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
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Contact (1997) 149,887,543
Air Force One (1997) 250,384,803 Contact (1997) 149,887,543 Ice Storm, The (1997) 7,837,632
As Good As It Gets (1997) 215,563,842 Air Force One (1997) 250,384,803 Jackie Brown (1997) 39,647,595
Contact (1997) 149,887,543 Chasing Amy (1997) 12,006,514 L.A. Confidential (1997) 64,604,977
Ice Storm, The (1997) 7,837,632 As Good As It Gets (1997) 215,563,842 Air Force One (1997) 250,384,803
Chasing Amy (1997) 12,006,514 Fargo (1996) 24,611,975 Chasing Amy (1997) 12,006,514
Jackie Brown (1997) 39,647,595 Jackie Brown (1997) 39,647,595 Fargo (1996) 24,611,975
Four Days in September (1997) 310,724 Star Wars (1977) 731,853,665 Seven Years in Tibet (1997) 37,901,509
Devil's Advocate, The (1997) 86,587,776 Devil's Advocate, The (1997) 86,587,776 Playing God (1997) 4,052,347
Seven Years in Tibet (1997) 37,901,509 Gattaca (1997) 12,339,633 Scream 2 (1997) 140,865,935
Average 86,473,291 Average 158,748,832 Average 73,180,083

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
Liar Liar (1997) 277,327,280
Scream (1996) 103,001,286
Full Monty, The (1997) 45,857,453
Ulee's Gold (1997) 9,054,736
Wag the Dog (1997) 43,022,524
Amistad (1997) 44,175,394
Conspiracy Theory (1997) 111,189,998
Kolya (1996) 5,730,711
Good Will Hunting (1997) 192,328,280
Apt Pupil (1998) 8,838,938
Cop Land (1997) 64,207,716
Rosewood (1997) 13,104,494
Deconstructing Harry (1997) 10,569,071
Usual Suspects, The (1995) 1,120,000
Killing Fields, The (1984) 50,509,720
English Patient, The (1996) 111,415,132
G.I. Jane (1997) 70,277,032
Boogie Nights (1997) 26,384,919
Titanic (1997) 600,779,824
Sweet Hereafter, The (1997) 3,252,652
Murder at 1600 (1997) 25,826,788
Average 86,570,188
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