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 Star Wars (1977) 731,853,665 Return of the Jedi (1983) 500,773,409
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Trainspotting (1996) 16,501,785
Twelve Monkeys (1995) 82,512,000 Contact (1997) 149,887,543 Scream (1996) 103,001,286
Return of the Jedi (1983) 500,773,409 Scream (1996) 103,001,286 Leaving Las Vegas (1995) 31,968,347
Trainspotting (1996) 16,501,785 Return of the Jedi (1983) 500,773,409 Chasing Amy (1997) 12,006,514
Scream (1996) 103,001,286 Twelve Monkeys (1995) 82,512,000 Evening Star, The (1996) 12,747,242
Leaving Las Vegas (1995) 31,968,347 Chasing Amy (1997) 12,006,514 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Chasing Amy (1997) 12,006,514 Leaving Las Vegas (1995) 31,968,347 People vs. Larry Flynt, The (1996) 20,191,312
Heat (1995) 97,783,000 Toy Story (1995) 133,344,903 Crossing Guard, The (1995) 832,910
Toy Story (1995) 133,344,903 Titanic (1997) 600,779,824 Spitfire Grill, The (1996) 12,643,776
Average 200,144,732 Average 263,782,990 Average 71,466,658

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
Face/Off (1997) 163,746,077
Independence Day (ID4) (1996) 483,359,255
Mary Reilly (1996) 5,600,000
Chasing Amy (1997) 12,006,514
Boot, Das (1981) 11,433,134
Fargo (1996) 24,611,975
Dead Man Walking (1995) 39,025,000
Trees Lounge (1996) 673,269
Frighteners, The (1996) 16,524,115
Average 84,108,815
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