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
Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803 Contact (1997) 149,887,543
Liar Liar (1997) 277,327,280 Contact (1997) 149,887,543 Kiss the Girls (1997) 86,753,012
Contact (1997) 149,887,543 Liar Liar (1997) 277,327,280 L.A. Confidential (1997) 64,604,977
Kiss the Girls (1997) 86,753,012 L.A. Confidential (1997) 64,604,977 G.I. Jane (1997) 70,277,032
L.A. Confidential (1997) 64,604,977 Good Will Hunting (1997) 192,328,280 Volcano (1997) 71,496,882
G.I. Jane (1997) 70,277,032 English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132
Good Will Hunting (1997) 192,328,280 In & Out (1997) 63,826,569 Flubber (1997) 135,747,068
Deceiver (1997) 572,433 Chasing Amy (1997) 12,006,514 Full Monty, The (1997) 45,857,453
Volcano (1997) 71,496,882 Full Monty, The (1997) 45,857,453 Star Wars (1977) 731,853,665
In & Out (1997) 63,826,569 Star Wars (1977) 731,853,665 Lost Highway (1997) 3,796,699
Average 122,745,881 Average 189,949,221 Average 147,168,946

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
Bean (1997) 45,298,656
Spawn (1997) 84,882,059
Scream 2 (1997) 140,865,935
McHale's Navy (1997) 4,529,843
Scream (1996) 103,001,286
Starship Troopers (1997) 79,093,786
Alien: Resurrection (1997) 47,748,610
Titanic (1997) 600,779,824
Conspiracy Theory (1997) 111,189,998
Dante's Peak (1997) 98,728,432
I Know What You Did Last Summer (1997) 103,145,788
Devil's Advocate, The (1997) 86,587,776
Average 125,487,666
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