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
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Air Force One (1997) 250,384,803
Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803 English Patient, The (1996) 111,415,132
English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132 Star Trek: First Contact (1996) 207,001,027
Star Trek: First Contact (1996) 207,001,027 Men in Black (1997) 367,992,228 Men in Black (1997) 367,992,228
Men in Black (1997) 367,992,228 Full Monty, The (1997) 45,857,453 Mr. Holland's Opus (1995) 119,078,097
Mr. Holland's Opus (1995) 119,078,097 L.A. Confidential (1997) 64,604,977 Silence of the Lambs, The (1991) 137,332,208
L.A. Confidential (1997) 64,604,977 Star Trek: First Contact (1996) 207,001,027 Forrest Gump (1994) 485,691,196
Leaving Las Vegas (1995) 31,968,347 Mr. Holland's Opus (1995) 119,078,097 Titanic (1997) 600,779,824
Full Monty, The (1997) 45,857,453 Leaving Las Vegas (1995) 31,968,347 Shawshank Redemption, The (1994) 28,341,469
Empire Strikes Back, The (1980) 225,554,189 Liar Liar (1997) 277,327,280 Trainspotting (1996) 16,501,785
Average 202,463,607 Average 207,640,916 Average 232,451,776

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
Michael (1996) 144,887,370
Star Wars (1977) 731,853,665
Scream (1996) 103,001,286
Boot, Das (1981) 11,433,134
Fargo (1996) 24,611,975
Godfather, The (1972) 291,702,411
Twister (1996) 375,152,715
Jerry Maguire (1996) 228,557,864
Return of the Jedi (1983) 500,773,409
Toy Story (1995) 133,344,903
Independence Day (ID4) (1996) 483,359,255
Contact (1997) 149,887,543
Mission: Impossible (1996) 274,049,639
Average 265,585,782
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