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
Conspiracy Theory (1997) 111,189,998 Scream (1996) 103,001,286 Conspiracy Theory (1997) 111,189,998
Star Kid (1997) 7,015,240 Conspiracy Theory (1997) 111,189,998 Star Kid (1997) 7,015,240
Scream (1996) 103,001,286 Full Monty, The (1997) 45,857,453 Kiss the Girls (1997) 86,753,012
Full Monty, The (1997) 45,857,453 Liar Liar (1997) 277,327,280 Cop Land (1997) 64,207,716
Kiss the Girls (1997) 86,753,012 Cop Land (1997) 64,207,716 Midnight in the Garden of Good and Evil (1997) 25,078,937
Playing God (1997) 4,052,347 Chasing Amy (1997) 12,006,514 Liar Liar (1997) 277,327,280
Amistad (1997) 44,175,394 Amistad (1997) 44,175,394 Chasing Amy (1997) 12,006,514
Cop Land (1997) 64,207,716 Star Wars (1977) 731,853,665 Dante's Peak (1997) 98,728,432
Midnight in the Garden of Good and Evil (1997) 25,078,937 Evita (1996) 73,298,979 Star Wars (1977) 731,853,665
Liar Liar (1997) 277,327,280 Boogie Nights (1997) 26,384,919 Four Days in September (1997) 310,724
Average 76,865,866 Average 148,930,320 Average 141,447,151

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
Gattaca (1997) 12,339,633
English Patient, The (1996) 111,415,132
Good Will Hunting (1997) 192,328,280
Red Corner (1997) 22,415,440
Devil's Advocate, The (1997) 86,587,776
Air Force One (1997) 250,384,803
Starship Troopers (1997) 79,093,786
Picture Perfect (1997) 31,058,643
Volcano (1997) 71,496,882
Titanic (1997) 600,779,824
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
G.I. Jane (1997) 70,277,032
Apt Pupil (1998) 8,838,938
Ayn Rand: A Sense of Life (1997) 209,244
Contact (1997) 149,887,543
L.A. Confidential (1997) 64,604,977
As Good As It Gets (1997) 215,563,842
Murder at 1600 (1997) 25,826,788
One Night Stand (1997) 2,618,335
Average 105,523,412
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