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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Secrets & Lies (1996) 13,417,292 Contact (1997) 149,887,543 Secrets & Lies (1996) 13,417,292
Sense and Sensibility (1995) 62,493,774 Star Wars (1977) 731,853,665 Sense and Sensibility (1995) 62,493,774
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411
Star Wars (1977) 731,853,665 Full Monty, The (1997) 45,857,453 Contact (1997) 149,887,543
Contact (1997) 149,887,543 L.A. Confidential (1997) 64,604,977 Leaving Las Vegas (1995) 31,968,347
Leaving Las Vegas (1995) 31,968,347 Sense and Sensibility (1995) 62,493,774 Kolya (1996) 5,730,711
Full Monty, The (1997) 45,857,453 Leaving Las Vegas (1995) 31,968,347 Toy Story (1995) 133,344,903
L.A. Confidential (1997) 64,604,977 Secrets & Lies (1996) 13,417,292 Shall We Dance? (1996) 9,676,677
Kolya (1996) 5,730,711 Titanic (1997) 600,779,824 Usual Suspects, The (1995) 1,120,000
Average 142,212,814 Average 201,717,726 Average 72,395,363

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
First Wives Club, The (1996) 150,063,383
Mighty Aphrodite (1995) 6,700,000
Lone Star (1996) 13,269,963
Everyone Says I Love You (1996) 9,714,482
Dead Man Walking (1995) 39,025,000
Postino, Il (1994) 20,681,301
English Patient, The (1996) 111,415,132
In & Out (1997) 63,826,569
Celluloid Closet, The (1995) 1,507,800
Average 66,658,843
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