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
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 As Good As It Gets (1997) 215,563,842
As Good As It Gets (1997) 215,563,842 Scream (1996) 103,001,286 Amistad (1997) 44,175,394
Amistad (1997) 44,175,394 Air Force One (1997) 250,384,803 Scream (1996) 103,001,286
Scream (1996) 103,001,286 As Good As It Gets (1997) 215,563,842 Kolya (1996) 5,730,711
Seven Years in Tibet (1997) 37,901,509 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Air Force One (1997) 250,384,803 Chasing Amy (1997) 12,006,514 In & Out (1997) 63,826,569
Chasing Amy (1997) 12,006,514 Amistad (1997) 44,175,394 Conspiracy Theory (1997) 111,189,998
Kolya (1996) 5,730,711 In & Out (1997) 63,826,569 Scream 2 (1997) 140,865,935
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930 Star Wars (1977) 731,853,665 Cop Land (1997) 64,207,716
Ulee's Gold (1997) 9,054,736 Kolya (1996) 5,730,711 Fly Away Home (1996) 24,506,082
Average 128,781,654 Average 205,193,458 Average 79,767,950

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
Apt Pupil (1998) 8,838,938
Boogie Nights (1997) 26,384,919
Contact (1997) 149,887,543
L.A. Confidential (1997) 64,604,977
Good Will Hunting (1997) 192,328,280
Full Monty, The (1997) 45,857,453
Average 85,616,748
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