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
Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803
English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132
Liar Liar (1997) 277,327,280 Liar Liar (1997) 277,327,280 Full Monty, The (1997) 45,857,453
Apt Pupil (1998) 8,838,938 Full Monty, The (1997) 45,857,453 Pulp Fiction (1994) 84,022,201
Full Monty, The (1997) 45,857,453 Mr. Holland's Opus (1995) 119,078,097 G.I. Jane (1997) 70,277,032
Dead Man Walking (1995) 39,025,000 Dead Man Walking (1995) 39,025,000 Jurassic Park (1993) 563,476,625
Mr. Holland's Opus (1995) 119,078,097 Apt Pupil (1998) 8,838,938 Chasing Amy (1997) 12,006,514
Star Trek: First Contact (1996) 207,001,027 Star Trek: First Contact (1996) 207,001,027 Forrest Gump (1994) 485,691,196
Pulp Fiction (1994) 84,022,201 Willy Wonka and the Chocolate Factory (1971) 4,000,000 Mr. Holland's Opus (1995) 119,078,097
Empire Strikes Back, The (1980) 225,554,189 Pulp Fiction (1994) 84,022,201 Dead Man Walking (1995) 39,025,000
Average 136,850,412 Average 114,694,993 Average 178,123,405

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
Ransom (1996) 207,758,522
L.A. Confidential (1997) 64,604,977
Face/Off (1997) 163,746,077
Chasing Amy (1997) 12,006,514
Titanic (1997) 600,779,824
Leaving Las Vegas (1995) 31,968,347
Cop Land (1997) 64,207,716
Con Air (1997) 146,553,269
Independence Day (ID4) (1996) 483,359,255
Jerry Maguire (1996) 228,557,864
Long Kiss Goodnight, The (1996) 33,328,051
Men in Black (1997) 367,992,228
Godfather, The (1972) 291,702,411
Heat (1995) 97,783,000
Contact (1997) 149,887,543
Event Horizon (1997) 26,616,590
Vegas Vacation (1997) 36,429,528
Nutty Professor, The (1996) 185,482,745
Star Wars (1977) 731,853,665
Trainspotting (1996) 16,501,785
Twister (1996) 375,152,715
Good Will Hunting (1997) 192,328,280
Boogie Nights (1997) 26,384,919
Twelve Monkeys (1995) 82,512,000
Courage Under Fire (1996) 87,335,823
Toy Story (1995) 133,344,903
Return of the Jedi (1983) 500,773,409
Scream (1996) 103,001,286
Conspiracy Theory (1997) 111,189,998
Devil's Advocate, The (1997) 86,587,776
Fargo (1996) 24,611,975
Jackie Brown (1997) 39,647,595
Beavis and Butt-head Do America (1996) 90,162,233
Fifth Element, The (1997) 92,897,302
Mission: Impossible (1996) 274,049,639
Average 176,031,421
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