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
English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132
Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803
As Good As It Gets (1997) 215,563,842 Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453
Full Monty, The (1997) 45,857,453 Scream (1996) 103,001,286 Cop Land (1997) 64,207,716
Scream (1996) 103,001,286 As Good As It Gets (1997) 215,563,842 In & Out (1997) 63,826,569
Amistad (1997) 44,175,394 Star Wars (1977) 731,853,665 Ulee's Gold (1997) 9,054,736
Jackie Brown (1997) 39,647,595 Chasing Amy (1997) 12,006,514 Murder at 1600 (1997) 25,826,788
Star Wars (1977) 731,853,665 Amistad (1997) 44,175,394 As Good As It Gets (1997) 215,563,842
Wag the Dog (1997) 43,022,524 In & Out (1997) 63,826,569 Amistad (1997) 44,175,394
Chasing Amy (1997) 12,006,514 Godfather, The (1972) 291,702,411 Star Wars (1977) 731,853,665
Average 159,692,820 Average 186,978,706 Average 156,216,609

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
Good Will Hunting (1997) 192,328,280
G.I. Jane (1997) 70,277,032
Dead Man Walking (1995) 39,025,000
Jerry Maguire (1996) 228,557,864
Mr. Holland's Opus (1995) 119,078,097
Fargo (1996) 24,611,975
Independence Day (ID4) (1996) 483,359,255
Titanic (1997) 600,779,824
Conspiracy Theory (1997) 111,189,998
Contact (1997) 149,887,543
Twelve Monkeys (1995) 82,512,000
Liar Liar (1997) 277,327,280
Seven Years in Tibet (1997) 37,901,509
Leaving Las Vegas (1995) 31,968,347
Mighty Aphrodite (1995) 6,700,000
Boogie Nights (1997) 26,384,919
L.A. Confidential (1997) 64,604,977
Devil's Advocate, The (1997) 86,587,776
People vs. Larry Flynt, The (1996) 20,191,312
Apt Pupil (1998) 8,838,938
Average 133,105,596
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