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
Contact (1997) 149,887,543 Contact (1997) 149,887,543 Air Force One (1997) 250,384,803
Air Force One (1997) 250,384,803 English Patient, The (1996) 111,415,132 As Good As It Gets (1997) 215,563,842
English Patient, The (1996) 111,415,132 Air Force One (1997) 250,384,803 Ulee's Gold (1997) 9,054,736
Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453 G.I. Jane (1997) 70,277,032
As Good As It Gets (1997) 215,563,842 Chasing Amy (1997) 12,006,514 Devil's Advocate, The (1997) 86,587,776
Boogie Nights (1997) 26,384,919 Conspiracy Theory (1997) 111,189,998 Ice Storm, The (1997) 7,837,632
Conspiracy Theory (1997) 111,189,998 Boogie Nights (1997) 26,384,919 Contact (1997) 149,887,543
Chasing Amy (1997) 12,006,514 Star Wars (1977) 731,853,665 Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Ulee's Gold (1997) 9,054,736 As Good As It Gets (1997) 215,563,842 Four Days in September (1997) 310,724
G.I. Jane (1997) 70,277,032 Ulee's Gold (1997) 9,054,736 Star Wars (1977) 731,853,665
Average 100,202,197 Average 166,359,860 Average 153,097,568

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
Everyone Says I Love You (1996) 9,714,482
Scream (1996) 103,001,286
Apt Pupil (1998) 8,838,938
Spawn (1997) 84,882,059
L.A. Confidential (1997) 64,604,977
Titanic (1997) 600,779,824
Lost Highway (1997) 3,796,699
Gattaca (1997) 12,339,633
Indian Summer (1996) 202,167
Liar Liar (1997) 277,327,280
Cop Land (1997) 64,207,716
Good Will Hunting (1997) 192,328,280
Kolya (1996) 5,730,711
Tomorrow Never Dies (1997) 184,221,129
Average 115,141,084
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