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
Good Will Hunting (1997) 192,328,280 Contact (1997) 149,887,543 Good Will Hunting (1997) 192,328,280
Contact (1997) 149,887,543 English Patient, The (1996) 111,415,132 Contact (1997) 149,887,543
English Patient, The (1996) 111,415,132 Good Will Hunting (1997) 192,328,280 English Patient, The (1996) 111,415,132
Apt Pupil (1998) 8,838,938 Liar Liar (1997) 277,327,280 Apt Pupil (1998) 8,838,938
G.I. Jane (1997) 70,277,032 In & Out (1997) 63,826,569 Rosewood (1997) 13,104,494
Conspiracy Theory (1997) 111,189,998 Conspiracy Theory (1997) 111,189,998 Jackie Brown (1997) 39,647,595
In & Out (1997) 63,826,569 Apt Pupil (1998) 8,838,938 Fly Away Home (1996) 24,506,082
Devil's Advocate, The (1997) 86,587,776 Fargo (1996) 24,611,975 Star Wars (1977) 731,853,665
I Know What You Did Last Summer (1997) 103,145,788 Devil's Advocate, The (1997) 86,587,776 G.I. Jane (1997) 70,277,032
Average 96,210,203 Average 109,061,846 Average 140,646,373

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
Volcano (1997) 71,496,882
Boogie Nights (1997) 26,384,919
Everyone Says I Love You (1996) 9,714,482
Scream (1996) 103,001,286
Scream 2 (1997) 140,865,935
Titanic (1997) 600,779,824
Air Force One (1997) 250,384,803
Chasing Amy (1997) 12,006,514
Full Monty, The (1997) 45,857,453
Average 140,054,677
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