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 L.A. Confidential (1997) 64,604,977
Boogie Nights (1997) 26,384,919 Boogie Nights (1997) 26,384,919 As Good As It Gets (1997) 215,563,842
As Good As It Gets (1997) 215,563,842 As Good As It Gets (1997) 215,563,842 Wag the Dog (1997) 43,022,524
Sweet Hereafter, The (1997) 3,252,652 Chasing Amy (1997) 12,006,514 Jackie Brown (1997) 39,647,595
Wag the Dog (1997) 43,022,524 Conspiracy Theory (1997) 111,189,998 Ulee's Gold (1997) 9,054,736
Jackie Brown (1997) 39,647,595 Scream (1996) 103,001,286 Conspiracy Theory (1997) 111,189,998
Ulee's Gold (1997) 9,054,736 Liar Liar (1997) 277,327,280 Chasing Amy (1997) 12,006,514
Conspiracy Theory (1997) 111,189,998 Jackie Brown (1997) 39,647,595 Rosewood (1997) 13,104,494
Chasing Amy (1997) 12,006,514 Wag the Dog (1997) 43,022,524 G.I. Jane (1997) 70,277,032
Four Days in September (1997) 310,724 Ulee's Gold (1997) 9,054,736 Star Wars (1977) 731,853,665
Average 52,503,848 Average 90,180,367 Average 131,032,537

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
Contact (1997) 149,887,543
Mimic (1997) 25,454,187
Full Monty, The (1997) 45,857,453
Good Will Hunting (1997) 192,328,280
Alien: Resurrection (1997) 47,748,610
Devil's Advocate, The (1997) 86,587,776
Air Force One (1997) 250,384,803
Deconstructing Harry (1997) 10,569,071
Cop Land (1997) 64,207,716
Amistad (1997) 44,175,394
Titanic (1997) 600,779,824
Eve's Bayou (1997) 14,821,531
Apt Pupil (1998) 8,838,938
Ice Storm, The (1997) 7,837,632
Average 110,726,259
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