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
Star Wars (1977) 731,853,665 Contact (1997) 149,887,543 Trainspotting (1996) 16,501,785
Godfather, The (1972) 291,702,411 Star Wars (1977) 731,853,665 Big Night (1996) 11,881,039
Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411 Emma (1996) 22,201,883
Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453 Shawshank Redemption, The (1994) 28,341,469
Leaving Las Vegas (1995) 31,968,347 L.A. Confidential (1997) 64,604,977 Godfather, The (1972) 291,702,411
L.A. Confidential (1997) 64,604,977 Leaving Las Vegas (1995) 31,968,347 Full Monty, The (1997) 45,857,453
Trainspotting (1996) 16,501,785 Air Force One (1997) 250,384,803 L.A. Confidential (1997) 64,604,977
Big Night (1996) 11,881,039 Trainspotting (1996) 16,501,785 Star Wars (1977) 731,853,665
Air Force One (1997) 250,384,803 Toy Story (1995) 133,344,903 Boot, Das (1981) 11,433,134
Toy Story (1995) 133,344,903 Return of the Jedi (1983) 500,773,409 Contact (1997) 149,887,543
Average 172,798,692 Average 221,687,929 Average 137,426,535

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
People vs. Larry Flynt, The (1996) 20,191,312
Good Will Hunting (1997) 192,328,280
Lone Star (1996) 13,269,963
Titanic (1997) 600,779,824
Chasing Amy (1997) 12,006,514
Secrets & Lies (1996) 13,417,292
English Patient, The (1996) 111,415,132
Sense and Sensibility (1995) 62,493,774
Postino, Il (1994) 20,681,301
Fargo (1996) 24,611,975
Dead Man Walking (1995) 39,025,000
Average 100,929,124
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