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
English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132 Good Will Hunting (1997) 192,328,280
Full Monty, The (1997) 45,857,453 Contact (1997) 149,887,543 Boogie Nights (1997) 26,384,919
Contact (1997) 149,887,543 Full Monty, The (1997) 45,857,453 Chasing Amy (1997) 12,006,514
Good Will Hunting (1997) 192,328,280 Star Wars (1977) 731,853,665 Devil's Advocate, The (1997) 86,587,776
Star Wars (1977) 731,853,665 Scream (1996) 103,001,286 Cop Land (1997) 64,207,716
Scream (1996) 103,001,286 Good Will Hunting (1997) 192,328,280 Pulp Fiction (1994) 84,022,201
Apt Pupil (1998) 8,838,938 Godfather, The (1972) 291,702,411 Welcome to the Dollhouse (1995) 4,429,002
Boogie Nights (1997) 26,384,919 Chasing Amy (1997) 12,006,514 Star Wars (1977) 731,853,665
Godfather, The (1972) 291,702,411 Apt Pupil (1998) 8,838,938 Trainspotting (1996) 16,501,785
Chasing Amy (1997) 12,006,514 Boogie Nights (1997) 26,384,919 G.I. Jane (1997) 70,277,032
Average 167,327,614 Average 167,327,614 Average 128,859,889

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
Air Force One (1997) 250,384,803
Swingers (1996) 4,505,922
Twelve Monkeys (1995) 82,512,000
Titanic (1997) 600,779,824
Lone Star (1996) 13,269,963
Ransom (1996) 207,758,522
L.A. Confidential (1997) 64,604,977
Bound (1996) 3,798,532
Fargo (1996) 24,611,975
Courage Under Fire (1996) 87,335,823
Deconstructing Harry (1997) 10,569,071
In & Out (1997) 63,826,569
People vs. Larry Flynt, The (1996) 20,191,312
Primal Fear (1996) 80,646,667
Average 108,199,711
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