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
Liar Liar (1997) 277,327,280 Contact (1997) 149,887,543 Liar Liar (1997) 277,327,280
Contact (1997) 149,887,543 Liar Liar (1997) 277,327,280 Kiss the Girls (1997) 86,753,012
Boogie Nights (1997) 26,384,919 English Patient, The (1996) 111,415,132 G.I. Jane (1997) 70,277,032
English Patient, The (1996) 111,415,132 Air Force One (1997) 250,384,803 Ulee's Gold (1997) 9,054,736
Alien: Resurrection (1997) 47,748,610 Full Monty, The (1997) 45,857,453 Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Kiss the Girls (1997) 86,753,012 Boogie Nights (1997) 26,384,919 Contact (1997) 149,887,543
Full Monty, The (1997) 45,857,453 Chasing Amy (1997) 12,006,514 Chasing Amy (1997) 12,006,514
Air Force One (1997) 250,384,803 Conspiracy Theory (1997) 111,189,998 Chairman of the Board (1998) 306,715
G.I. Jane (1997) 70,277,032 Alien: Resurrection (1997) 47,748,610 Star Wars (1977) 731,853,665
Hard Rain (1998) 19,819,494 Amistad (1997) 44,175,394 Mrs. Dalloway (1997) 3,263,672
Average 108,585,527 Average 107,637,764 Average 134,994,809

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
Scream (1996) 103,001,286
Everyone Says I Love You (1996) 9,714,482
Lost Highway (1997) 3,796,699
Kolya (1996) 5,730,711
Gattaca (1997) 12,339,633
Spawn (1997) 84,882,059
Indian Summer (1996) 202,167
Cop Land (1997) 64,207,716
Good Will Hunting (1997) 192,328,280
Apt Pupil (1998) 8,838,938
Titanic (1997) 600,779,824
As Good As It Gets (1997) 215,563,842
Deceiver (1997) 572,433
L.A. Confidential (1997) 64,604,977
Average 97,611,646
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