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
Mrs. Dalloway (1997) 3,263,672 Titanic (1997) 600,779,824 Anna Karenina (1997) 791,830
Hurricane Streets (1998) 334,041 English Patient, The (1996) 111,415,132 Hoodlum (1997) 23,461,013
Desperate Measures (1998) 13,806,137 L.A. Confidential (1997) 64,604,977 English Patient, The (1996) 111,415,132
Anna Karenina (1997) 791,830 Air Force One (1997) 250,384,803 Seven Years in Tibet (1997) 37,901,509
Hoodlum (1997) 23,461,013 Rosewood (1997) 13,104,494 Conspiracy Theory (1997) 111,189,998
Kiss the Girls (1997) 86,753,012 Kiss the Girls (1997) 86,753,012 I Know What You Did Last Summer (1997) 103,145,788
Titanic (1997) 600,779,824 Kolya (1996) 5,730,711 Braveheart (1995) 110,286,945
L.A. Confidential (1997) 64,604,977 Good Will Hunting (1997) 192,328,280 Silence of the Lambs, The (1991) 137,332,208
Rosewood (1997) 13,104,494 Hoodlum (1997) 23,461,013 Alien: Resurrection (1997) 47,748,610
English Patient, The (1996) 111,415,132 Lost Highway (1997) 3,796,699 Deceiver (1997) 572,433
Average 91,831,413 Average 135,235,894 Average 68,384,546

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
Full Monty, The (1997) 45,857,453
Contact (1997) 149,887,543
Winter Guest, The (1997) 776,332
Scream (1996) 103,001,286
Scream 2 (1997) 140,865,935
Average 77,482,438
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