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
Contact (1997) 149,887,543 Contact (1997) 149,887,543 Contact (1997) 149,887,543
Fargo (1996) 24,611,975 Air Force One (1997) 250,384,803 L.A. Confidential (1997) 64,604,977
Air Force One (1997) 250,384,803 Fargo (1996) 24,611,975 Men in Black (1997) 367,992,228
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Trainspotting (1996) 16,501,785
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Jurassic Park (1993) 563,476,625
Scream (1996) 103,001,286 Scream (1996) 103,001,286 Scream (1996) 103,001,286
Good Will Hunting (1997) 192,328,280 Full Monty, The (1997) 45,857,453 Pulp Fiction (1994) 84,022,201
Empire Strikes Back, The (1980) 225,554,189 Liar Liar (1997) 277,327,280 Boot, Das (1981) 11,433,134
Men in Black (1997) 367,992,228 Men in Black (1997) 367,992,228 Fargo (1996) 24,611,975
Star Trek: First Contact (1996) 207,001,027 Good Will Hunting (1997) 192,328,280 Air Force One (1997) 250,384,803
Average 187,706,871 Average 176,769,823 Average 163,591,655

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
Fifth Element, The (1997) 92,897,302
Tomorrow Never Dies (1997) 184,221,129
Heat (1995) 97,783,000
Gattaca (1997) 12,339,633
Jackie Chan's First Strike (1996) 14,511,338
Titanic (1997) 600,779,824
Toy Story (1995) 133,344,903
Twelve Monkeys (1995) 82,512,000
English Patient, The (1996) 111,415,132
Face/Off (1997) 163,746,077
Dragonheart (1996) 51,317,350
Independence Day (ID4) (1996) 483,359,255
Chasing Amy (1997) 12,006,514
Return of the Jedi (1983) 500,773,409
Chain Reaction (1996) 20,550,712
Star Wars (1977) 731,853,665
Average 205,838,202
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