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 City of Industry (1997) 1,495,332
Postino, Il (1994) 20,681,301 Contact (1997) 149,887,543 Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Lone Star (1996) 13,269,963 English Patient, The (1996) 111,415,132 Usual Suspects, The (1995) 1,120,000
Dead Man Walking (1995) 39,025,000 Dead Man Walking (1995) 39,025,000 Lone Star (1996) 13,269,963
City of Industry (1997) 1,495,332 Full Monty, The (1997) 45,857,453 Men in Black (1997) 367,992,228
Contact (1997) 149,887,543 Sense and Sensibility (1995) 62,493,774 Titanic (1997) 600,779,824
Sense and Sensibility (1995) 62,493,774 Titanic (1997) 600,779,824 Contact (1997) 149,887,543
English Patient, The (1996) 111,415,132 L.A. Confidential (1997) 64,604,977 Fast, Cheap & Out of Control (1997) 832,785
Full Monty, The (1997) 45,857,453 Lone Star (1996) 13,269,963 Sense and Sensibility (1995) 62,493,774
Boy's Life 2 (1997) 186,675 Postino, Il (1994) 20,681,301 Casablanca (1942) 5,806,467
Average 46,892,414 Average 113,262,694 Average 121,289,584

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
Shall We Dance? (1996) 9,676,677
Kolya (1996) 5,730,711
Star Wars (1977) 731,853,665
Beautiful Thing (1996) 1,449,934
Toy Story (1995) 133,344,903
Secrets & Lies (1996) 13,417,292
Return of the Jedi (1983) 500,773,409
French Twist (Gazon maudit) (1995) 1,400,000
Godfather, The (1972) 291,702,411
Celluloid Closet, The (1995) 1,507,800
It's My Party (1995) 616,663
Donnie Brasco (1997) 60,851,988
Average 146,027,121
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