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
Godfather, The (1972) 291,702,411 English Patient, The (1996) 111,415,132 L.A. Confidential (1997) 64,604,977
English Patient, The (1996) 111,415,132 Godfather, The (1972) 291,702,411 Leaving Las Vegas (1995) 31,968,347
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Secrets & Lies (1996) 13,417,292
Leaving Las Vegas (1995) 31,968,347 Leaving Las Vegas (1995) 31,968,347 Swingers (1996) 4,505,922
Good Will Hunting (1997) 192,328,280 Scream (1996) 103,001,286 Shawshank Redemption, The (1994) 28,341,469
Scream (1996) 103,001,286 Air Force One (1997) 250,384,803 Godfather, The (1972) 291,702,411
Secrets & Lies (1996) 13,417,292 Good Will Hunting (1997) 192,328,280 Jurassic Park (1993) 563,476,625
Dead Man Walking (1995) 39,025,000 Dead Man Walking (1995) 39,025,000 Postino, Il (1994) 20,681,301
Pulp Fiction (1994) 84,022,201 Jerry Maguire (1996) 228,557,864 Usual Suspects, The (1995) 1,120,000
Air Force One (1997) 250,384,803 Secrets & Lies (1996) 13,417,292 Pulp Fiction (1994) 84,022,201
Average 118,186,972 Average 132,640,539 Average 110,384,054

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
Chasing Amy (1997) 12,006,514
Amistad (1997) 44,175,394
Contact (1997) 149,887,543
Star Trek: First Contact (1996) 207,001,027
Welcome to the Dollhouse (1995) 4,429,002
Lone Star (1996) 13,269,963
Return of the Jedi (1983) 500,773,409
Twelve Monkeys (1995) 82,512,000
Barb Wire (1996) 3,794,000
Star Wars (1977) 731,853,665
Chasing Amy (1997) 12,006,514
Dragonheart (1996) 51,317,350
Matilda (1996) 33,084,249
Trainspotting (1996) 16,501,785
Donnie Brasco (1997) 60,851,988
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Romy and Michele's High School Reunion (1997) 29,205,077
Full Monty, The (1997) 45,857,453
Young Poisoner's Handbook, The (1995) 749,812
City of Lost Children, The (1995) 1,513,028
Fargo (1996) 24,611,975
Starship Troopers (1997) 79,093,786
People vs. Larry Flynt, The (1996) 20,191,312
Titanic (1997) 600,779,824
Toy Story (1995) 133,344,903
Beavis and Butt-head Do America (1996) 90,162,233
Average 113,575,915
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