Novel Recommendation based on Personal Popularity Tendency

Jinoh Oh, Sun Park, Hwanjo Yu
Department of Computer Science and Engineering, POSTECH
Min Song
Information Systems, New Jersey Institute of Technology
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Top 10 Recommendation

ItemRank Gross Tangent Gross PPTM Gross
English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132 Apt Pupil (1998) 8,838,938
Apt Pupil (1998) 8,838,938 Titanic (1997) 600,779,824 Boogie Nights (1997) 26,384,919
Sweet Hereafter, The (1997) 3,252,652 Apt Pupil (1998) 8,838,938 Godfather, The (1972) 291,702,411
Titanic (1997) 600,779,824 Boogie Nights (1997) 26,384,919 English Patient, The (1996) 111,415,132
Amistad (1997) 44,175,394 Amistad (1997) 44,175,394 Amistad (1997) 44,175,394
Boogie Nights (1997) 26,384,919 Cop Land (1997) 64,207,716 Deconstructing Harry (1997) 10,569,071
Ice Storm, The (1997) 7,837,632 Ulee's Gold (1997) 9,054,736 Cop Land (1997) 64,207,716
Cop Land (1997) 64,207,716 Star Wars (1977) 731,853,665 Shooting Fish (1997) 302,204
Ulee's Gold (1997) 9,054,736 Gattaca (1997) 12,339,633 Sweet Hereafter, The (1997) 3,252,652
Deconstructing Harry (1997) 10,569,071 Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930 That Darn Cat! (1997) 18,239,932
Average 88,651,601 Average 161,826,788 Average 57,908,836

Fig1. The recommended item's distribution by each method top10

Fig2. The recommended item's distribution by PPTM



Fig3. The difference of recommended item's distribution and feedbacks distribution

Fig4. The difference of recommended item's distribution and feedbackss distrigution

Watching List

Title Gross
Air Force One (1997) 250,384,803
Contact (1997) 149,887,543
Good Will Hunting (1997) 192,328,280
L.A. Confidential (1997) 64,604,977
Palmetto (1998) 5,840,581
Evita (1996) 73,298,979
Full Monty, The (1997) 45,857,453
Four Days in September (1997) 310,724
Kundun (1997) 5,532,301
Everyone Says I Love You (1996) 9,714,482
In the Company of Men (1997) 2,856,622
Telling Lies in America (1997) 252,318
As Good As It Gets (1997) 215,563,842
Jackie Brown (1997) 39,647,595
Fargo (1996) 24,611,975
Scream (1996) 103,001,286
Kolya (1996) 5,730,711
Eve's Bayou (1997) 14,821,531
Chasing Amy (1997) 12,006,514
Midnight in the Garden of Good and Evil (1997) 25,078,937
Red Corner (1997) 22,415,440
Average 60,178,423
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