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
Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803
Conspiracy Theory (1997) 111,189,998 English Patient, The (1996) 111,415,132 Conspiracy Theory (1997) 111,189,998
As Good As It Gets (1997) 215,563,842 Conspiracy Theory (1997) 111,189,998 English Patient, The (1996) 111,415,132
English Patient, The (1996) 111,415,132 As Good As It Gets (1997) 215,563,842 Amistad (1997) 44,175,394
Boogie Nights (1997) 26,384,919 Boogie Nights (1997) 26,384,919 Devil's Advocate, The (1997) 86,587,776
I Know What You Did Last Summer (1997) 103,145,788 Liar Liar (1997) 277,327,280 Ulee's Gold (1997) 9,054,736
Amistad (1997) 44,175,394 Devil's Advocate, The (1997) 86,587,776 As Good As It Gets (1997) 215,563,842
Devil's Advocate, The (1997) 86,587,776 Chasing Amy (1997) 12,006,514 Star Wars (1977) 731,853,665
Wag the Dog (1997) 43,022,524 In & Out (1997) 63,826,569 Wag the Dog (1997) 43,022,524
Kiss the Girls (1997) 86,753,012 Amistad (1997) 44,175,394 Lost Highway (1997) 3,796,699
Average 107,862,318 Average 119,886,222 Average 160,704,456

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
L.A. Confidential (1997) 64,604,977
Scream (1996) 103,001,286
Truman Show, The (1998) 182,124,704
Sweet Hereafter, The (1997) 3,252,652
Contact (1997) 149,887,543
Scream 2 (1997) 140,865,935
Apt Pupil (1998) 8,838,938
Titanic (1997) 600,779,824
Full Monty, The (1997) 45,857,453
Jackie Brown (1997) 39,647,595
Good Will Hunting (1997) 192,328,280
Average 139,199,017
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