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 English Patient, The (1996) 111,415,132 Fargo (1996) 24,611,975
English Patient, The (1996) 111,415,132 Titanic (1997) 600,779,824 G.I. Jane (1997) 70,277,032
Contact (1997) 149,887,543 Contact (1997) 149,887,543 Seven Years in Tibet (1997) 37,901,509
Good Will Hunting (1997) 192,328,280 Scream (1996) 103,001,286 Devil's Advocate, The (1997) 86,587,776
Scream (1996) 103,001,286 Liar Liar (1997) 277,327,280 In & Out (1997) 63,826,569
Liar Liar (1997) 277,327,280 Good Will Hunting (1997) 192,328,280 Boogie Nights (1997) 26,384,919
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Titanic (1997) 600,779,824
Apt Pupil (1998) 8,838,938 Chasing Amy (1997) 12,006,514 English Patient, The (1996) 111,415,132
G.I. Jane (1997) 70,277,032 Godfather, The (1972) 291,702,411 Good Will Hunting (1997) 192,328,280
Chasing Amy (1997) 12,006,514 Apt Pupil (1998) 8,838,938 Apt Pupil (1998) 8,838,938
Average 155,047,380 Average 177,189,918 Average 122,295,195

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
Evita (1996) 73,298,979
Cop Land (1997) 64,207,716
Conspiracy Theory (1997) 111,189,998
Star Wars (1977) 731,853,665
Full Monty, The (1997) 45,857,453
Air Force One (1997) 250,384,803
Murder at 1600 (1997) 25,826,788
Return of the Jedi (1983) 500,773,409
Dead Man Walking (1995) 39,025,000
Red Corner (1997) 22,415,440
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Fly Away Home (1996) 24,506,082
Sense and Sensibility (1995) 62,493,774
L.A. Confidential (1997) 64,604,977
Kiss the Girls (1997) 86,753,012
Average 140,827,268
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