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
Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977
Apt Pupil (1998) 8,838,938 English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132
English Patient, The (1996) 111,415,132 Apt Pupil (1998) 8,838,938 Seven Years in Tibet (1997) 37,901,509
Seven Years in Tibet (1997) 37,901,509 Seven Years in Tibet (1997) 37,901,509 Devil's Advocate, The (1997) 86,587,776
Amistad (1997) 44,175,394 Amistad (1997) 44,175,394 I Know What You Did Last Summer (1997) 103,145,788
Devil's Advocate, The (1997) 86,587,776 Devil's Advocate, The (1997) 86,587,776 Rosewood (1997) 13,104,494
As Good As It Gets (1997) 215,563,842 As Good As It Gets (1997) 215,563,842 Boogie Nights (1997) 26,384,919
I Know What You Did Last Summer (1997) 103,145,788 Boogie Nights (1997) 26,384,919 Dante's Peak (1997) 98,728,432
Rosewood (1997) 13,104,494 Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665
Average 93,572,265 Average 157,771,095 Average 152,411,149

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
Fly Away Home (1996) 24,506,082
Scream (1996) 103,001,286
G.I. Jane (1997) 70,277,032
Good Will Hunting (1997) 192,328,280
In & Out (1997) 63,826,569
Cop Land (1997) 64,207,716
Wag the Dog (1997) 43,022,524
Conspiracy Theory (1997) 111,189,998
Titanic (1997) 600,779,824
Contact (1997) 149,887,543
Chasing Amy (1997) 12,006,514
Full Monty, The (1997) 45,857,453
Desperate Measures (1998) 13,806,137
Liar Liar (1997) 277,327,280
Scream 2 (1997) 140,865,935
Kiss the Girls (1997) 86,753,012
Average 124,977,699
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