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 Contact (1997) 149,887,543
Contact (1997) 149,887,543 Contact (1997) 149,887,543 Fargo (1996) 24,611,975
English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132 L.A. Confidential (1997) 64,604,977
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Liar Liar (1997) 277,327,280
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Titanic (1997) 600,779,824
Soul Food (1997) 43,490,057 Scream (1996) 103,001,286 Empire Strikes Back, The (1980) 225,554,189
Scream (1996) 103,001,286 Full Monty, The (1997) 45,857,453 Good Will Hunting (1997) 192,328,280
G.I. Jane (1997) 70,277,032 Liar Liar (1997) 277,327,280 My Best Friend's Wedding (1997) 185,360,508
Full Monty, The (1997) 45,857,453 Conspiracy Theory (1997) 111,189,998 Forrest Gump (1994) 485,691,196
Liar Liar (1997) 277,327,280 Silence of the Lambs, The (1991) 137,332,208 Eve's Bayou (1997) 14,821,531
Average 149,125,255 Average 162,600,767 Average 222,096,730

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
Godfather, The (1972) 291,702,411
My Fellow Americans (1996) 22,294,341
Men in Black (1997) 367,992,228
Eraser (1996) 147,260,786
Air Force One (1997) 250,384,803
Tomorrow Never Dies (1997) 184,221,129
Rosewood (1997) 13,104,494
Evita (1996) 73,298,979
Star Trek: First Contact (1996) 207,001,027
Sling Blade (1996) 24,475,416
Independence Day (ID4) (1996) 483,359,255
Jerry Maguire (1996) 228,557,864
Return of the Jedi (1983) 500,773,409
Sense and Sensibility (1995) 62,493,774
Star Wars (1977) 731,853,665
Mr. Holland's Opus (1995) 119,078,097
Mission: Impossible (1996) 274,049,639
Toy Story (1995) 133,344,903
Average 227,526,565
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