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
Boogie Nights (1997) 26,384,919 Full Monty, The (1997) 45,857,453 Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Full Monty, The (1997) 45,857,453 Boogie Nights (1997) 26,384,919 Kolya (1996) 5,730,711
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930 Chasing Amy (1997) 12,006,514 In & Out (1997) 63,826,569
Chasing Amy (1997) 12,006,514 Contact (1997) 149,887,543 Contact (1997) 149,887,543
In the Company of Men (1997) 2,856,622 Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930 Apt Pupil (1998) 8,838,938
Kolya (1996) 5,730,711 Kolya (1996) 5,730,711 Devil's Advocate, The (1997) 86,587,776
Sweet Hereafter, The (1997) 3,252,652 Titanic (1997) 600,779,824 Evita (1996) 73,298,979
Big Lebowski, The (1998) 17,439,163 In & Out (1997) 63,826,569 G.I. Jane (1997) 70,277,032
In & Out (1997) 63,826,569 Good Will Hunting (1997) 192,328,280 Kiss the Girls (1997) 86,753,012
Career Girls (1997) 2,506,039 Scream (1996) 103,001,286 Scream (1996) 103,001,286
Average 18,907,857 Average 120,902,102 Average 65,741,977

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
Ulee's Gold (1997) 9,054,736
L.A. Confidential (1997) 64,604,977
Ice Storm, The (1997) 7,837,632
English Patient, The (1996) 111,415,132
Starship Troopers (1997) 79,093,786
Cop Land (1997) 64,207,716
Average 56,035,663
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