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 Star Kid (1997) 7,015,240
Star Kid (1997) 7,015,240 Contact (1997) 149,887,543 As Good As It Gets (1997) 215,563,842
As Good As It Gets (1997) 215,563,842 Scream (1996) 103,001,286 Cop Land (1997) 64,207,716
Contact (1997) 149,887,543 Conspiracy Theory (1997) 111,189,998 Ulee's Gold (1997) 9,054,736
Cop Land (1997) 64,207,716 Cop Land (1997) 64,207,716 Seven Years in Tibet (1997) 37,901,509
Scream (1996) 103,001,286 As Good As It Gets (1997) 215,563,842 Fargo (1996) 24,611,975
Ulee's Gold (1997) 9,054,736 Ulee's Gold (1997) 9,054,736 Sweet Hereafter, The (1997) 3,252,652
Conspiracy Theory (1997) 111,189,998 Fargo (1996) 24,611,975 Alien: Resurrection (1997) 47,748,610
Big Lebowski, The (1998) 17,439,163 Liar Liar (1997) 277,327,280 Contact (1997) 149,887,543
Kiss the Girls (1997) 86,753,012 Star Wars (1977) 731,853,665 Career Girls (1997) 2,506,039
Average 136,489,236 Average 228,747,786 Average 56,174,986

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
Air Force One (1997) 250,384,803
Fallen (1998) 25,188,006
Tomorrow Never Dies (1997) 184,221,129
English Patient, The (1996) 111,415,132
Chasing Amy (1997) 12,006,514
Full Monty, The (1997) 45,857,453
In the Company of Men (1997) 2,856,622
U Turn (1997) 6,633,400
Jackie Brown (1997) 39,647,595
Playing God (1997) 4,052,347
Wag the Dog (1997) 43,022,524
Replacement Killers, The (1998) 18,967,571
In & Out (1997) 63,826,569
Devil's Advocate, The (1997) 86,587,776
Kull the Conqueror (1997) 6,086,891
Washington Square (1997) 1,710,693
Boogie Nights (1997) 26,384,919
Good Will Hunting (1997) 192,328,280
Ice Storm, The (1997) 7,837,632
Life Less Ordinary, A (1997) 4,266,243
Amistad (1997) 44,175,394
L.A. Confidential (1997) 64,604,977
Apt Pupil (1998) 8,838,938
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Average 52,504,972
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