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
Secrets & Lies (1996) 13,417,292 English Patient, The (1996) 111,415,132 Secrets & Lies (1996) 13,417,292
Twelve Monkeys (1995) 82,512,000 Contact (1997) 149,887,543 Twelve Monkeys (1995) 82,512,000
English Patient, The (1996) 111,415,132 Chasing Amy (1997) 12,006,514 Postino, Il (1994) 20,681,301
Chasing Amy (1997) 12,006,514 Twelve Monkeys (1995) 82,512,000 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Pulp Fiction (1994) 84,022,201 Toy Story (1995) 133,344,903 Full Monty, The (1997) 45,857,453
Postino, Il (1994) 20,681,301 L.A. Confidential (1997) 64,604,977 Monty Python and the Holy Grail (1974) 1,821,082
Toy Story (1995) 133,344,903 Full Monty, The (1997) 45,857,453 Lost Highway (1997) 3,796,699
Contact (1997) 149,887,543 Scream (1996) 103,001,286 Jerry Maguire (1996) 228,557,864
Chasing Amy (1997) 12,006,514 Secrets & Lies (1996) 13,417,292 Titanic (1997) 600,779,824
L.A. Confidential (1997) 64,604,977 Titanic (1997) 600,779,824 Shawshank Redemption, The (1994) 28,341,469
Average 68,389,837 Average 131,682,692 Average 102,976,498

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
Private Parts (1997) 59,339,346
Godfather, The (1972) 291,702,411
Trainspotting (1996) 16,501,785
Welcome to the Dollhouse (1995) 4,429,002
Donnie Brasco (1997) 60,851,988
Dead Man Walking (1995) 39,025,000
Star Wars (1977) 731,853,665
Return of the Jedi (1983) 500,773,409
I Shot Andy Warhol (1996) 1,814,290
People vs. Larry Flynt, The (1996) 20,191,312
Waiting for Guffman (1996) 2,892,582
Swingers (1996) 4,505,922
Leaving Las Vegas (1995) 31,968,347
Bound (1996) 3,798,532
Fargo (1996) 24,611,975
Lone Star (1996) 13,269,963
Average 112,970,595
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