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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Truth About Cats & Dogs, The (1996) 34,073,143
Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903 Princess Bride, The (1987) 21,277,649
Jerry Maguire (1996) 228,557,864 Godfather, The (1972) 291,702,411 People vs. Larry Flynt, The (1996) 20,191,312
Godfather, The (1972) 291,702,411 Contact (1997) 149,887,543 Courage Under Fire (1996) 87,335,823
Twister (1996) 375,152,715 Jerry Maguire (1996) 228,557,864 Happy Gilmore (1996) 38,624,000
Ransom (1996) 207,758,522 Scream (1996) 103,001,286 Return of the Jedi (1983) 500,773,409
Pulp Fiction (1994) 84,022,201 Liar Liar (1997) 277,327,280 Bogus (1996) 4,340,826
Star Trek: First Contact (1996) 207,001,027 Star Trek: First Contact (1996) 207,001,027 Toy Story (1995) 133,344,903
Average 278,477,869 Average 264,806,136 Average 94,859,524

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
Shawshank Redemption, The (1994) 28,341,469
High School High (1996) 20,951,277
Beavis and Butt-head Do America (1996) 90,162,233
Mission: Impossible (1996) 274,049,639
Independence Day (ID4) (1996) 483,359,255
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Crow: City of Angels, The (1996) 17,883,659
Leaving Las Vegas (1995) 31,968,347
Dragonheart (1996) 51,317,350
Twelve Monkeys (1995) 82,512,000
Bulletproof (1996) 21,162,420
Frighteners, The (1996) 16,524,115
Rumble in the Bronx (1995) 32,333,860
Sgt. Bilko (1996) 30,356,793
Phenomenon (1996) 155,732,573
Heat (1995) 97,783,000
Average 89,902,374
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