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 English Patient, The (1996) 111,415,132
Scream (1996) 103,001,286 Scream (1996) 103,001,286 As Good As It Gets (1997) 215,563,842
Amistad (1997) 44,175,394 Full Monty, The (1997) 45,857,453 Boogie Nights (1997) 26,384,919
As Good As It Gets (1997) 215,563,842 Boogie Nights (1997) 26,384,919 Amistad (1997) 44,175,394
Full Monty, The (1997) 45,857,453 As Good As It Gets (1997) 215,563,842 Evita (1996) 73,298,979
Boogie Nights (1997) 26,384,919 Star Wars (1977) 731,853,665 Rosewood (1997) 13,104,494
Wag the Dog (1997) 43,022,524 Amistad (1997) 44,175,394 Anastasia (1997) 83,412,682
Seven Years in Tibet (1997) 37,901,509 In & Out (1997) 63,826,569 Twelve Monkeys (1995) 82,512,000
Rosewood (1997) 13,104,494 Chasing Amy (1997) 12,006,514 Scream (1996) 103,001,286
Jackie Brown (1997) 39,647,595 Wag the Dog (1997) 43,022,524 Star Wars (1977) 731,853,665
Average 68,007,414 Average 139,710,729 Average 148,472,239

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
Midnight in the Garden of Good and Evil (1997) 25,078,937
G.I. Jane (1997) 70,277,032
Devil's Advocate, The (1997) 86,587,776
Volcano (1997) 71,496,882
Kiss the Girls (1997) 86,753,012
Fly Away Home (1996) 24,506,082
Titanic (1997) 600,779,824
Cop Land (1997) 64,207,716
Air Force One (1997) 250,384,803
Dante's Peak (1997) 98,728,432
Murder at 1600 (1997) 25,826,788
Apt Pupil (1998) 8,838,938
Mimic (1997) 25,454,187
Conspiracy Theory (1997) 111,189,998
Liar Liar (1997) 277,327,280
Contact (1997) 149,887,543
Wedding Singer, The (1998) 114,729,850
L.A. Confidential (1997) 64,604,977
Starship Troopers (1997) 79,093,786
Good Will Hunting (1997) 192,328,280
Average 121,404,106
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