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
Apt Pupil (1998) 8,838,938 Full Monty, The (1997) 45,857,453 Scream (1996) 103,001,286
Full Monty, The (1997) 45,857,453 Apt Pupil (1998) 8,838,938 As Good As It Gets (1997) 215,563,842
Amistad (1997) 44,175,394 Air Force One (1997) 250,384,803 Conspiracy Theory (1997) 111,189,998
Scream (1996) 103,001,286 Scream (1996) 103,001,286 Star Wars (1977) 731,853,665
As Good As It Gets (1997) 215,563,842 Fargo (1996) 24,611,975 Kiss the Girls (1997) 86,753,012
Air Force One (1997) 250,384,803 Star Wars (1977) 731,853,665 Devil's Advocate, The (1997) 86,587,776
Seven Years in Tibet (1997) 37,901,509 Amistad (1997) 44,175,394 Rosewood (1997) 13,104,494
Boogie Nights (1997) 26,384,919 Liar Liar (1997) 277,327,280 In the Company of Men (1997) 2,856,622
Fargo (1996) 24,611,975 As Good As It Gets (1997) 215,563,842 Antonia's Line (1995) 4,823,217
Kolya (1996) 5,730,711 Boogie Nights (1997) 26,384,919 G.I. Jane (1997) 70,277,032
Average 76,245,083 Average 172,799,955 Average 142,601,094

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
Lost Highway (1997) 3,796,699
English Patient, The (1996) 111,415,132
Titanic (1997) 600,779,824
Raise the Red Lantern (1991) 2,603,061
Chasing Amy (1997) 12,006,514
Contact (1997) 149,887,543
Good Will Hunting (1997) 192,328,280
L.A. Confidential (1997) 64,604,977
Cop Land (1997) 64,207,716
Average 133,514,416
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