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
Apt Pupil (1998) 8,838,938 Titanic (1997) 600,779,824 Amistad (1997) 44,175,394
Amistad (1997) 44,175,394 Apt Pupil (1998) 8,838,938 Midnight in the Garden of Good and Evil (1997) 25,078,937
Titanic (1997) 600,779,824 Contact (1997) 149,887,543 Contact (1997) 149,887,543
Four Days in September (1997) 310,724 Amistad (1997) 44,175,394 Kiss the Girls (1997) 86,753,012
Kolya (1996) 5,730,711 Good Will Hunting (1997) 192,328,280 Fly Away Home (1996) 24,506,082
Anna Karenina (1997) 791,830 Kolya (1996) 5,730,711 Mrs. Dalloway (1997) 3,263,672
Good Will Hunting (1997) 192,328,280 Seven Years in Tibet (1997) 37,901,509 Conspiracy Theory (1997) 111,189,998
Seven Years in Tibet (1997) 37,901,509 Air Force One (1997) 250,384,803 Oscar & Lucinda (1997) 1,508,689
Desperate Measures (1998) 13,806,137 Ulee's Gold (1997) 9,054,736 G.I. Jane (1997) 70,277,032
Midnight in the Garden of Good and Evil (1997) 25,078,937 Chasing Amy (1997) 12,006,514 Apt Pupil (1998) 8,838,938
Average 92,974,228 Average 131,108,825 Average 52,547,929

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
English Patient, The (1996) 111,415,132
Hard Rain (1998) 19,819,494
L.A. Confidential (1997) 64,604,977
Boogie Nights (1997) 26,384,919
Full Monty, The (1997) 45,857,453
Scream (1996) 103,001,286
Sweet Hereafter, The (1997) 3,252,652
Washington Square (1997) 1,710,693
Average 47,005,825
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