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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Leaving Las Vegas (1995) 31,968,347
Leaving Las Vegas (1995) 31,968,347 Leaving Las Vegas (1995) 31,968,347 Twelve Monkeys (1995) 82,512,000
Twelve Monkeys (1995) 82,512,000 Contact (1997) 149,887,543 Usual Suspects, The (1995) 1,120,000
Toy Story (1995) 133,344,903 Twelve Monkeys (1995) 82,512,000 Chasing Amy (1997) 12,006,514
Pulp Fiction (1994) 84,022,201 Toy Story (1995) 133,344,903 Fargo (1996) 24,611,975
Contact (1997) 149,887,543 English Patient, The (1996) 111,415,132 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Empire Strikes Back, The (1980) 225,554,189 Scream (1996) 103,001,286 Empire Strikes Back, The (1980) 225,554,189
Men in Black (1997) 367,992,228 Chasing Amy (1997) 12,006,514 Titanic (1997) 600,779,824
Usual Suspects, The (1995) 1,120,000 Men in Black (1997) 367,992,228 Bound (1996) 3,798,532
Chasing Amy (1997) 12,006,514 Titanic (1997) 600,779,824 Hugo Pool (1997) 3,620
Average 111,301,990 Average 161,751,975 Average 98,635,500

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
Dead Man Walking (1995) 39,025,000
Heidi Fleiss: Hollywood Madam (1995) 99,323,573
Lone Star (1996) 13,269,963
Swingers (1996) 4,505,922
Jackie Chan's First Strike (1996) 14,511,338
Tetsuo II: Body Hammer (1992) 2,550
Welcome to the Dollhouse (1995) 4,429,002
Trainspotting (1996) 16,501,785
Return of the Jedi (1983) 500,773,409
Star Wars (1977) 731,853,665
L.A. Confidential (1997) 64,604,977
City of Lost Children, The (1995) 1,513,028
Kingpin (1996) 24,944,213
Godfather, The (1972) 291,702,411
Rumble in the Bronx (1995) 32,333,860
Young Poisoner's Handbook, The (1995) 749,812
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Average 108,297,019
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