4
(ID: B0040T72QM) Irene Huss: Episodes 4-6 | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.5
(ID: B008Y6YLBG) [Item: B008Y6YLBG] | Unknown | Rating: 4.5
(ID: B000SW2F4E) [Item: B000SW2F4E] | Unknown | Rating: 4.2
(ID: B004FN25FQ) Mississippi River Quest | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.3
(ID: B000OYNTGE) PRINCESS PEACOCK | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B0041G67YC) Scent of a Woman [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B07L4XM1NV) [Item: B07L4XM1NV] | Unknown | Rating: 3.0
(ID: B01A9MGFBG) [Item: B01A9MGFBG] | Unknown | Rating: 4.7
(ID: B00003CXV4) Sweet November | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.6
(ID: B01MQSYOBG) [Item: B01MQSYOBG] | Unknown | Rating: 4.4
(ID: B000Q365IC) Ozark Mountain Daredevils: The 1980 Reunion Concert. | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B001K98MI2) Gurren Lagann: Part 2 (Limited Edition) [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B07ZHMYKV6) [Item: B07ZHMYKV6] | Unknown | Rating: 4.7
(ID: B07N4BNZMW) Valmont | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.5
(ID: B00J3QG70O) DCU: Son of Batman (Two-Disc Special Edition) (2014) | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.7
(ID: B077HSQFDZ) Anastasia / Thumbelina | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B079NKRK66) [Item: B079NKRK66] | Unknown | Rating: 4.7
(ID: B01A47MXQM) [Item: B01A47MXQM] | Unknown | Rating: 4.8
(ID: B01C3NBNWA) [Item: B01C3NBNWA] | Unknown | Rating: 4.3
(ID: B00U0E8TEA) [Item: B00U0E8TEA] | Unknown | Rating: 4.6
(ID: B00KP7IFGE) One Direction: Reaching for the Stars Part 2 - The Next Chapter | Documentary | Rating: 4.2
(ID: B0026KX748) [Item: B0026KX748] | Unknown | Rating: 4.7
(ID: B095RWQX4B) A Quiet Place Part II | Suspense > Horror > Bleak | Rating: 4.6
(ID: B00MV4ZCK6) [Item: B00MV4ZCK6] | Unknown | Rating: 4.8
(ID: B0153006OQ) [Item: B0153006OQ] | Unknown | Rating: 3.8
(ID: B00AC1LI8K) [Item: B00AC1LI8K] | Unknown | Rating: 3.4
(ID: B000E1NX90) Edvard Munch | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.1
(ID: B004M9QNYW) Custers Last Stand | Movies & TV > Featured Categories > DVD | Rating: 3.1
(ID: B00A6N7PYU) [Item: B00A6N7PYU] | Unknown | Rating: 4.7
(ID: B00M97DM7A) The Virgin Queen - BBC [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.2
(ID: B00AD22VVG) Patty Duke Show: Still Rockin' In Brookl | Comedy | Rating: 4.3
(ID: B07SSHTKP6) [Item: B07SSHTKP6] | Unknown | Rating: 3.8
(ID: B004R9EWCW) Tangerine Dream - IZU - Live In Japan 2009 | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B01HP9H4K2) [Item: B01HP9H4K2] | Unknown | Rating: 2.7
(ID: B01MTO8BFH) Charlie Sheen's Winning Recipes | Comedy | Rating: 3.3
(ID: B0B8L8F24N) [Item: B0B8L8F24N] | Unknown | Rating: 4.5
(ID: B00N37Q6IW) AGE OF DECEIT 2: Alchemy and the Rise of the Beast Image (Disc One) | Movies & TV > Genre for Featured Categories > Faith & Spirituality | Rating: 4.2
(ID: B00BGQ2QRW) The Red Pony | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00QXW3XAS) [Item: B00QXW3XAS] | Unknown | Rating: 3.7
(ID: B001707AC8) [Item: B001707AC8] | Unknown | Rating: 3.1
(ID: B0056ANHP4) Carlos (The Criterion Collection) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B07WL8D9SV) [Item: B07WL8D9SV] | Unknown | Rating: 4.7
(ID: B07SG7D6ZG) [Item: B07SG7D6ZG] | Unknown | Rating: 5.0
(ID: B000XSGLG6) My Wife is a Gangster 3 (2006) Uncut DVD | Movies & TV > Movies | Rating: 4.5
(ID: B00QVOS9CU) Area 51: The CIA's Secret | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.2
(ID: B08BZ1PR91) The Good Dinosaur [Best Buy Collectible Steelbook] [4K Ultra HD/Blu-ray/Digital] [2019] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00BGZC8NU) [Item: B00BGZC8NU] | Unknown | Rating: 3.9
(ID: B00KF2HF7Y) [Item: B00KF2HF7Y] | Unknown | Rating: 4.6
(ID: 0972043314) Icons Of Evolution | Movies & TV > Fully Loaded DVDs > DTS | Rating: 4.1
(ID: B002WVK44C) [Item: B002WVK44C] | Unknown | Rating: 2.7
(ID: B007CZ31FM) Descendents | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B00TULHQH0) Louie: The Complete Season 4 | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.7
(ID: B00006LPDR) Shoeshine | Movies & TV > Movies | Rating: 4.5
(ID: B09KCQWS8R) [Item: B09KCQWS8R] | Unknown | Rating: 4.4
(ID: B001BBAVPG) The Original Faces of Death: 30th Anniversary Edition [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B004SBE5XK) Amazing Ways with Watercolour with Jean Haines DVD | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B004AOECV0) Gewandhausorchester Leipzig - Mendelssohn / Mussorgsky | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.4
(ID: B0064GKEXC) Vladimir Horowitz: The Video Collection | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B00O9ZSJMI) Nova: Emperor's Ghost Army | Movies & TV > Independently Distributed > Documentary | Rating: 4.7
(ID: B00R7FZ074) [Item: B00R7FZ074] | Unknown | Rating: 4.7
(ID: B01LFSJERA) [Item: B01LFSJERA] | Unknown | Rating: 4.8
(ID: B002V8RCLE) American Loggers (2 DVD Set) | Movies & TV > Movies | Rating: 4.5
(ID: B00SZLEN0O) A Celebration of Peace through Music | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B003IZOKVO) [Item: B003IZOKVO] | Unknown | Rating: 4.5
(ID: B0010AO7M6) Justice League: The New Frontier | Movies & TV > DC Comics Collection > DC Universe Animated Original Movies | Rating: 4.6
(ID: B0B8QF9F6H) [Item: B0B8QF9F6H] | Unknown | Rating: 4.5
(ID: B000MMLPGY) Puccini - Le Villi | Movies & TV > Musicals & Performing Arts > Classical | Rating: 3.3
(ID: B008YB1OG6) [Item: B008YB1OG6] | Unknown | Rating: 4.7
(ID: B0B8S6652B) [Item: B0B8S6652B] | Unknown | Rating: 3.4
(ID: B0070B9SBY) Dark Shadows Collection 17 | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B003P6E5Z2) [Item: B003P6E5Z2] | Unknown | Rating: 4.5
(ID: B07T2H9YLF) [Item: B07T2H9YLF] | Unknown | Rating: 4.5
(ID: B004C03THK) You Again | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0000DJYOB) Yoga Zone: Gentle Yoga for Beginners | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B014JD2KX8) Strauss: Elektra | Movies & TV > Musicals & Performing Arts > Classical | Rating: 3.6
(ID: B002QSG7E2) [Item: B002QSG7E2] | Unknown | Rating: 2.6
(ID: B005EN6XQS) The Engineering Circuit Analysis Tutor: Volume 1 -- 10 Hour Course! | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B01MV1XBP1) [Item: B01MV1XBP1] | Unknown | Rating: 4.1
(ID: B009LZE79A) [Item: B009LZE79A] | Unknown | Rating: 4.2
(ID: B00APUYWYA) [Item: B00APUYWYA] | Unknown | Rating: 4.7
(ID: B073WNY361) [Item: B073WNY361] | Unknown | Rating: 4.0
(ID: B01HHNR5YG) [Item: B01HHNR5YG] | Unknown | Rating: 2.8
(ID: B094Y7QMTF) [Item: B094Y7QMTF] | Unknown | Rating: 3.4
(ID: B00JRC1A8I) [Item: B00JRC1A8I] | Unknown | Rating: 4.2
(ID: B07JMPKK2W) Blue My Mind | Science Fiction > Suspense > Alienated | 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."
}
|
B079NKRK66
|
[Item: B079NKRK66]
| 5
|
AH2BXSRMTIXD5QCZEHD3BTWRGEVA
|
overlapping_books_movies
|
B
|
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 Essential Air Fryer Cookbook for Two: Perfectly Portioned Recipes for Healthier Fried Favorites | Books > Cookbooks, Food & Wine > Regional & International | Rating: 3.0
- The North American Indian: The Complete Portfolios | Books > Arts & Photography > Photography & Video | Rating: 1.0
- States and Capitals (Flash Kids Flash Cards) | Books > Children's Books > Geography & Cultures | Rating: 5.0
- The Sopranos Family Cookbook: As Compiled by Artie Bucco | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
- Christopher Lowell's You Can Do It! Small Spaces: Decorating to Make Every Inch Count | Books > Crafts, Hobbies & Home > Home Improvement & Design | Rating: 3.0
- The Magdalen | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- In the Midst of Life | Books > Mystery, Thriller & Suspense > Mystery | Rating: 5.0
### User's movies History:
- Law & Order - Criminal Intent - The Premiere Episode | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
- The Last Detective - Series 2 | Movies & TV > Genre for Featured Categories > Drama | Rating: 5.0
- Doc Martin Series 6 | Movies & TV > Featured Categories > DVD | Rating: 3.0
- Masterpiece Classic: Mr. Selfridge (UK Edition) | Movies & TV > Boxed Sets > Drama | Rating: 5.0
- The Catherine Cookson Anthology (Eight Disc Set) | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
- A Hazard of Hearts / Lady Hamilton | Movies & TV > Genre for Featured Categories > Drama | Rating: 1.0
- The Last Detective - Series 3 | Movies & TV > Genre for Featured Categories > Mystery & Thrillers | Rating: 5.0
- Crime Classics: 50 Pack [DVD] | Movies & TV > Boxed Sets > Action & Adventure | Rating: 3.0
- The Ray Bradbury Theater in Collectable Tin [DVD] | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B01MY6YTW1) Homeland Season 1-5 Bundle | Movies & TV > TV | Rating: 4.6
(ID: B06XDXH6YD) [Item: B06XDXH6YD] | Unknown | Rating: 4.5
(ID: B01BUI7EOA) [Item: B01BUI7EOA] | Unknown | Rating: 4.2
(ID: B00IHCHL3C) [Item: B00IHCHL3C] | Unknown | Rating: 4.2
(ID: 6300182029) Dr. Strange / Movie [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: 6301773659) Stroszek [VHS] | Movies & TV > Art House & International > By Country | Rating: 4.3
(ID: B00HWPZAK6) [Item: B00HWPZAK6] | Unknown | Rating: 4.5
(ID: 6302730597) Dark Shadows Bloopers VHS | Movies & TV > Cult Movies > Comedy | Rating: 4.2
(ID: B0001FGC06) The Adventures of Ma & Pa Kettle: Volume Two (At the Fair / On Vacation / At Home / At Waikiki) | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.7
(ID: 6301933869) The Return of Superfly VHS | Movies & TV > Cult Movies > Blaxploitation | Rating: 3.3
(ID: B005TZFZ8I) My Kingdom | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 3.9
(ID: B009NA6AH0) [Item: B009NA6AH0] | Unknown | Rating: 4.6
(ID: B00411HCEG) CSI: MIAMI - The Complete First Season On DVD | Movies & TV > TV | Rating: 4.7
(ID: B007R6UXAW) [Item: B007R6UXAW] | Unknown | Rating: 3.9
(ID: B00FGVS06Y) Totally Spies Season 3: Rank: Super Spies! | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.5
(ID: B0051MKN90) Bob Harper: Beginner's Weight Loss | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.1
(ID: B0049HOVCS) Ultimate Jordan | Movies & TV > Featured Categories > Blu-ray | Rating: 4.4
(ID: B0053DG1ES) [Item: B0053DG1ES] | Unknown | Rating: 4.0
(ID: B00KG2PJBM) [Item: B00KG2PJBM] | Unknown | Rating: 4.6
(ID: B091G5D814) [Item: B091G5D814] | Unknown | Rating: 3.8
(ID: B0B8T4FKVB) [Item: B0B8T4FKVB] | Unknown | Rating: 4.6
(ID: B0013FGZQO) Biography - Mary Kay Ash | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B0007IDUIO) Step It Off [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.6
(ID: B0042RNJUU) [Item: B0042RNJUU] | Unknown | Rating: 4.2
(ID: B0016CP2O0) Signs [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B015774S3A) [Item: B015774S3A] | Unknown | Rating: 3.4
(ID: B0002VEPS0) Mary Poppins VHS | Movies & TV > Disney Home Video > All Disney Titles | Rating: 4.8
(ID: B07P75QX3V) [Item: B07P75QX3V] | Unknown | Rating: 4.2
(ID: B07B54GR5V) [Item: B07B54GR5V] | Unknown | Rating: 4.6
(ID: B07QTJVQRZ) [Item: B07QTJVQRZ] | Unknown | Rating: 4.5
(ID: B0041KWAI0) Jeff Wayne's Musical Version Of The War Of The Worlds (2 Dvd) - IMPORT | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B00HUVOLEI) Dallas Buyers Club [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B009GX74YW) [Item: B009GX74YW] | Unknown | Rating: 4.8
(ID: B08W397YLF) [Item: B08W397YLF] | Unknown | Rating: 4.1
(ID: B016DPDBKG) My Life Over The Top | Documentary > Special Interest | Rating: 3.9
(ID: 6304473982) National Geographic's Braving Alaska VHS | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.0
(ID: B0B7CFTBHN) [Item: B0B7CFTBHN] | Unknown | Rating: 4.9
(ID: B0077PBPY6) Birdsong: Masterpiece Classic [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.3
(ID: 1631212583) Rick Steves Europe: The Complete Collection 2000-2016 | Movies & TV > Movies | Rating: 4.8
(ID: B09QG1NRWP) [Item: B09QG1NRWP] | Unknown | Rating: 4.4
(ID: B07WSBLCPL) [Item: B07WSBLCPL] | Unknown | Rating: 3.6
(ID: B00FXEXCEE) The Gamers: Director's Cut ( Dvd) | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.9
(ID: B004JMSISQ) Piece of Cake | Movies & TV > Boxed Sets > Drama | Rating: 4.0
(ID: B000Y11BC6) Shanghai Noon / Shanghai Knights | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00170F0VQ) [Item: B00170F0VQ] | Unknown | Rating: 3.0
(ID: 6301971558) Mogambo [VHS] | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.5
(ID: 6305337837) Larry Bird:Basketball Legend VHS | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.5
(ID: B0063B29Q8) [Item: B0063B29Q8] | Unknown | Rating: 4.9
(ID: B00NFDEM26) [Item: B00NFDEM26] | Unknown | Rating: 4.1
(ID: 1596687282) Metalsmith Essentials - Setting Stones With Bezels | Movies & TV > Movies | Rating: 4.6
(ID: B07T91VKCJ) [Item: B07T91VKCJ] | Unknown | Rating: 4.4
(ID: 6302320488) The Quiet Man [VHS] | Movies & TV > Boxed Sets > Comedy | Rating: 4.8
(ID: B009EEQOG2) Daredevil | Drama > Action > Electrifying | Rating: 4.4
(ID: B07NRLMZG4) [Item: B07NRLMZG4] | Unknown | Rating: 1.6
(ID: B07PN2Q1C9) [Item: B07PN2Q1C9] | Unknown | Rating: 4.4
(ID: 078884461X) Spirited Away | Movies & TV > Movies | Rating: 4.9
(ID: B000KZHQAM) [Item: B000KZHQAM] | Unknown | Rating: 4.6
(ID: B00KX9HGGO) From Vegas to Macau | Movies & TV > Featured Categories > Blu-ray | Rating: 2.0
(ID: B01HSSZYH0) [Item: B01HSSZYH0] | Unknown | Rating: 3.7
(ID: B075RSQM24) [Item: B075RSQM24] | Unknown | Rating: 4.5
(ID: B00FJUL9I8) [Item: B00FJUL9I8] | Unknown | Rating: 4.6
(ID: 630500661X) Senseless [VHS] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.5
(ID: B003OUMOI4) And God Spoke | Comedy > Campy | Rating: 3.9
(ID: B01GGMO9DY) [Item: B01GGMO9DY] | Unknown | Rating: 4.5
(ID: B00117DM10) Mayerling | Movies & TV > Movies | Rating: 3.7
(ID: B01KGTYMF8) [Item: B01KGTYMF8] | Unknown | Rating: 5.0
(ID: B009DS5OEM) Midsomer Murders, Set 22 | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B076VXJ5GM) [Item: B076VXJ5GM] | Unknown | Rating: 3.5
(ID: B000N6KC7C) [Item: B000N6KC7C] | Unknown | Rating: 4.6
(ID: B075MTMGTC) [Item: B075MTMGTC] | Unknown | Rating: 3.5
(ID: B00019G43M) The Complete Beatrix Potter Collection, Vol. 2 [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.8
(ID: B005VQSINO) The First Blast of the Trumpet Against the Monstrous Regiment of Women | Movies & TV > Movies | Rating: 4.4
(ID: 0790742454) Mr. Wonderful | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B08GJRFYMD) [Item: B08GJRFYMD] | Unknown | Rating: 4.2
(ID: B009KUGQRW) Mr Bricks: A Heavy Metal Murder Musical | Movies & TV > Independently Distributed > Drama | Rating: 4.4
(ID: B07PWJ2W46) [Item: B07PWJ2W46] | Unknown | Rating: 4.2
(ID: B0096PBCXY) That's What She Said | Movies & TV > Fully Loaded DVDs > DTS | Rating: 3.4
(ID: B08KL3G2LN) Divided States of America | Talk Show and Variety | Rating: 3.7
(ID: 6303050085) Balalaika | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.7
(ID: B013SLO5TY) [Item: B013SLO5TY] | Unknown | Rating: 4.4
(ID: B000I8OOG0) Stalker: A Film by Andrei Tarkovsky | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
(ID: B01IWM48F0) [Item: B01IWM48F0] | Unknown | Rating: 4.1
(ID: B077W1KZWW) [Item: B077W1KZWW] | Unknown | Rating: 4.0
(ID: B07KQPK6KX) [Item: B07KQPK6KX] | Unknown | Rating: 3.9
(ID: B0055J37NS) [Item: B0055J37NS] | Unknown | Rating: 4.0
(ID: B078N6TD4N) [Item: B078N6TD4N] | Unknown | Rating: 4.5
(ID: B001NDLEJO) 9/11 Commemorative Set | Movies & TV > A&E Home Video > All A&E Titles | Rating: 4.4
(ID: B071DNMV2R) Instant Death | Comedy > Action > Fun | Rating: 3.4
(ID: 0792845439) Kiss the Sky | Movies & TV > MGM Home Entertainment > All MGM Titles | Rating: 4.2
(ID: B01MAW9B17) [Item: B01MAW9B17] | Unknown | Rating: 4.8
(ID: B077HY7DNH) Peaky Blinders Series 1-4 Boxset [DVD] | Movies & TV > TV | Rating: 3.9
(ID: B009IQG5L0) Heavyweights [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B004V2E87E) The Kennedys | Drama > Historical > Romance | Rating: 4.7
(ID: 6303080960) They Watch | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B000A2XA5U) Ah! My Goddess - Always and Forever (Vol. 1) + Series Box [DVD] | Movies & TV > Boxed Sets > Anime | Rating: 4.3
(ID: B004KL0OW4) iCarly: Season 2, Volume Three | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B000MRKQG4) Basic Instruction Wavemaster - Skills, Drills, and Fitness Workouts | Movies & TV > Movies | Rating: 3.2
(ID: B08CKXRD9X) [Item: B08CKXRD9X] | Unknown | Rating: 3.0
(ID: B00HCR8VFA) Scooby-Doo!: Wrestlemania Mystery (BLU-RAY+DVD+DIGITAL HD) | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B006TLZWMA) [Item: B006TLZWMA] | 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."
}
|
B077HY7DNH
|
Peaky Blinders Series 1-4 Boxset [DVD]
| 5
|
AFVKLP67T2EEGEMKVAGBU4XGP6BQ
|
overlapping_books_movies
|
B
|
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 Coming Collapse of China | Books > Travel > Asia | Rating: 4.0
- Big Agenda: President Trump's Plan to Save America | Books > Politics & Social Sciences > Politics & Government | Rating: 3.0
- An Ordinary Spy: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 2.0
- Unreal Engine 4 Game Development in 24 Hours, Sams Teach Yourself | Books > Computers & Technology > Programming | Rating: 3.0
- The Way of the Strangers: Encounters with the Islamic State | Books > Politics & Social Sciences > Social Sciences | Rating: 3.0
- The Last Mimzy: Stories | Books > Literature & Fiction > Short Stories & Anthologies | Rating: 3.0
- Windows 7 Inside Out, Deluxe Edition | Books > Computers & Technology > Operating Systems | Rating: 3.0
### User's movies History:
- [Item: B00IK9I6XG] | Unknown | Rating: 4.0
- A Christmas Story | Comedy > Nostalgic > Sentimental | Rating: 5.0
- [Item: B00B8PCLTY] | Unknown | Rating: 4.0
- [Item: B006IVYBLY] | Unknown | Rating: 5.0
- The Sopranos | Drama > Suspense | Rating: 5.0
- [Item: B006IVYBGO] | Unknown | Rating: 5.0
- [Item: B006IVJXHQ] | Unknown | Rating: 4.0
- The Spanish Earth | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.0
- [Item: B006IVTP1U] | Unknown | Rating: 5.0
- [Item: B006IX9C6G] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B005SJGI8Q) Doctor Who: Spearhead from Space (Story 51) - Special Edition | Movies & TV > BBC > All BBC Titles | Rating: 4.7
(ID: B001RPZDX6) Mozart: Così fan tutte | Movies & TV > Musicals & Performing Arts > Classical | Rating: 3.7
(ID: B00JFQA87K) [Item: B00JFQA87K] | Unknown | Rating: 3.0
(ID: B0039HW0HM) Rugrats: Character Collections | Comedy > Animation > Adventure | Rating: 4.3
(ID: B0761GXCSP) [Item: B0761GXCSP] | Unknown | Rating: 4.3
(ID: B079395S6X) [Item: B079395S6X] | Unknown | Rating: 4.3
(ID: 6303224652) Ziegfeld Follies | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 4.4
(ID: B00ZQGSQBS) [Item: B00ZQGSQBS] | Unknown | Rating: 4.8
(ID: B006HFXFAY) Borgia Faith And Fear: Season 1 [DVD] | Movies & TV > Boxed Sets > Drama | Rating: 4.6
(ID: B08XXNQP52) Hallmark 2-Movie Collection: Beverly Hills Wedding & My Best Friend's Bouquet | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B08KQS2Z12) Roman Holiday [Remastered Blu-ray] [2020] [Region Free] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B006T5JZ4M) Age of Deceit: Fallen Angels and the New World Order | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.4
(ID: B07KX7ZPPX) Bing's Treasures Movie Pack Classics Holiday Inn Fred Astaire + Irving Berlin's White Christmas Crosby Diamond DVD Edition Double Feature | Movies & TV > Holidays & Seasonal > Christmas | Rating: 5.0
(ID: B073PW7S8L) Score: A Film Music Documentary [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B01K3FU966) [Item: B01K3FU966] | Unknown | Rating: 4.5
(ID: B01A2X6YZO) [Item: B01A2X6YZO] | Unknown | Rating: 3.6
(ID: B08T61LYZG) [Item: B08T61LYZG] | Unknown | Rating: 4.8
(ID: B00ST1N040) [Item: B00ST1N040] | Unknown | Rating: 4.2
(ID: B0026WOL8W) Few Good Men, a / Jerry Maguire - Set | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.6
(ID: B015FPEZ28) [Item: B015FPEZ28] | Unknown | Rating: 4.1
(ID: 1878019058) Awaken to the Eternal: Nisargadatta Maharaj -- A Journey of Self-Discovery [VHS] | Movies & TV > Genre for Featured Categories > Faith & Spirituality | Rating: 4.9
(ID: B00TM22YR4) [Item: B00TM22YR4] | Unknown | Rating: 4.2
(ID: B075XD9B6Y) [Item: B075XD9B6Y] | Unknown | Rating: 3.6
(ID: 6305089795) Amazon Women on the Moon | Movies & TV > Cult Movies > Comedy | Rating: 4.6
(ID: B00DNLZRQA) Family Fun Christmas Collection Movie 6 Pack (A Golden Christmas, A Golden Christmas: The Second Tail, The Santa Incident, The Santa Trap, The Night Before the Night Before Christmas, The Boy Who Saved Christmas) | Movies & TV > Holidays & Seasonal > Christmas | Rating: 3.9
(ID: B07M9NR94V) The Deuce: Season 2 2018 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.3
(ID: B072PV7LJT) [Item: B072PV7LJT] | Unknown | Rating: 3.2
(ID: B00AU7LUKM) Wild America | Documentary > Special Interest | Rating: 4.7
(ID: B009CGGA9I) [Item: B009CGGA9I] | Unknown | Rating: 4.8
(ID: B009YRDDAO) The Closer: Cast & Creators Live at the Paley Center | Action > Drama | Rating: 3.8
(ID: B07J5872PL) [Item: B07J5872PL] | Unknown | Rating: 4.5
(ID: B009RFAZZE) [Item: B009RFAZZE] | Unknown | Rating: 4.2
(ID: B0023BZ64Y) Severed Ways | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 2.9
(ID: B081WQS95R) American Experience: The Poison Squad | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B00ANB3738) The Curious Case of Benjamin Button (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B0013TNS1K) A Human Search - The Life of Father Bede Griffiths | Movies & TV > Movies | Rating: 5.0
(ID: B07SG82P85) [Item: B07SG82P85] | Unknown | Rating: 5.0
(ID: B08CFLB212) [Item: B08CFLB212] | Unknown | Rating: 4.8
(ID: B000A1OFYG) Gunslinger's Revenge | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.1
(ID: B0028S1100) Adam 12: Season 3 | Movies & TV > Boxed Sets > Drama | Rating: 4.9
(ID: B00VO7UYBS) [Item: B00VO7UYBS] | Unknown | Rating: 3.1
(ID: B000F7MG1O) Crochet Fashions In Motion (Leisure Arts #3912) | Movies & TV > Featured Categories > DVD | Rating: 3.7
(ID: 6304712987) Lethal Weapon 3 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B004P29LD6) Mystic Pizza (WS/BD) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B005TZFZBU) How to Die in Oregon | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00404ME24) Sondheim! The Birthday Concert [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00B15ND2U) [Item: B00B15ND2U] | Unknown | Rating: 4.8
(ID: B00BQ9JFUK) [Item: B00BQ9JFUK] | Unknown | Rating: 4.2
(ID: B00ARANA00) [Item: B00ARANA00] | Unknown | Rating: 4.3
(ID: B007EJDGX8) [Item: B007EJDGX8] | Unknown | Rating: 4.6
(ID: B0026R9A24) On Borrowed Time | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B0009Y582M) The Seven Magnificent Gladiators | Movies & TV > Studio Specials > MGM Home Entertainment | Rating: 3.5
(ID: B081WQT3Z9) Rescue From Gilligan’s Island | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B016J7LHA4) [Item: B016J7LHA4] | Unknown | Rating: 3.5
(ID: B0013D8M30) Dance Off The Inches: Belly Dance [DVD] | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.2
(ID: B00T0G6HMK) [Item: B00T0G6HMK] | Unknown | Rating: 4.5
(ID: B000GFLKDU) Kill Zone | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.6
(ID: B00REK1ZJO) Still the One [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B002AMW108) The Marvelous Misadventures of Flapjack, Vol. 1 | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B07RFRYKGK) [Item: B07RFRYKGK] | Unknown | Rating: 4.2
(ID: B000LC52BO) Julius Caesar | Movies & TV > Shakespeare on DVD Store > The Works | Rating: 4.4
(ID: B009GMI4HO) East is East / West is West Double Pack [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B00AXATX9G) McCall's Quilting Inspire, Design, Create, Quilting DVD Collection: Artistic Ideas and Design Techniques | Movies & TV > Movies | Rating: 5.0
(ID: B06XC95GKV) [Item: B06XC95GKV] | Unknown | Rating: 4.5
(ID: B009C47XRS) Being: Liverpool | Unscripted > Drama > Sports | Rating: 4.1
(ID: B01HMZGKIQ) [Item: B01HMZGKIQ] | Unknown | Rating: 4.7
(ID: B00FEBZ8RK) [Item: B00FEBZ8RK] | Unknown | Rating: 2.9
(ID: B00005RCD7) Rossini: Il Barbiere di Siviglia (The Barber of Seville) | Movies & TV > Musicals & Performing Arts > Classical | Rating: 4.4
(ID: B001VNVB2G) Double Feature Bill & Ted's Excellent Adventure / Bill & Ted's Bogus Journey | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B00OPX685O) The Taking of Deborah Logan | Suspense > Horror > Atmospheric | Rating: 3.9
(ID: B08MWNGKKN) [Item: B08MWNGKKN] | Unknown | Rating: 4.8
(ID: B000062XG0) The Man From Snowy River | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.8
(ID: B00NWFDZNY) English Royalty: A Guide for the Rest of Us | Movies & TV > Independently Distributed > Documentary | Rating: 3.1
(ID: B000MWKCFO) John Mellencamp | Movies & TV > Genre for Featured Categories > Romance | Rating: 4.5
(ID: B0159EZL78) Flexibility Yoga For Beginners | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.5
(ID: B0190TLE4C) [Item: B0190TLE4C] | Unknown | Rating: 4.9
(ID: B0088FS36M) Ancient Alien Question: From UFOs to Extraterrestrial Visitations | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: 6303048218) Point | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.6
(ID: B0009GX1Y2) Innocent Victims | Movies & TV > Independently Distributed > Drama | Rating: 4.6
(ID: B01DT1HAEU) [Item: B01DT1HAEU] | Unknown | Rating: 4.4
(ID: B000099T4H) Purpose | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.7
(ID: B01CCNKR14) [Item: B01CCNKR14] | Unknown | Rating: 4.8
(ID: B00NJ7MDN8) [Item: B00NJ7MDN8] | Unknown | Rating: 3.2
(ID: B079JW3DLC) [Item: B079JW3DLC] | Unknown | Rating: 4.1
(ID: B000K3K8YU) Better Days w/CD Soundtrack DVD Surf Surfing Video | Movies & TV > Movies | Rating: 5.0
(ID: B002CA68N4) Menace II Society: Deluxe Edition (DVD) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B002C39T2S) Billy Jack [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B08XJD3BT5) [Item: B08XJD3BT5] | Unknown | Rating: 3.4
(ID: B00140PK82) In the Name of the King - A Dungeon Siege Tale | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 3.8
(ID: 1612387225) Rick Steves' Italy's Cities DVD & Blu-Ray 2000 2014 | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B018WU9Z14) [Item: B018WU9Z14] | Unknown | Rating: 3.6
(ID: B005VMVV7I) [Item: B005VMVV7I] | Unknown | Rating: 3.2
(ID: B01MUEJN9Q) Humans | Science Fiction | Rating: 4.6
(ID: B019HR565A) [Item: B019HR565A] | Unknown | Rating: 4.4
(ID: B09JBQDNZX) Try Harder | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.4
(ID: B00AJUG5XM) [Item: B00AJUG5XM] | Unknown | Rating: 4.7
(ID: B0163AOTYI) Noel [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B0095R6GY8) [Item: B0095R6GY8] | Unknown | Rating: 4.8
(ID: B0013ERFGE) Mad Money | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B000EJ15X8) Legend of the Sacred Stone | Movies & TV > Movies | Rating: 5.0
]
## Reasoning Process
1. **Analyze**: Identify cross-domain preference patterns (e.g., Genre transfer, visual style).
2. **Map**: Connect source domain features to target domain candidates.
3. **Evaluate**: Select the best item based on alignment, diversity, and quality.
## Output Format
Provide the result as a JSON object containing the best recommended item:
{
"rank": 1,
"item_id": "{Unique_Item_ID}",
"title": "{Item_Title}",
"confidence_score": <float 1.0-10.0>,
"rationale": "Detailed explanation of why this item matches user preferences."
}
|
B01CCNKR14
|
[Item: B01CCNKR14]
| 5
|
AGIEBRUJ3TJLINUQJ3J74APV47QA
|
overlapping_books_movies
|
B
|
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:
- Alternate Oscars | Books > Arts & Photography > Performing Arts | Rating: 4.0
- The Ultimate Book of Gangster Movies: Featuring the 100 Greatest Gangster Films of All Time | Books > Humor & Entertainment > Movies | Rating: 4.0
- The Shootist | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Joe Bob Goes To the Drive-In | Books > Literature & Fiction > Humor & Satire | Rating: 5.0
- Ask a Mexican | Books > Politics & Social Sciences > Social Sciences | Rating: 2.0
- William Shakespeare's Star Wars: Verily, A New Hope | Books > Humor & Entertainment > Humor | Rating: 1.0
- Iconic America: A Roller-Coaster Ride through the Eye-Popping Panorama of American Pop Culture | Books > Arts & Photography > Graphic Design | Rating: 5.0
- Mostly Bob | Books > Crafts, Hobbies & Home > Pets & Animal Care | Rating: 1.0
### User's movies History:
- Taxi: The Complete Series | Movies & TV > Paramount Home Entertainment > Boxed Sets | Rating: 4.0
- Plan 9 from Outer Space | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.0
- Logan's Run [DVD] | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.0
- Rio Lobo | Movies & TV > John Wayne Store > All Titles | Rating: 2.0
- Sneakers | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.0
- A Soldier's Story | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 5.0
- Star Trek II: The Wrath of Khan - The Director's Cut (Two-Disc Special Collector's Edition) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 5.0
- Star Trek: The Motion Picture, The Director's Cut (Special Collector's Edition) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 3.0
- Sherlock: Season 1 | Movies & TV > BBC > All BBC Titles | Rating: 4.0
- Xanadu | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B09JWWCX2T) [Item: B09JWWCX2T] | Unknown | Rating: 4.9
(ID: B00BWB7MK2) The Happiness Advantage - Shawn Achor: DVD | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 4.2
(ID: B00ELQ5KHM) [Item: B00ELQ5KHM] | Unknown | Rating: 3.6
(ID: B01C6H8CLS) Best of 4K (4K UHD) | Movies & TV > Blu-ray > Movies | Rating: 3.8
(ID: B01L0SJJPW) [Item: B01L0SJJPW] | Unknown | Rating: 4.1
(ID: B00R4SM4GO) Sharky's Machine (BD) [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B074M5DX8N) [Item: B074M5DX8N] | Unknown | Rating: 4.3
(ID: B0000640YY) Teletubbies - Silly Songs and Funny Dances [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.3
(ID: B0054WPWVG) Miami Rhapsody [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B003NNCLAS) If Looks Could Kill | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.7
(ID: B009ZWLA2Q) Basket Case Trilogy 'Limited Edition Steelbook | Basket Case / Basket Case 2 / Basket Case 3: The Progeny' (Blu-ray) 'Region Free' | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B073QSF9BX) [Item: B073QSF9BX] | Unknown | Rating: 3.4
(ID: B01M0G9DSH) [Item: B01M0G9DSH] | Unknown | Rating: 4.8
(ID: B0009N7LDW) Googol Power: Multiplication Vacation DVD | Movies & TV > Musicals & Performing Arts > Independently Distributed | Rating: 3.0
(ID: B01N15KTSI) Game of Thrones: Seasons 3 & 4 [DVD] | Movies & TV > HBO > All HBO Titles | Rating: 4.8
(ID: B01MS6K8IX) [Item: B01MS6K8IX] | Unknown | Rating: 4.5
(ID: B00A2YATSC) Bubba Ho-Tep | Suspense > Comedy > Campy | Rating: 4.5
(ID: B00C92YYWW) [Item: B00C92YYWW] | Unknown | Rating: 4.1
(ID: B01LYWGDX7) [Item: B01LYWGDX7] | Unknown | Rating: 4.9
(ID: B01LWZDNTF) [Item: B01LWZDNTF] | Unknown | Rating: 4.7
(ID: B000ESSTJM) Tube Guitar Amplifier Servicing & Overhaul | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B00000F3KV) Flesh & Blood [VHS] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B00016MT2K) Saint Seiya (Volume 3) [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 5.0
(ID: B073LWG7HZ) The Bad Batch - Blu Ray | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B08B1LY7Q6) [Item: B08B1LY7Q6] | Unknown | Rating: 4.1
(ID: B00009MEDP) Kylie Minogue: On the Go - Live in Japan | Movies & TV > Featured Categories > DVD | Rating: 3.8
(ID: B00D9EJFZA) Movies 4 You - Sci Fi Classics (The Man from Planet X / Beyond the Time Barrier / The Time Travelers / The Angry Red Planet) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
(ID: B09PQ6J5L1) WWE: Royal Rumble 2022 | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: B01LTHNC8Y) Revolutionary | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B07C8FCKBP) The Seekers: The Legendary Television Specials | Movies & TV > Movies | Rating: 4.1
(ID: B0B5N2JG34) [Item: B0B5N2JG34] | Unknown | Rating: 4.2
(ID: B006GLMYYM) Oz | Drama > Suspense | Rating: 4.5
(ID: B00F3MM6AC) 10 Years of Westlife: Live at Croke Park | Movies & TV > Movies | Rating: 4.4
(ID: B003BDPYR2) Utopia | Comedy > Special Interest > Playful | Rating: 4.4
(ID: B00000620Z) 20,000 Leagues Under the Sea [VHS] | Movies & TV > Featured Categories > Prime Video | Rating: 4.7
(ID: B00ENYU08G) [Item: B00ENYU08G] | Unknown | Rating: 3.4
(ID: B0002CTSUY) Purple Rain (Two-Disc Special Edition) | Movies & TV > Today's Deals > Spotlight Deals | Rating: 4.8
(ID: B0000CEJH5) Bouncin' in the House | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 3.3
(ID: B007XEXWO2) Thailand Enchanted Kingdom Blu-ray | Movies & TV > Featured Categories > Blu-ray | Rating: 3.5
(ID: B004QHELG2) [Item: B004QHELG2] | Unknown | Rating: 2.6
(ID: B079PTH88C) VeggieTales: Beauty and the Beet [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.9
(ID: B0146DRC02) [Item: B0146DRC02] | Unknown | Rating: 4.2
(ID: B004H3508S) [Item: B004H3508S] | Unknown | Rating: 3.6
(ID: B0000DZ3G3) The Misadventures Of Merlin Jones | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
(ID: B0017XOFCS) Garfield's Funfest | Movies & TV > Studio Specials > 20th Century Fox Home Entertainment | Rating: 4.6
(ID: B002UPUPPS) [Item: B002UPUPPS] | Unknown | Rating: 4.3
(ID: B00RVYQY1C) [Item: B00RVYQY1C] | Unknown | Rating: 4.2
(ID: B00J3ZPV1G) Cowgirls 'n Angels 2: Dakota's Summer | Drama > Emotional > Heartwarming | Rating: 4.6
(ID: B0029XFNA8) Miracle on 34th Street | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B00PTDWFX8) Petite Feet: Ballet Adventures with Liz - The Alphabet Jungle | Movies & TV > Musicals & Performing Arts > Ballet & Dance | Rating: 4.4
(ID: B07YM57JLT) [Item: B07YM57JLT] | Unknown | Rating: 4.7
(ID: B00005NKSE) Children of the Living Dead | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 3.2
(ID: 6304830173) Little Bear - Parties & Picnics [VHS] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.7
(ID: B000ZLFBM6) You've Got Mail (Deluxe Edition) | Movies & TV > Movies | Rating: 4.8
(ID: B0000060TP) Dink the Little Dinosaur:Shyler's Fri VHS | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.2
(ID: B003I87O4Q) Galaxy Of Terror: Roger Corman's Cult Classics [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B09VPDT182) [Item: B09VPDT182] | Unknown | Rating: 5.0
(ID: B00F88GO36) [Item: B00F88GO36] | Unknown | Rating: 4.6
(ID: B00HF5J9XW) Monster High: Frights, Camera, Action! | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B0000X61X2) The Greatest Sci-Fi Cartoons of All Time | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B004WDP592) [Item: B004WDP592] | Unknown | Rating: 4.6
(ID: B07XB2F7F3) Adrift (Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B000LPS2UE) Obsession | Movies & TV > Independently Distributed > Drama | Rating: 4.4
(ID: B000Y4CHOY) [Item: B000Y4CHOY] | Unknown | Rating: 4.0
(ID: B00005NOOM) The Personals | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.0
(ID: B00R9HWYLU) Wild Orchid | Movies & TV > Blu-ray > Movies | Rating: 4.4
(ID: B07L9CLLKH) [Item: B07L9CLLKH] | Unknown | Rating: 4.8
(ID: B004YKX0O0) [Item: B004YKX0O0] | Unknown | Rating: 4.3
(ID: B000MTEKGO) Saint Rita | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B01LX9971J) [Item: B01LX9971J] | Unknown | Rating: 3.0
(ID: B00005RZR8) Queenie | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B00FXNNQG4) [Item: B00FXNNQG4] | Unknown | Rating: 4.6
(ID: B0B5YDLVG2) [Item: B0B5YDLVG2] | Unknown | Rating: 4.6
(ID: B00ARWDS64) Adelaide Di Borgogna | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.0
(ID: B013OUGLDW) Nativity Triple Film Collection [DVD] [2015] | Movies & TV > Movies | Rating: 4.7
(ID: B07LG1CBHS) Big Kill [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B00WIUWJZY) Wyrmwood: Road of the Dead | Horror > Action > Exciting | Rating: 4.4
(ID: B00MQZE7TW) Bread and Tulips / Pane e Tulipani | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.6
(ID: B0010DYK0C) American Farm | Movies & TV > Independently Distributed > Documentary | Rating: 4.3
(ID: B08MWPQHGW) [Item: B08MWPQHGW] | Unknown | Rating: 4.2
(ID: B00141I5IS) [Item: B00141I5IS] | Unknown | Rating: 4.3
(ID: B096WNXX3S) "Eli Roth's History of Horror, Season 2" | Movies & TV > Blu-ray > TV | Rating: 4.8
(ID: B01E98PFBM) [Item: B01E98PFBM] | Unknown | Rating: 3.0
(ID: B0054JELRU) The Defenders: The DVD Edition | Movies & TV > Paramount Home Entertainment > Drama | Rating: 4.1
(ID: B000WC08I0) Abide With Me Audio | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 5.0
(ID: B079VDN8C1) [Item: B079VDN8C1] | Unknown | Rating: 3.8
(ID: B00O330NTS) [Item: B00O330NTS] | Unknown | Rating: 4.8
(ID: B07JJR3HCF) [Item: B07JJR3HCF] | Unknown | Rating: 4.0
(ID: B07Z6LGNSS) [Item: B07Z6LGNSS] | Unknown | Rating: 3.9
(ID: B0087ITAHG) Safety Not Guaranteed | Movies & TV > First to Know > Movies | Rating: 4.5
(ID: B07BRLSF59) [Item: B07BRLSF59] | Unknown | Rating: 4.5
(ID: B00005R5EQ) Shattered Trust: The Shari Karney Story | Movies & TV > Movies | Rating: 4.0
(ID: B01GWC194U) Shooter (Widescreen Edition) by Mark Wahlberg | Movies & TV > Movies | Rating: 4.7
(ID: B005STRM8Q) September 30, 1955 | Movies & TV > Studio Specials > Universal Studios Home Entertainment | Rating: 4.1
(ID: B09J6Y8VHS) Jurassic World One 1 & Jurassic World Two 2 Fallen Kingdom Double Feature 2 DVD Set Chris Pratt Includes Velociraptor Glossy Print Art Card | Movies & TV > Movies | Rating: 4.7
(ID: 6304312040) Deadly Matrimony | Movies & TV > Movies | Rating: 4.1
(ID: B015GN4WC2) [Item: B015GN4WC2] | Unknown | Rating: 4.6
(ID: 6303921086) Sorority Babes in the Slimebow | Movies & TV > Cult Movies > Full Moon Video | Rating: 4.4
(ID: B07GC6KTY4) [Item: B07GC6KTY4] | Unknown | Rating: 2.6
(ID: B001S3GDVS) The Truman Show | Movies & TV > Featured Categories > Blu-ray | 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."
}
|
B00D9EJFZA
|
Movies 4 You - Sci Fi Classics (The Man from Planet X / Beyond the Time Barrier / The Time Travelers / The Angry Red Planet)
| 3
|
AFBDQDAKHLFPAMNQCHIR734E2JLA
|
overlapping_books_movies
|
B
|
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:
- Empty Mansions: The Mysterious Life of Huguette Clark and the Spending of a Great American Fortune | Books > Biographies & Memoirs > Community & Culture | Rating: 4.0
- The Orphan Master's Son: A Novel (Pulitzer Prize for Fiction) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 5.0
- Under the Wide and Starry Sky: A Novel | Books > Literature & Fiction > Genre Fiction | Rating: 3.0
- Plato and a Platypus Walk into a Bar . . .: Understanding Philosophy Through Jokes | Books > Humor & Entertainment > Humor | Rating: 2.0
- Crazy Rich: Power, Scandal, and Tragedy Inside the Johnson & Johnson Dynasty | Books > Biographies & Memoirs > Leaders & Notable People | Rating: 2.0
- Pompeii: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 4.0
### User's movies History:
- [Item: B00OGM3TVK] | Unknown | Rating: 4.0
- [Item: B00O1SDDOW] | Unknown | Rating: 4.0
- [Item: B00LCFHY3S] | Unknown | Rating: 5.0
- Orphan Black | Science Fiction > Drama | Rating: 5.0
- [Item: B00IWYI0SA] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B0011FDVEK) 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: 3.3
(ID: B074FDB5YY) Secrets | Comedy > Horror | Rating: 3.3
(ID: B0000950WI) The Business of Fancydancing | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B017OAUTDQ) [Item: B017OAUTDQ] | Unknown | Rating: 4.0
(ID: B00WU7VM8K) Ray Mears: Ultimate Survival Guide - Series 1 and 2 | Movies & TV > BBC > All BBC Titles | Rating: 4.1
(ID: B003757W4C) Sudden Fear [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B002N5N5PM) Parks and Recreation: Season 2 | Movies & TV > Featured Categories > DVD | Rating: 4.9
(ID: B01JTRC7MI) [Item: B01JTRC7MI] | Unknown | Rating: 4.0
(ID: B01N6JV987) The Life and Times of Tim Complete Series | Movies & TV > TV | Rating: 5.0
(ID: B005XB8SGO) Dutch / | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B002FOFX8S) The Besieged Fortress | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.0
(ID: B071GXZF6F) Star Wars Rebels: The Complete Season Three | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.8
(ID: B0B8TNQS7Z) [Item: B0B8TNQS7Z] | Unknown | Rating: 4.1
(ID: B011BRT5FQ) Mad Max Anthology | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00CU6WB5Y) Future Diary: Part One (Limited Edition) | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.6
(ID: 6302961688) The Legend of Sleepy Hollow | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.2
(ID: B00HR735VK) All Stars | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B07P1ZF368) 8 Movie Family Adventure Collection (The Legend of Wolf Mountain / Walking Thunder / The Trackers / Kansas Legends of the Ruby Silver / Long Road Home / Time of the Wolf / Pony Express Rider) | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B000MKYK2M) She-Ra - Princess of Power - Season One, Vol. 2 | Movies & TV > Boxed Sets > Kids & Family | Rating: 4.7
(ID: B00F35ALRE) [Item: B00F35ALRE] | Unknown | Rating: 4.5
(ID: 6303441491) Cinderella | Movies & TV > Disney Home Video > All Disney Titles | Rating: 4.8
(ID: B00ZFVJLSG) The Fireman's Ball | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B01G7JQ682) Cassidy Way | Suspense > Horror | Rating: 3.8
(ID: B0000ACOYE) Rudyard Kipling's Jungle Book [DVD] | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.3
(ID: B001CU5T9E) History -- Modern Marvels Berlin Wall, The | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.8
(ID: B005TLPNCK) The Seven Chakras | Movies & TV > Disc on Demand | Rating: 4.2
(ID: B01M11273C) [Item: B01M11273C] | Unknown | Rating: 3.6
(ID: B07DC4RR3T) Black Panther | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B0037PE95C) [Item: B0037PE95C] | Unknown | Rating: 2.4
(ID: B01GIJS1WA) [Item: B01GIJS1WA] | Unknown | Rating: 4.4
(ID: B01F6EHOFS) The Adventures Of Buckaroo Banzai Across The 8th Dimension [Collector's Edition] [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B00NRP343K) [Item: B00NRP343K] | Unknown | Rating: 4.7
(ID: B00ENBS1L2) [Item: B00ENBS1L2] | Unknown | Rating: 4.6
(ID: B00G31F1KO) STEP 360 2 WORKOUTS ON ONE DVD WITH CAT CHIARELLI | Movies & TV > Movies | Rating: 2.4
(ID: B00004ZBHB) Once a Thief [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.2
(ID: B06XS2F487) The Timex Shows Vol. 2 To The Ladies & Welcome Home Elvis | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B07VVTB3WZ) Stuck | Comedy > Drama | Rating: 4.1
(ID: B00CA4S3DU) Childrens Hospital: The Complete Fourth Season | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.9
(ID: B00FJV0Q4U) [Item: B00FJV0Q4U] | Unknown | Rating: 4.6
(ID: B016JCJLO8) [Item: B016JCJLO8] | Unknown | Rating: 4.7
(ID: B004GIUS1I) The Man From Colorado | Western > Romance > Bleak | Rating: 4.3
(ID: B001KEGR7U) My Name Is Bruce [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B0BY4TZ6FJ) [Item: B0BY4TZ6FJ] | Unknown | Rating: 4.6
(ID: B000LJCUOY) [Item: B000LJCUOY] | Unknown | Rating: 4.5
(ID: B0000648Z0) The Void | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.2
(ID: B00122OBHS) The Lost World | Movies & TV > Featured Categories > DVD | Rating: 3.9
(ID: B003JLL2PY) Another Woman's Husband | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B000BXYKWA) Cathe Friedrich's High Step Circuit DVD | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.4
(ID: B0000507PI) Just the Facts - Industrial Revolution [VHS] | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 3.4
(ID: B000YFM7C0) Ginger Rogers Film on DVD: The Thirteenth Guest (1932) Classic Murder Mystery Whodunit Movie | Movies & TV > Genre for Featured Categories > Drama | Rating: 1.5
(ID: B083W3P186) America's Great Divide: From Obama to Trump | Special Interest > Documentary | Rating: 4.4
(ID: B09B47TRV4) [Item: B09B47TRV4] | Unknown | Rating: 3.4
(ID: B0731YSYS1) The 100: The Complete Fourth Season [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B00DORAF4C) [Item: B00DORAF4C] | Unknown | Rating: 4.5
(ID: B000EU1Q9U) Wolves | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B000NZ0C6E) The Ex | Suspense | Rating: 4.4
(ID: B004K00O48) Kids Movies Three-Pack (Good Boy / Fluke / Napoleon) | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00004WG65) Bit of Fry & Laurie VHS | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.6
(ID: 6304934394) Elia Kazan: A Director's Journey | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.3
(ID: 1620336553) Beadwork Designer of the Year Series - Kumihimo with Beads | Movies & TV > TV | Rating: 4.4
(ID: B00004WLUX) Jack & the Beanstalk/Abbott & Costello In the Movies [DVD] | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.6
(ID: 6301825187) Eternity [VHS] | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.0
(ID: B010BP6W32) Van Gogh Painted with Words - Benedict Cumberbatch | Movies & TV > Movies | Rating: 4.4
(ID: B00006IUM4) Treasure Blind | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.4
(ID: B00AI57IYS) Thermae Romae [Blu-ray] (Live Action Movie) | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B0784SCX18) [Item: B0784SCX18] | Unknown | Rating: 2.5
(ID: B000CCZR7C) Fright Fest: Nightmare in a Box (Tin Can Collection) | Movies & TV > Science Fiction & Fantasy > Fantasy | Rating: 3.6
(ID: B07N2YB3VJ) Criminal Confessions | Documentary > Special Interest | Rating: 3.3
(ID: B0B8LMQNBN) [Item: B0B8LMQNBN] | Unknown | Rating: 4.0
(ID: 6302732778) Blade Runner | Movies & TV > Cult Movies > Sci-Fi & Fantasy | Rating: 4.6
(ID: B007BL638Y) La Grande Illusion 75th Anniversary [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.7
(ID: B074MH877N) [Item: B074MH877N] | Unknown | Rating: 3.5
(ID: B07N12X1KF) [Item: B07N12X1KF] | Unknown | Rating: 3.2
(ID: B09PR43YCX) [Item: B09PR43YCX] | Unknown | Rating: 3.7
(ID: B01D5DN56E) [Item: B01D5DN56E] | Unknown | Rating: 3.9
(ID: B0000C23DQ) God and Buddha - A Dialogue [DVD] | Movies & TV > Featured Categories > DVD | Rating: 3.1
(ID: B0095XHTLQ) DVD-In The Beginning | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B001PRE4X6) FERRARI at 60 | Movies & TV > Independently Distributed > Documentary | Rating: 4.1
(ID: B007R3A328) The Happiest Toddler On The Block [DVD] | Movies & TV > Movies | Rating: 4.5
(ID: B017OIUBP4) [Item: B017OIUBP4] | Unknown | Rating: 4.6
(ID: B008UQUS3U) NARROW ESCAPES OF WORLD WAR II | Movies & TV > Boxed Sets > Documentary | Rating: 4.8
(ID: B08NP64DMM) [Item: B08NP64DMM] | Unknown | Rating: 4.5
(ID: B07QB4P5B1) [Item: B07QB4P5B1] | Unknown | Rating: 3.6
(ID: B00YBX8QEO) [Item: B00YBX8QEO] | Unknown | Rating: 4.5
(ID: B00A32CJQ8) [Item: B00A32CJQ8] | Unknown | Rating: 4.7
(ID: B005MQJP9E) Masters of American Music | Movies & TV > Music Artists > Holiday, Billie | Rating: 5.0
(ID: B000X0BKME) Gladiators: The Ultimate Fight | Movies & TV > Featured Categories > DVD | Rating: 3.4
(ID: B072Z1H78P) The Way Of The Dragon | Suspense > Comedy > Fun | Rating: 4.6
(ID: B0947BFJS9) [Item: B0947BFJS9] | Unknown | Rating: 5.0
(ID: B009225G8S) Keeping Up With the Kardashians | Unscripted | Rating: 4.3
(ID: B008DL4M2U) Allison & Lillia Complete Collection | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B0131TP18W) The Hunger [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B077PCLHXB) The Spider's Web - Britain's Second Empire | Special Interest > Documentary > Cerebral | Rating: 4.5
(ID: B01LTHYDZA) Billy Lynn's Long Halftime Walk [Blu-ray] [4K UHD] | Movies & TV > Blu-ray > Movies | Rating: 4.2
(ID: B00LFFAZKE) [Item: B00LFFAZKE] | Unknown | Rating: 3.4
(ID: B00C4CDBW6) [Item: B00C4CDBW6] | Unknown | Rating: 3.3
(ID: B01AXW7EEY) The Daniel Craig Collection [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.7
(ID: B07SVVYPDY) [Item: B07SVVYPDY] | Unknown | Rating: 4.3
(ID: B00QOMDZ8W) [Item: B00QOMDZ8W] | Unknown | Rating: 2.9
(ID: B0000897BD) Asleep at the Wheel In Concert | 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."
}
|
B00F35ALRE
|
[Item: B00F35ALRE]
| 3
|
AFQWIR3MKCMW3P4SWTOVTHXAVFOA
|
overlapping_books_movies
|
B
|
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:
- Exiled South | Books > Literature & Fiction > Genre Fiction | Rating: 5.0
- Mrs. March: A Novel | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 1.0
- A Study in Charlotte (Charlotte Holmes Novel, 1) | Books > Teen & Young Adult > Mysteries & Thrillers | Rating: 2.0
- The Outlandish Companion (Revised and Updated): Companion to Outlander, Dragonfly in Amber, Voyager, and Drums of Autumn | Books > Literature & Fiction > History & Criticism | Rating: 3.0
- Good Granny/Bad Granny | Books > Humor & Entertainment > Humor | Rating: 4.0
### User's movies History:
- Justified | Suspense > Western > Drama | Rating: 5.0
- [Item: B004MWZLYC] | Unknown | Rating: 5.0
- [Item: B003AZCYCE] | Unknown | Rating: 5.0
- [Item: B01B5H1U0K] | Unknown | Rating: 5.0
- [Item: B014CRRTBY] | Unknown | Rating: 2.0
- [Item: B00DUUKV4M] | Unknown | Rating: 5.0
- [Item: B00499QUK2] | Unknown | Rating: 5.0
- [Item: B006MW3UZW] | Unknown | Rating: 5.0
## List of Available Candidate Items:
[
(ID: B01710V5T6) Sugar Babies | Drama > Documentary > Cerebral | Rating: 4.0
(ID: B000IMVMG6) Phantom of the Opera | Movies & TV > Blu-ray > Movies | Rating: 4.8
(ID: B004RAOY6U) [Item: B004RAOY6U] | Unknown | Rating: 3.8
(ID: B00UVJVZU4) [Item: B00UVJVZU4] | Unknown | Rating: 3.2
(ID: B002FU8JOW) Barstool Cowboy | Movies & TV > Featured Categories > DVD | Rating: 3.0
(ID: B07V5K5DY7) [Item: B07V5K5DY7] | Unknown | Rating: 4.7
(ID: B01M04RI4S) [Item: B01M04RI4S] | Unknown | Rating: 4.0
(ID: 1935063979) The Law of Attraction - Short Video Collection Vol 1 | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 5.0
(ID: B06XYB69PN) [Item: B06XYB69PN] | Unknown | Rating: 4.8
(ID: B00Y35EQJ4) [Item: B00Y35EQJ4] | Unknown | Rating: 3.8
(ID: B09D8T5JWP) [Item: B09D8T5JWP] | Unknown | Rating: 3.7
(ID: B09JDN3QWH) Legacies | Horror > Drama > Fantasy | Rating: 4.7
(ID: B08MKWZNQ7) [Item: B08MKWZNQ7] | Unknown | Rating: 3.7
(ID: B005IMHI82) Beethoven's Christmas Adventure | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.6
(ID: B00005R5CL) A Flea Market Documentary [VHS] | Movies & TV > Genre for Featured Categories > Documentary | Rating: 3.7
(ID: B01DL6PBEY) Mad Scientist Theatre - 50 Movie MegaPack | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.2
(ID: B01FR37UCU) Ladies of Letters (Series 1) - 2-DVD Set ( Ladies of Letters - Series One ) [ NON-USA FORMAT, PAL, Reg.0 Import - Australia ] | Movies & TV > Genre for Featured Categories > Comedy | Rating: 3.3
(ID: B07ZWPH9HV) Yoga Charge - AM/PM Yoga For Mornings, Lunch, Afterwork, and Evening | 7 Routines To Build A Morning Habit, Get More Energy, Confidence, and Focus Throughout The Day, and to Unwind For Better Sleep | Movies & TV > Genre for Featured Categories > Exercise & Fitness | Rating: 4.6
(ID: B07ZLJXKC8) Secret Life of Cars (3D Blu-ray + 2D Blu-ray) | Movies & TV > Blu-ray > Movies | Rating: 3.5
(ID: B002F8UQT0) Frog Street Live! DVD | Movies & TV > Featured Categories > DVD | Rating: 4.8
(ID: B00ZZMH2LI) [Item: B00ZZMH2LI] | Unknown | Rating: 4.5
(ID: B0053OB1A6) Ed | Kids > Cerebral > Joyous | Rating: 4.5
(ID: B00IVHFAX6) [Item: B00IVHFAX6] | Unknown | Rating: 4.2
(ID: B06XWPK9RK) [Item: B06XWPK9RK] | Unknown | Rating: 4.5
(ID: B07FBQS4RP) [Item: B07FBQS4RP] | Unknown | Rating: 4.5
(ID: B00000I211) Laurel & Hardy: Two Tars [VHS] | Movies & TV > Classics > Silent Films | Rating: 4.5
(ID: B00308B16G) Bob & Margaret: Season 1 | Movies & TV > Animation | Rating: 4.2
(ID: B00005JKHF) The Private Life of Sherlock Holmes [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00E4LDLWU) [Item: B00E4LDLWU] | Unknown | Rating: 4.2
(ID: B00DBPBQD6) Suddenly | Movies & TV > Featured Categories > Blu-ray | Rating: 3.0
(ID: B000CNGBW6) Mr. Stain on Junk Alley [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.4
(ID: B001DAIVXE) The Deadly Bees | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B001HM22YM) [Item: B001HM22YM] | Unknown | Rating: 3.7
(ID: B00LNBQ8UG) Godzilla Against Mechagodzilla (2002) / Godzilla, Mothra, and King Ghidorah: Giant Monsters All-Out Attack - Set [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.8
(ID: B0B8T7TXNM) [Item: B0B8T7TXNM] | Unknown | Rating: 4.7
(ID: B00BOYI4WM) Fantasy Film Worlds of George Pal | Movies & TV > Genre for Featured Categories > Documentary | Rating: 4.9
(ID: B00M7UUPQA) My Best Fiend | Documentary > Emotional > Intense | Rating: 4.3
(ID: B07H62JVJ9) [Item: B07H62JVJ9] | Unknown | Rating: 4.7
(ID: B005QAGBXO) Adventures of Ozzie & Harriet: Christmas Collection - 8 Episodes | Movies & TV > Holidays & Seasonal > Christmas | Rating: 4.3
(ID: B078SLD347) [Item: B078SLD347] | Unknown | Rating: 4.3
(ID: B07KN41TKV) [Item: B07KN41TKV] | Unknown | Rating: 3.4
(ID: B00LIRFVNK) [Item: B00LIRFVNK] | Unknown | Rating: 4.5
(ID: B0001V1M4G) Split Infinity: A Gift From the Past | Movies & TV > Genre for Featured Categories > Kids & Family | Rating: 4.6
(ID: B074JLN45J) [Item: B074JLN45J] | Unknown | Rating: 4.7
(ID: B00020JQH6) Jackie Chan Adventures | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.8
(ID: B08KZ74JJZ) [Item: B08KZ74JJZ] | Unknown | Rating: 4.0
(ID: B00005NTNR) Ocean's 11 [DVD] | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.5
(ID: B07ZW9Y36N) The Kyoto Connection | Movies & TV > Featured Categories > DVD | Rating: 3.3
(ID: B001SGEUBK) Standing With Stones: A Journey Through Megalithic Britain | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B01D9T060W) Conjuring | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B001I2EQT0) The Mummy: The Animated Series - Volume 3 [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B01M3R8DB4) [Item: B01M3R8DB4] | Unknown | Rating: 4.5
(ID: B013EZSI4C) [Item: B013EZSI4C] | Unknown | Rating: 4.6
(ID: B000FCUZ3A) Waterloo Bridge / | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B08DL7JX28) [Item: B08DL7JX28] | Unknown | Rating: 4.8
(ID: B01DX0ND02) Bad Moon | Movies & TV > Blu-ray > Movies | Rating: 4.5
(ID: B00HATD5P6) America Unearthed Season 1 | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B07JN15X18) [Item: B07JN15X18] | Unknown | Rating: 5.0
(ID: B001IF5PCE) 2012: Science Or Superstition | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B005M5OSB0) Transformers: Prime - Darkness Rising | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B000E9DMGQ) Arctic Dance DVD-Book Package | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 5.0
(ID: B009O8HKWK) [Item: B009O8HKWK] | Unknown | Rating: 4.4
(ID: B008MIYKSU) Combat!: Fan Favorites (50th Anniversary) | Movies & TV > Featured Categories > DVD | Rating: 4.3
(ID: B00EZ85HRE) A Promise Kept : The Oksana Baiul Story - Olympic Skater | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B072ZLXZ8Q) Elena Of Avalor: Celebrations To Remember | Movies & TV > Walt Disney Studios Home Entertainment > All Disney Titles | Rating: 4.8
(ID: B01M8PK4HG) Love Letter To Sondheim | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 4.5
(ID: B01H0754W4) [Item: B01H0754W4] | Unknown | Rating: 4.7
(ID: B00C5U2J1Q) [Item: B00C5U2J1Q] | Unknown | Rating: 1.8
(ID: B008DRKJ76) Zombie [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.6
(ID: B000294TCY) Half-Caste | Movies & TV > Genre for Featured Categories > Horror | Rating: 2.9
(ID: B0000A5A1J) Tiny Planets: Bing Bong Bell and Other Adventures [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B003SEQLOY) National Geographic Channel Explorer | Historical > Documentary | Rating: 3.8
(ID: B06VX6XVZX) [Item: B06VX6XVZX] | Unknown | Rating: 4.7
(ID: B006IRQTYU) Benji [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.7
(ID: B0091XT8F0) [Item: B0091XT8F0] | Unknown | Rating: 4.8
(ID: B00005UPHN) Wai Lana Yoga: Easy Series [VHS] | Movies & TV > Yoga > By Instructor | Rating: 3.6
(ID: B00C94GJMI) [Item: B00C94GJMI] | Unknown | Rating: 3.5
(ID: B07SGYPVY9) [Item: B07SGYPVY9] | Unknown | Rating: 4.0
(ID: B00004XPPF) Thomas and the Magic Railroad | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.7
(ID: B00F6PMS2C) [Item: B00F6PMS2C] | Unknown | Rating: 3.2
(ID: 0780622588) The Wedding Singer | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B015JLUO1E) Humans, Season 1 | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B003D0E3FM) Forbidden Planet | Science Fiction > Adventure > Cerebral | Rating: 4.8
(ID: B000I0QL7I) Down to the Bone | Movies & TV > Independently Distributed > Drama | Rating: 4.2
(ID: B07C9D919R) Underneath | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.2
(ID: B002JULHOW) [Item: B002JULHOW] | Unknown | Rating: 3.7
(ID: B07FZYNL58) PRETTY SISTER WHO BUYS ME FOOD - COMPLETE KOREAN TV SERIES ( 1-16 EPISODES ) DVD BOX SETS | Movies & TV > TV | Rating: 4.6
(ID: B00B1QWQWC) [Item: B00B1QWQWC] | Unknown | Rating: 2.9
(ID: B00005BCP6) Blood Surf | Movies & TV > Genre for Featured Categories > Horror | Rating: 4.0
(ID: B084C4BGVK) [Item: B084C4BGVK] | Unknown | Rating: 4.6
(ID: B00004RE7F) Station West [VHS] | Movies & TV > Genre for Featured Categories > Westerns | Rating: 4.3
(ID: B00000IBMI) Charles Mingus: Triumph of the Underdog | Movies & TV > Music Artists > Mingus, Charles | Rating: 4.7
(ID: B007OWUZY8) The Sandman | Movies & TV > Genre for Featured Categories > Music Videos & Concerts | Rating: 5.0
(ID: B01B28WQDW) [Item: B01B28WQDW] | Unknown | Rating: 4.6
(ID: B009PBQ8K6) The Bells Of St. Mary's | Drama | Rating: 4.8
(ID: B071G9RQWQ) Gifted | Drama > Inspiring > Passionate | Rating: 4.8
(ID: B0037AQWKM) [Item: B0037AQWKM] | Unknown | Rating: 4.3
(ID: B00004YA6P) The Silencer | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 3.4
(ID: B007R66VY4) Bike-O-Vision - Virtual Cycling Adventure - Zion National Park - Perfect for Indoor Cycling and Treadmill Workouts - Cardio Fitness Scenery Video (Widescreen DVD #17) | Movies & TV > Genre for Featured Categories > Sports | Rating: 4.4
(ID: B005QIO7VY) Sinbad: Legend of the Seven Seas | Comedy > Animation > Ambitious | 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."
}
|
B01H0754W4
|
[Item: B01H0754W4]
| 5
|
AEBMYFUAYEODBWFVGVEARFVK3LUA
|
overlapping_books_movies
|
B
|
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 Hive | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Buried (Hush collection) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- Lessons From Lucy: The Simple Joys of an Old, Happy Dog | Books > Humor & Entertainment > Humor | Rating: 5.0
- The Bone Bed: Scarpetta (Book 20) (Kay Scarpetta) | Books > Mystery, Thriller & Suspense > Thrillers & Suspense | Rating: 3.0
- The Barefoot Contessa Cookbook | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
- Barefoot Contessa Parties! Ideas and Recipes for Easy Parties That Are Really Fun | Books > Cookbooks, Food & Wine > Regional & International | Rating: 5.0
- The Atlantis Gene: A Thriller (The Origin Mystery, Book 1) | Books > Literature & Fiction > Genre Fiction | Rating: 1.0
- Avanti: The Complete Story | Books > Engineering & Transportation > Automotive | Rating: 3.0
### User's movies History:
- [Item: B01AB17JGU] | Unknown | Rating: 5.0
- [Item: B00I3MQNWG] | Unknown | Rating: 5.0
- [Item: B00RSI6A56] | Unknown | Rating: 1.0
- [Item: B00RSGIVVO] | Unknown | Rating: 5.0
- [Item: B009OPMX3E] | Unknown | Rating: 4.0
- [Item: B009ZQFSRA] | Unknown | Rating: 3.0
## List of Available Candidate Items:
[
(ID: B07QLB7QBB) The Blacklist - Season 06 | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.9
(ID: B005ZVIOKM) The Big Hangover | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.3
(ID: B0086A3WQK) The Sissi Collection (4 Movie) [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.6
(ID: B004SIMM42) [Item: B004SIMM42] | Unknown | Rating: 3.7
(ID: B00006CXHP) INNER SENSES Leslie Cheung, Karena Lam | Movies & TV > Genre for Featured Categories > Foreign Films | Rating: 4.1
(ID: B000SOMEKM) Dreams on Spec (2007) | Movies & TV > Featured Categories > DVD | Rating: 3.5
(ID: B0788Z1YND) [Item: B0788Z1YND] | Unknown | Rating: 3.7
(ID: B018QBP36A) [Item: B018QBP36A] | Unknown | Rating: 4.3
(ID: B00942V3SI) [Item: B00942V3SI] | Unknown | Rating: 4.7
(ID: B0B8T9XYGF) Bite Me | Comedy > Horror | Rating: 3.8
(ID: B07XYD3HGK) Spider-Man: Far From Home 2019 Limited Edition SteelBook (4K Ultra/Blu-ray/Digital) | Movies & TV > Movies | Rating: 4.7
(ID: B01LTHMWQM) Pretty Little Liars: The Complete Seventh & Final Season [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.8
(ID: B0112HPQXA) Gravy [Blu-ray] | Movies & TV > Featured Categories > Blu-ray | Rating: 4.5
(ID: B00K31RCBG) Gridiron Gang | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B000OLGCIE) The Santa Clause 3 - The Escape Clause | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B07DRXPV5N) [Item: B07DRXPV5N] | Unknown | Rating: 2.9
(ID: 6305225818) King Crimson: Deja Vroom | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.4
(ID: B09CRQNYLC) Planet Dune | Movies & TV > Sci-Fi Series & Sequels > Dune | Rating: 2.7
(ID: B00BMFNU04) Anthony Bourdain: No Reservations | Unscripted > Adventure > Special Interest | Rating: 4.8
(ID: B019EFG1MC) [Item: B019EFG1MC] | Unknown | Rating: 4.3
(ID: B00EOAJXI2) All the Boys Love Mandy Lane | Movies & TV > Genre for Featured Categories > Horror | Rating: 3.9
(ID: B015S61K8Q) [Item: B015S61K8Q] | Unknown | Rating: 3.7
(ID: B082483VY8) Fantastic Beasts 2-Film Collection [Blu-ray] [2019] [Region Free] | Movies & TV > Blu-ray > Movies | Rating: 4.0
(ID: B000HC2LJO) George Burns - The TV Specials Collection | Movies & TV > Boxed Sets > Comedy | Rating: 4.7
(ID: B01LZJOJ9M) [Item: B01LZJOJ9M] | Unknown | Rating: 3.9
(ID: B003HNNRUW) Mr. & Mrs. Smith / True Lies (Double Feature) | Movies & TV > Movies | Rating: 4.6
(ID: B01ER2GCNK) KILL LA KILL - COMPLETE TV SERIES DVD BOX SET ( 1-24 EPISODES ) | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.1
(ID: B003VY5ZPM) Introduction to Animal Anatomy | Movies & TV > Educational | Rating: 4.0
(ID: B00030A5IO) Gilad: The 60 & 30 Minute Low Impact Workouts | Movies & TV > Featured Categories > DVD | Rating: 4.7
(ID: B091JJLJD4) Saved By The Barn | Documentary | Rating: 5.0
(ID: B07YGXPVF1) [Item: B07YGXPVF1] | Unknown | Rating: 3.7
(ID: B00BGQ2NDO) Felicity: Season 4 [DVD] | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.7
(ID: B07FXW4KML) [Item: B07FXW4KML] | Unknown | Rating: 3.3
(ID: B00L8QOYG6) Frankenstein: Complete Legacy Collection | Movies & TV > Genre for Featured Categories > Comedy | Rating: 4.8
(ID: B006CZ6IQ2) [Item: B006CZ6IQ2] | Unknown | Rating: 4.1
(ID: B00O1D3AW2) Tiger and Bunny Movie 2 (DVD) | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.8
(ID: B015XC8JS4) Independence Day | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.7
(ID: 1401944280) Heal Yourself: Mind Over Medicine | Movies & TV > Featured Categories > DVD | Rating: 5.0
(ID: B0B6CNZ9D4) [Item: B0B6CNZ9D4] | Unknown | Rating: 4.4
(ID: B005T5OBTC) World Is Ours 1 Everything Further Than Everyplace | Movies & TV > Featured Categories > DVD | Rating: 4.6
(ID: B0B8RSG5F4) [Item: B0B8RSG5F4] | Unknown | Rating: 3.8
(ID: B00INV71BE) Bride of Vengeance (1949) | Movies & TV > Movies | Rating: 4.0
(ID: B000XBT052) Liberty Training for Trick Horses I | Movies & TV > Genre for Featured Categories > Special Interests | Rating: 2.9
(ID: B09B2XGMNR) [Item: B09B2XGMNR] | Unknown | Rating: 2.7
(ID: B0B6B16YDV) [Item: B0B6B16YDV] | Unknown | Rating: 4.6
(ID: B00ND0D9VQ) Love Is the Devil | Movies & TV > Blu-ray > Movies | Rating: 4.3
(ID: B0007P0Y72) Nang Nak [DVD] | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.0
(ID: B07BCFR989) Design Doctors | Special Interest > Documentary | Rating: 3.0
(ID: B00DC5JZTW) Death in Paradise: Season 2 | Movies & TV > BBC > All BBC Titles | Rating: 4.9
(ID: B00129LU9I) A Field So White - A Musical Film by Lex de Azevedo | Movies & TV > Genre for Featured Categories > Musicals | Rating: 5.0
(ID: B00FKR5OYK) [Item: B00FKR5OYK] | Unknown | Rating: 2.4
(ID: B001EUNIOA) The Roy Rogers Collection - Classic TV Shows | Movies & TV > Classic TV | Rating: 5.0
(ID: B0002YBQPM) Militant Eagle | Movies & TV > Featured Categories > DVD | Rating: 4.5
(ID: B000JL151S) The Almost Guys | Movies & TV > Movies | Rating: 3.2
(ID: B004W0DZB0) [Item: B004W0DZB0] | Unknown | Rating: 3.1
(ID: B0018DSR1M) [Item: B0018DSR1M] | Unknown | Rating: 4.5
(ID: B001CA6W1S) Cult Of The Suicide Bomber 2 | Movies & TV > Independently Distributed > Documentary | Rating: 3.7
(ID: B00960EHT0) God's Country | Movies & TV > Genre for Featured Categories > Drama | Rating: 4.4
(ID: B006VA3YR4) [Item: B006VA3YR4] | Unknown | Rating: 3.8
(ID: B002DPH936) Sweeney Todd [DVD] | Movies & TV > Musicals & Performing Arts > Musicals | Rating: 4.8
(ID: B006J46W4Y) Caillou: Where's Caillou? | Movies & TV > 3-6 Years | Rating: 4.5
(ID: B0774ZZPNR) [Item: B0774ZZPNR] | Unknown | Rating: 4.3
(ID: B000A59PLU) The Batman vs Dracula | Movies & TV > Science Fiction & Fantasy > Science Fiction | Rating: 4.6
(ID: B00TMIS9E0) [Item: B00TMIS9E0] | Unknown | Rating: 3.7
(ID: B07DVDKYBH) [Item: B07DVDKYBH] | Unknown | Rating: 4.4
(ID: B003BAX9M2) [Item: B003BAX9M2] | Unknown | Rating: 4.1
(ID: B004JX8UB0) Glass: Kepler | Movies & TV > Featured Categories > DVD | Rating: 4.4
(ID: B002B7TQGO) The Haunting In Connecticut | Suspense > Horror > Haunting | Rating: 4.5
(ID: B00JZS4HHK) Thomas & Friends: The Complete Series 15 [DVD] | Movies & TV > Genre for Featured Categories > Anime & Manga | Rating: 4.6
(ID: B000HACVPK) [Item: B000HACVPK] | Unknown | Rating: 4.4
(ID: B08DKDFRXT) [Item: B08DKDFRXT] | Unknown | Rating: 4.7
(ID: B001P9PWY4) Anton Fig In the Groove (DVD) | Movies & TV > Studio Specials > Warner Home Video | Rating: 4.8
(ID: B084CSGP2C) [Item: B084CSGP2C] | Unknown | Rating: 2.8
(ID: B01GWC7MF0) The Wizard of Oz (70th Anniversary Two-Disc Special Edition) by Judy Garland | Movies & TV > Fully Loaded DVDs > Special Editions | Rating: 4.8
(ID: B00EHAPQG2) [Item: B00EHAPQG2] | Unknown | Rating: 3.3
(ID: B0157753X4) Ouija Exorcism | Movies & TV > Disc on Demand | Rating: 2.9
(ID: B09LGTTH3G) Ghostbusters: Afterlife [DVD] | Movies & TV > Studio Specials > Sony Pictures Home Entertainment | Rating: 4.8
(ID: B00I87XNOW) Bullets, Bombs and Babes - 12 Film Set - The Andy Sidaris Collection | Movies & TV > Genre for Featured Categories > Action & Adventure | Rating: 4.4
(ID: B0713ZJ6ZW) [Item: B0713ZJ6ZW] | Unknown | Rating: 4.2
(ID: B0142KIIXE) SMOSH: The Movie | Science Fiction > Comedy > Fantasy | Rating: 4.0
(ID: B005ELVCBG) History Classics: Mysteries of the Bible - The Bible’s Greatest Heroes [DVD] | Movies & TV > Boxed Sets > Documentary | Rating: 4.6
(ID: B08FRVVPKY) [Item: B08FRVVPKY] | Unknown | Rating: 3.4
(ID: B00ZWFXDNY) [Item: B00ZWFXDNY] | Unknown | Rating: 4.8
(ID: B0B6Q81RLY) [Item: B0B6Q81RLY] | Unknown | Rating: 5.0
(ID: B00062DKMW) Lower Body Yoga For Beginners [DVD] | Movies & TV > Featured Categories > DVD | Rating: 4.2
(ID: B0156XLWX4) [Item: B0156XLWX4] | Unknown | Rating: 3.8
(ID: B000A2X3OI) Deeply | Movies & TV > Independently Distributed > Drama | Rating: 4.4
(ID: B0000YEEOO) Babar - The Movie | Movies & TV > Studio Specials > Lionsgate Home Entertainment | Rating: 4.6
(ID: B001VM0LAK) [Item: B001VM0LAK] | Unknown | Rating: 4.6
(ID: B00JK7QUD0) The Den | Movies & TV > Featured Categories > DVD | Rating: 4.1
(ID: B00EMSTBL0) The Incredible Dr. Pol | Unscripted > Documentary | Rating: 4.8
(ID: B00154GEGO) Killing Zelda Sparks | Movies & TV > Genre for Featured Categories > Drama | Rating: 3.8
(ID: B012XYP82U) Mission: Impossible - Rogue Nation [Blu-ray] | Movies & TV > Blu-ray > Movies | Rating: 4.6
(ID: B07GQRSQCG) Shrek / Shrek the Halls - Holiday Double Feature [DVD] | Movies & TV > Characters & Series > Shrek | Rating: 4.8
(ID: B073RPZK88) [Item: B073RPZK88] | Unknown | Rating: 4.6
(ID: B001D263IM) The Haunted Castle (1921) / Wolf Blood (1925) (Silent) | Movies & TV > Classics > Silent Films | Rating: 2.9
(ID: B010745S14) [Item: B010745S14] | Unknown | Rating: 3.5
(ID: B005I7IHGE) [Item: B005I7IHGE] | Unknown | Rating: 4.5
(ID: B00QSL44DO) [Item: B00QSL44DO] | Unknown | Rating: 4.4
(ID: B092H87LWC) Riders of Justice | Movies & TV > Genre for Featured Categories > Action & Adventure | 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."
}
|
B073RPZK88
|
[Item: B073RPZK88]
| 5
|
AE5ETIMV2SWSHWNHTJ6LLCCP5MIA
|
overlapping_books_movies
|
B
|
Books
|
movies
| 100
|
Subsets and Splits
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