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 Air Force One (1997) 250,384,803
L.A. Confidential (1997) 64,604,977 English Patient, The (1996) 111,415,132 L.A. Confidential (1997) 64,604,977
English Patient, The (1996) 111,415,132 Contact (1997) 149,887,543 English Patient, The (1996) 111,415,132
Good Will Hunting (1997) 192,328,280 L.A. Confidential (1997) 64,604,977 Good Will Hunting (1997) 192,328,280
Contact (1997) 149,887,543 Good Will Hunting (1997) 192,328,280 Contact (1997) 149,887,543
Scream (1996) 103,001,286 Scream (1996) 103,001,286 Seven Years in Tibet (1997) 37,901,509
Apt Pupil (1998) 8,838,938 Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409
G.I. Jane (1997) 70,277,032 Fargo (1996) 24,611,975 Chasing Amy (1997) 12,006,514
Seven Years in Tibet (1997) 37,901,509 Apt Pupil (1998) 8,838,938 Jurassic Park (1993) 563,476,625
Return of the Jedi (1983) 500,773,409 Chasing Amy (1997) 12,006,514 Independence Day (ID4) (1996) 483,359,255
Average 148,941,290 Average 141,785,285 Average 236,613,804

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
Beautician and the Beast, The (1997) 11,454,593
Face/Off (1997) 163,746,077
Men in Black (1997) 367,992,228
In & Out (1997) 63,826,569
Godfather, The (1972) 291,702,411
Full Monty, The (1997) 45,857,453
Star Wars (1977) 731,853,665
Conspiracy Theory (1997) 111,189,998
Liar Liar (1997) 277,327,280
Titanic (1997) 600,779,824
Average 266,573,009
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