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
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Good Will Hunting (1997) 192,328,280
Chairman of the Board (1998) 306,715 Scream (1996) 103,001,286 Scream (1996) 103,001,286
Good Will Hunting (1997) 192,328,280 L.A. Confidential (1997) 64,604,977 I Know What You Did Last Summer (1997) 103,145,788
L.A. Confidential (1997) 64,604,977 Good Will Hunting (1997) 192,328,280 Scream 2 (1997) 140,865,935
G.I. Jane (1997) 70,277,032 English Patient, The (1996) 111,415,132 Murder at 1600 (1997) 25,826,788
Scream (1996) 103,001,286 Apt Pupil (1998) 8,838,938 Jackie Brown (1997) 39,647,595
Kiss the Girls (1997) 86,753,012 Liar Liar (1997) 277,327,280 Liar Liar (1997) 277,327,280
Apt Pupil (1998) 8,838,938 G.I. Jane (1997) 70,277,032 As Good As It Gets (1997) 215,563,842
Excess Baggage (1997) 14,327,206 Devil's Advocate, The (1997) 86,587,776 Hard Rain (1998) 19,819,494
Devil's Advocate, The (1997) 86,587,776 Kiss the Girls (1997) 86,753,012 English Patient, The (1996) 111,415,132
Average 122,780,504 Average 160,191,353 Average 122,894,142

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
Conspiracy Theory (1997) 111,189,998
Truman Show, The (1998) 182,124,704
Wag the Dog (1997) 43,022,524
Fly Away Home (1996) 24,506,082
Contact (1997) 149,887,543
Air Force One (1997) 250,384,803
Average 126,852,609
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