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 Amistad (1997) 44,175,394
As Good As It Gets (1997) 215,563,842 Air Force One (1997) 250,384,803 Cop Land (1997) 64,207,716
Air Force One (1997) 250,384,803 Scream (1996) 103,001,286 Scream (1996) 103,001,286
Amistad (1997) 44,175,394 As Good As It Gets (1997) 215,563,842 Big Lebowski, The (1998) 17,439,163
Cop Land (1997) 64,207,716 Cop Land (1997) 64,207,716 Kolya (1996) 5,730,711
Scream (1996) 103,001,286 Amistad (1997) 44,175,394 Rosewood (1997) 13,104,494
Big Lebowski, The (1998) 17,439,163 Fargo (1996) 24,611,975 Career Girls (1997) 2,506,039
Sweet Hereafter, The (1997) 3,252,652 Star Wars (1977) 731,853,665 Everyone Says I Love You (1996) 9,714,482
Kolya (1996) 5,730,711 Liar Liar (1997) 277,327,280 Scream 2 (1997) 140,865,935
Seven Years in Tibet (1997) 37,901,509 Kolya (1996) 5,730,711 Seven Years in Tibet (1997) 37,901,509
Average 134,243,690 Average 231,763,649 Average 43,864,672

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
Fly Away Home (1996) 24,506,082
Full Monty, The (1997) 45,857,453
Ice Storm, The (1997) 7,837,632
Contact (1997) 149,887,543
Conspiracy Theory (1997) 111,189,998
Eve's Bayou (1997) 14,821,531
English Patient, The (1996) 111,415,132
Jackie Brown (1997) 39,647,595
Boogie Nights (1997) 26,384,919
In & Out (1997) 63,826,569
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
In the Company of Men (1997) 2,856,622
Wag the Dog (1997) 43,022,524
Devil's Advocate, The (1997) 86,587,776
Kundun (1997) 5,532,301
Good Will Hunting (1997) 192,328,280
Deconstructing Harry (1997) 10,569,071
Chasing Amy (1997) 12,006,514
Ulee's Gold (1997) 9,054,736
Afterglow (1997) 2,441,642
L.A. Confidential (1997) 64,604,977
Apt Pupil (1998) 8,838,938
Average 47,383,443
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