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
Senseless (1998) 13,035,599 Contact (1997) 149,887,543 Senseless (1998) 13,035,599
Love Jones (1997) 12,514,138 Full Monty, The (1997) 45,857,453 Love Jones (1997) 12,514,138
Hoodlum (1997) 23,461,013 Good Will Hunting (1997) 192,328,280 Good Will Hunting (1997) 192,328,280
Good Will Hunting (1997) 192,328,280 In & Out (1997) 63,826,569 Contact (1997) 149,887,543
In & Out (1997) 63,826,569 Liar Liar (1997) 277,327,280 Fire Down Below (1997) 16,148,906
Contact (1997) 149,887,543 Starship Troopers (1997) 79,093,786 Full Monty, The (1997) 45,857,453
Fire Down Below (1997) 16,148,906 Apt Pupil (1998) 8,838,938 Seven Years in Tibet (1997) 37,901,509
Full Monty, The (1997) 45,857,453 Seven Years in Tibet (1997) 37,901,509 Scream 2 (1997) 140,865,935
Seven Years in Tibet (1997) 37,901,509 Evita (1996) 73,298,979 Star Wars (1977) 731,853,665
Average 61,956,598 Average 99,296,531 Average 140,499,800

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
Devil's Advocate, The (1997) 86,587,776
Amistad (1997) 44,175,394
Soul Food (1997) 43,490,057
Rosewood (1997) 13,104,494
Titanic (1997) 600,779,824
Eve's Bayou (1997) 14,821,531
Scream (1996) 103,001,286
Chasing Amy (1997) 12,006,514
Air Force One (1997) 250,384,803
English Patient, The (1996) 111,415,132
Average 127,976,681
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