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 Conspiracy Theory (1997) 111,189,998
Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803 Fire Down Below (1997) 16,148,906
Seven Years in Tibet (1997) 37,901,509 English Patient, The (1996) 111,415,132 Cop Land (1997) 64,207,716
Anna Karenina (1997) 791,830 Contact (1997) 149,887,543 Dante's Peak (1997) 98,728,432
Conspiracy Theory (1997) 111,189,998 Liar Liar (1997) 277,327,280 Murder at 1600 (1997) 25,826,788
English Patient, The (1996) 111,415,132 Conspiracy Theory (1997) 111,189,998 Air Force One (1997) 250,384,803
Liar Liar (1997) 277,327,280 Seven Years in Tibet (1997) 37,901,509 Seven Years in Tibet (1997) 37,901,509
Contact (1997) 149,887,543 In & Out (1997) 63,826,569 Anna Karenina (1997) 791,830
Fire Down Below (1997) 16,148,906 Full Monty, The (1997) 45,857,453 Rosewood (1997) 13,104,494
Cop Land (1997) 64,207,716 Cop Land (1997) 64,207,716 Indian Summer (1996) 202,167
Average 162,003,454 Average 171,277,782 Average 61,848,664

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
I Know What You Did Last Summer (1997) 103,145,788
Mad City (1997) 10,556,196
Volcano (1997) 71,496,882
Kiss the Girls (1997) 86,753,012
G.I. Jane (1997) 70,277,032
Red Corner (1997) 22,415,440
George of the Jungle (1997) 149,879,375
Desperate Measures (1998) 13,806,137
Chairman of the Board (1998) 306,715
Bean (1997) 45,298,656
Fly Away Home (1996) 24,506,082
Assignment, The (1997) 540,063
Hard Rain (1998) 19,819,494
Critical Care (1997) 141,853
Devil's Advocate, The (1997) 86,587,776
Deceiver (1997) 572,433
Truman Show, The (1998) 182,124,704
Excess Baggage (1997) 14,327,206
L.A. Confidential (1997) 64,604,977
Average 53,508,055
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