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
Toy Story (1995) 133,344,903 Fargo (1996) 24,611,975 Toy Story (1995) 133,344,903
Fargo (1996) 24,611,975 Star Wars (1977) 731,853,665 Courage Under Fire (1996) 87,335,823
Star Wars (1977) 731,853,665 Toy Story (1995) 133,344,903 Contact (1997) 149,887,543
Jerry Maguire (1996) 228,557,864 Jerry Maguire (1996) 228,557,864 Truth About Cats & Dogs, The (1996) 34,073,143
Return of the Jedi (1983) 500,773,409 Air Force One (1997) 250,384,803 Happy Gilmore (1996) 38,624,000
Ransom (1996) 207,758,522 Contact (1997) 149,887,543 Ghost and the Darkness, The (1996) 38,553,833
Air Force One (1997) 250,384,803 Return of the Jedi (1983) 500,773,409 Jerry Maguire (1996) 228,557,864
Independence Day (ID4) (1996) 483,359,255 English Patient, The (1996) 111,415,132 Casablanca (1942) 5,806,467
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Star Maps (1997) 592,573
Courage Under Fire (1996) 87,335,823 Scream (1996) 103,001,286 Sense and Sensibility (1995) 62,493,774
Average 324,876,004 Average 283,461,040 Average 77,926,992

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
Thousand Acres, A (1997) 7,928,412
Dead Man Walking (1995) 39,025,000
Extreme Measures (1996) 17,305,211
First Wives Club, The (1996) 150,063,383
Leaving Las Vegas (1995) 31,968,347
Matilda (1996) 33,084,249
Mr. Holland's Opus (1995) 119,078,097
Cry, the Beloved Country (1995) 676,525
Con Air (1997) 146,553,269
Absolute Power (1997) 73,037,233
Breakdown (1997) 50,129,186
Donnie Brasco (1997) 60,851,988
Godfather, The (1972) 291,702,411
Average 78,569,485
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