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
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977
Kolya (1996) 5,730,711 Contact (1997) 149,887,543 Contact (1997) 149,887,543
Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453 Sweet Hereafter, The (1997) 3,252,652
Winter Guest, The (1997) 776,332 Air Force One (1997) 250,384,803 Lost Highway (1997) 3,796,699
Chasing Amy (1997) 12,006,514 Chasing Amy (1997) 12,006,514 Jurassic Park (1993) 563,476,625
Contact (1997) 149,887,543 Kolya (1996) 5,730,711 Full Monty, The (1997) 45,857,453
Air Force One (1997) 250,384,803 Good Will Hunting (1997) 192,328,280 Scream (1996) 103,001,286
Afterglow (1997) 2,441,642 Boogie Nights (1997) 26,384,919 Kolya (1996) 5,730,711
Good Will Hunting (1997) 192,328,280 Scream (1996) 103,001,286 Independence Day (ID4) (1996) 483,359,255
Boogie Nights (1997) 26,384,919 Everyone Says I Love You (1996) 9,714,482 Shooting Fish (1997) 302,204
Average 75,040,317 Average 85,990,096 Average 142,326,940

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
Seven Years in Tibet (1997) 37,901,509
Four Days in September (1997) 310,724
Godfather, The (1972) 291,702,411
Titanic (1997) 600,779,824
Conspiracy Theory (1997) 111,189,998
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Return of the Jedi (1983) 500,773,409
Mrs. Dalloway (1997) 3,263,672
Cop Land (1997) 64,207,716
Twelve Monkeys (1995) 82,512,000
Dangerous Beauty (1998) 4,530,929
Phenomenon (1996) 155,732,573
Star Wars (1977) 731,853,665
Fargo (1996) 24,611,975
Ice Storm, The (1997) 7,837,632
Kiss the Girls (1997) 86,753,012
Welcome to the Dollhouse (1995) 4,429,002
English Patient, The (1996) 111,415,132
In the Company of Men (1997) 2,856,622
Average 148,771,673
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