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 Toy Story (1995) 133,344,903
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Full Monty, The (1997) 45,857,453
Toy Story (1995) 133,344,903 Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803
Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453 Silence of the Lambs, The (1991) 137,332,208
L.A. Confidential (1997) 64,604,977 Toy Story (1995) 133,344,903 Mr. Holland's Opus (1995) 119,078,097
Air Force One (1997) 250,384,803 L.A. Confidential (1997) 64,604,977 Titanic (1997) 600,779,824
Silence of the Lambs, The (1991) 137,332,208 Boot, Das (1981) 11,433,134 L.A. Confidential (1997) 64,604,977
Boot, Das (1981) 11,433,134 Men in Black (1997) 367,992,228 Boot, Das (1981) 11,433,134
Postino, Il (1994) 20,681,301 Chasing Amy (1997) 12,006,514 Schindler's List (1993) 140,409,248
Twelve Monkeys (1995) 82,512,000 Mr. Holland's Opus (1995) 119,078,097 Men in Black (1997) 367,992,228
Average 137,154,257 Average 163,009,390 Average 187,121,687

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
Jerry Maguire (1996) 228,557,864
Grumpier Old Men (1995) 105,662,663
Scream (1996) 103,001,286
Star Wars (1977) 731,853,665
Contact (1997) 149,887,543
English Patient, The (1996) 111,415,132
Trainspotting (1996) 16,501,785
Sense and Sensibility (1995) 62,493,774
Dead Man Walking (1995) 39,025,000
Leaving Las Vegas (1995) 31,968,347
Godfather, The (1972) 291,702,411
Return of the Jedi (1983) 500,773,409
Average 197,736,906
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