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
Contact (1997) 149,887,543 Contact (1997) 149,887,543 Contact (1997) 149,887,543
English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132 Good Will Hunting (1997) 192,328,280
Good Will Hunting (1997) 192,328,280 Good Will Hunting (1997) 192,328,280 Chasing Amy (1997) 12,006,514
Apt Pupil (1998) 8,838,938 Toy Story (1995) 133,344,903 Seven Years in Tibet (1997) 37,901,509
Toy Story (1995) 133,344,903 Chasing Amy (1997) 12,006,514 Twelve Monkeys (1995) 82,512,000
Chasing Amy (1997) 12,006,514 Liar Liar (1997) 277,327,280 Boogie Nights (1997) 26,384,919
Trainspotting (1996) 16,501,785 Apt Pupil (1998) 8,838,938 Jurassic Park (1993) 563,476,625
Secrets & Lies (1996) 13,417,292 Jerry Maguire (1996) 228,557,864 Wag the Dog (1997) 43,022,524
Jerry Maguire (1996) 228,557,864 Conspiracy Theory (1997) 111,189,998 Jerry Maguire (1996) 228,557,864
Conspiracy Theory (1997) 111,189,998 Trainspotting (1996) 16,501,785 Swingers (1996) 4,505,922
Average 97,748,824 Average 124,139,823 Average 134,058,370

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
Phenomenon (1996) 155,732,573
Mr. Holland's Opus (1995) 119,078,097
Full Monty, The (1997) 45,857,453
Dead Man Walking (1995) 39,025,000
Fargo (1996) 24,611,975
Godfather, The (1972) 291,702,411
Air Force One (1997) 250,384,803
Bound (1996) 3,798,532
Leaving Las Vegas (1995) 31,968,347
Amistad (1997) 44,175,394
Fly Away Home (1996) 24,506,082
Chasing Amy (1997) 12,006,514
Spitfire Grill, The (1996) 12,643,776
Return of the Jedi (1983) 500,773,409
L.A. Confidential (1997) 64,604,977
Private Parts (1997) 59,339,346
Star Wars (1977) 731,853,665
Titanic (1997) 600,779,824
Tomorrow Never Dies (1997) 184,221,129
Boot, Das (1981) 11,433,134
Brassed Off (1996) 2,560,471
Scream (1996) 103,001,286
Average 150,639,009
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