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
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Amistad (1997) 44,175,394
Desperate Measures (1998) 13,806,137 Contact (1997) 149,887,543 Contact (1997) 149,887,543
Amistad (1997) 44,175,394 Good Will Hunting (1997) 192,328,280 Good Will Hunting (1997) 192,328,280
Kiss the Girls (1997) 86,753,012 Amistad (1997) 44,175,394 Midnight in the Garden of Good and Evil (1997) 25,078,937
Contact (1997) 149,887,543 Fly Away Home (1996) 24,506,082 Fly Away Home (1996) 24,506,082
Good Will Hunting (1997) 192,328,280 In & Out (1997) 63,826,569 Winter Guest, The (1997) 776,332
Midnight in the Garden of Good and Evil (1997) 25,078,937 Scream (1996) 103,001,286 Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Fly Away Home (1996) 24,506,082 Liar Liar (1997) 277,327,280 Ice Storm, The (1997) 7,837,632
Mrs. Dalloway (1997) 3,263,672 Kiss the Girls (1997) 86,753,012 Dead Man Walking (1995) 39,025,000
Average 120,518,385 Average 160,719,024 Average 55,743,810

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
Apt Pupil (1998) 8,838,938
Emma (1996) 22,201,883
Full Monty, The (1997) 45,857,453
Evita (1996) 73,298,979
Air Force One (1997) 250,384,803
Kolya (1996) 5,730,711
English Patient, The (1996) 111,415,132
Fargo (1996) 24,611,975
Seven Years in Tibet (1997) 37,901,509
Anna Karenina (1997) 791,830
Average 58,103,321
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