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
Washington Square (1997) 1,710,693 Titanic (1997) 600,779,824 Dangerous Beauty (1998) 4,530,929
Titanic (1997) 600,779,824 Contact (1997) 149,887,543 Fly Away Home (1996) 24,506,082
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Fire Down Below (1997) 16,148,906
Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453 Star Maps (1997) 592,573
Scream (1996) 103,001,286 Scream (1996) 103,001,286 L.A. Confidential (1997) 64,604,977
Contact (1997) 149,887,543 Air Force One (1997) 250,384,803 Full Monty, The (1997) 45,857,453
Air Force One (1997) 250,384,803 Fly Away Home (1996) 24,506,082 Everyone Says I Love You (1996) 9,714,482
Dante's Peak (1997) 98,728,432 Liar Liar (1997) 277,327,280 Eve's Bayou (1997) 14,821,531
G.I. Jane (1997) 70,277,032 Evita (1996) 73,298,979 Scream (1996) 103,001,286
Dangerous Beauty (1998) 4,530,929 Everyone Says I Love You (1996) 9,714,482 Deceiver (1997) 572,433
Average 138,976,297 Average 159,936,270 Average 28,435,065

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
Midnight in the Garden of Good and Evil (1997) 25,078,937
Kolya (1996) 5,730,711
Seven Years in Tibet (1997) 37,901,509
Hoodlum (1997) 23,461,013
Kiss the Girls (1997) 86,753,012
Desperate Measures (1998) 13,806,137
English Patient, The (1996) 111,415,132
Mrs. Dalloway (1997) 3,263,672
Lost Highway (1997) 3,796,699
Rosewood (1997) 13,104,494
Anna Karenina (1997) 791,830
Winter Guest, The (1997) 776,332
Average 27,156,623
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