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
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 L.A. Confidential (1997) 64,604,977
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Fargo (1996) 24,611,975
Return of the Jedi (1983) 500,773,409 Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411
Contact (1997) 149,887,543 Return of the Jedi (1983) 500,773,409 Good Will Hunting (1997) 192,328,280
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Starship Troopers (1997) 79,093,786
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Swingers (1996) 4,505,922
Conspiracy Theory (1997) 111,189,998 English Patient, The (1996) 111,415,132 Rosewood (1997) 13,104,494
Godfather, The (1972) 291,702,411 Conspiracy Theory (1997) 111,189,998 Contact (1997) 149,887,543
English Patient, The (1996) 111,415,132 Godfather, The (1972) 291,702,411 Chasing Amy (1997) 12,006,514
Good Will Hunting (1997) 192,328,280 Full Monty, The (1997) 45,857,453 Crash (1996) 3,168,660
Average 277,914,721 Average 263,267,638 Average 83,501,456

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
Jerry Maguire (1996) 228,557,864
Mission: Impossible (1996) 274,049,639
Ghost and the Darkness, The (1996) 38,553,833
Dante's Peak (1997) 98,728,432
Devil's Advocate, The (1997) 86,587,776
Toy Story (1995) 133,344,903
Ghost in the Shell (Kokaku kidotai) (1995) 515,205
Courage Under Fire (1996) 87,335,823
Gridlock'd (1997) 5,479,037
Star Trek: First Contact (1996) 207,001,027
Chasing Amy (1997) 12,006,514
Volcano (1997) 71,496,882
McHale's Navy (1997) 4,529,843
People vs. Larry Flynt, The (1996) 20,191,312
Air Force One (1997) 250,384,803
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Ransom (1996) 207,758,522
Twelve Monkeys (1995) 82,512,000
Nightmare Before Christmas, The (1993) 22,782,289
Liar Liar (1997) 277,327,280
Bound (1996) 3,798,532
Scream (1996) 103,001,286
Jackie Chan's First Strike (1996) 14,511,338
Heavy Metal (1981) 9,300,000
Trainspotting (1996) 16,501,785
Half Baked (1998) 17,278,980
Spawn (1997) 84,882,059
Murder at 1600 (1997) 25,826,788
Beautician and the Beast, The (1997) 11,454,593
Beavis and Butt-head Do America (1996) 90,162,233
Average 82,995,352
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