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 Contact (1997) 149,887,543 Contact (1997) 149,887,543
Winter Guest, The (1997) 776,332 Full Monty, The (1997) 45,857,453 G.I. Jane (1997) 70,277,032
Amistad (1997) 44,175,394 Evita (1996) 73,298,979 Good Will Hunting (1997) 192,328,280
Contact (1997) 149,887,543 Good Will Hunting (1997) 192,328,280 Fly Away Home (1996) 24,506,082
G.I. Jane (1997) 70,277,032 Liar Liar (1997) 277,327,280 Evita (1996) 73,298,979
Kolya (1996) 5,730,711 Scream (1996) 103,001,286 Amistad (1997) 44,175,394
Rosewood (1997) 13,104,494 Amistad (1997) 44,175,394 Rosewood (1997) 13,104,494
Full Monty, The (1997) 45,857,453 Conspiracy Theory (1997) 111,189,998 Conspiracy Theory (1997) 111,189,998
Good Will Hunting (1997) 192,328,280 Kolya (1996) 5,730,711 Star Wars (1977) 731,853,665
Washington Square (1997) 1,710,693 Fly Away Home (1996) 24,506,082 Winter Guest, The (1997) 776,332
Average 52,711,160 Average 102,730,300 Average 141,139,779

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
Anna Karenina (1997) 791,830
Great Expectations (1998) 26,333,044
Dante's Peak (1997) 98,728,432
Kiss the Girls (1997) 86,753,012
Midnight in the Garden of Good and Evil (1997) 25,078,937
L.A. Confidential (1997) 64,604,977
English Patient, The (1996) 111,415,132
Tomorrow Never Dies (1997) 184,221,129
Seven Years in Tibet (1997) 37,901,509
Air Force One (1997) 250,384,803
Desperate Measures (1998) 13,806,137
Horse Whisperer, The (1998) 109,288,147
Titanic (1997) 600,779,824
Average 123,852,839
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