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 English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132
English Patient, The (1996) 111,415,132 Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453
Full Monty, The (1997) 45,857,453 Apt Pupil (1998) 8,838,938 Conspiracy Theory (1997) 111,189,998
Chasing Amy (1997) 12,006,514 Star Wars (1977) 731,853,665 As Good As It Gets (1997) 215,563,842
Cop Land (1997) 64,207,716 Chasing Amy (1997) 12,006,514 Fly Away Home (1996) 24,506,082
Star Wars (1977) 731,853,665 Conspiracy Theory (1997) 111,189,998 Swingers (1996) 4,505,922
Amistad (1997) 44,175,394 Liar Liar (1997) 277,327,280 Cop Land (1997) 64,207,716
Devil's Advocate, The (1997) 86,587,776 Cop Land (1997) 64,207,716 Chasing Amy (1997) 12,006,514
Conspiracy Theory (1997) 111,189,998 Devil's Advocate, The (1997) 86,587,776 Star Wars (1977) 731,853,665
As Good As It Gets (1997) 215,563,842 Starship Troopers (1997) 79,093,786 Usual Suspects, The (1995) 1,120,000
Average 143,169,642 Average 152,837,825 Average 132,222,632

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
Fargo (1996) 24,611,975
Air Force One (1997) 250,384,803
Good Will Hunting (1997) 192,328,280
Jackie Brown (1997) 39,647,595
Contact (1997) 149,887,543
L.A. Confidential (1997) 64,604,977
Seven Years in Tibet (1997) 37,901,509
Boogie Nights (1997) 26,384,919
Life Less Ordinary, A (1997) 4,266,243
Scream (1996) 103,001,286
Lost Highway (1997) 3,796,699
Titanic (1997) 600,779,824
Scream 2 (1997) 140,865,935
Seven (Se7en) (1995) 143,225,000
Heathers (1989) 1,108,462
Gattaca (1997) 12,339,633
Average 112,195,917
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