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
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Good Will Hunting (1997) 192,328,280
Apt Pupil (1998) 8,838,938 English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132
Amistad (1997) 44,175,394 Full Monty, The (1997) 45,857,453 Chasing Amy (1997) 12,006,514
Good Will Hunting (1997) 192,328,280 Scream (1996) 103,001,286 Lost World: Jurassic Park, The (1997) 359,161,284
English Patient, The (1996) 111,415,132 Good Will Hunting (1997) 192,328,280 Forrest Gump (1994) 485,691,196
Conspiracy Theory (1997) 111,189,998 Fargo (1996) 24,611,975 Jurassic Park (1993) 563,476,625
Full Monty, The (1997) 45,857,453 Conspiracy Theory (1997) 111,189,998 Aladdin (1992) 328,782,825
Scream (1996) 103,001,286 Liar Liar (1997) 277,327,280 L.A. Confidential (1997) 64,604,977
Star Trek: First Contact (1996) 207,001,027 Apt Pupil (1998) 8,838,938 Amistad (1997) 44,175,394
Fargo (1996) 24,611,975 Star Trek: First Contact (1996) 207,001,027 Star Trek: First Contact (1996) 207,001,027
Average 91,302,446 Average 114,617,634 Average 236,864,325

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
Independence Day (ID4) (1996) 483,359,255
Deconstructing Harry (1997) 10,569,071
Men in Black (1997) 367,992,228
Dragonheart (1996) 51,317,350
Air Force One (1997) 250,384,803
Eraser (1996) 147,260,786
Evita (1996) 73,298,979
Star Wars (1977) 731,853,665
Rosewood (1997) 13,104,494
Return of the Jedi (1983) 500,773,409
Titanic (1997) 600,779,824
Twister (1996) 375,152,715
Godfather, The (1972) 291,702,411
Contact (1997) 149,887,543
Average 289,102,609
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