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
Ice Storm, The (1997) 7,837,632 English Patient, The (1996) 111,415,132 Ice Storm, The (1997) 7,837,632
English Patient, The (1996) 111,415,132 Contact (1997) 149,887,543 Air Force One (1997) 250,384,803
Cop Land (1997) 64,207,716 Air Force One (1997) 250,384,803 Apt Pupil (1998) 8,838,938
Apt Pupil (1998) 8,838,938 Scream (1996) 103,001,286 Rosewood (1997) 13,104,494
Contact (1997) 149,887,543 Cop Land (1997) 64,207,716 Fargo (1996) 24,611,975
Air Force One (1997) 250,384,803 Apt Pupil (1998) 8,838,938 Eve's Bayou (1997) 14,821,531
Scream (1996) 103,001,286 Ice Storm, The (1997) 7,837,632 Cop Land (1997) 64,207,716
G.I. Jane (1997) 70,277,032 Conspiracy Theory (1997) 111,189,998 Smile Like Yours, A (1997) 3,247,524
Jackie Brown (1997) 39,647,595 In & Out (1997) 63,826,569 Star Wars (1977) 731,853,665
Devil's Advocate, The (1997) 86,587,776 Devil's Advocate, The (1997) 86,587,776 Assignment, The (1997) 540,063
Average 89,208,545 Average 95,717,739 Average 111,944,834

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
Chasing Amy (1997) 12,006,514
Full Monty, The (1997) 45,857,453
Gattaca (1997) 12,339,633
Life Less Ordinary, A (1997) 4,266,243
Tomorrow Never Dies (1997) 184,221,129
Titanic (1997) 600,779,824
Hurricane Streets (1998) 334,041
Replacement Killers, The (1998) 18,967,571
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Lost Highway (1997) 3,796,699
Boogie Nights (1997) 26,384,919
Career Girls (1997) 2,506,039
L.A. Confidential (1997) 64,604,977
Ulee's Gold (1997) 9,054,736
Big Lebowski, The (1998) 17,439,163
Good Will Hunting (1997) 192,328,280
Average 75,256,571
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