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 Jerry Maguire (1996) 228,557,864
Jerry Maguire (1996) 228,557,864 Jerry Maguire (1996) 228,557,864 Mr. Holland's Opus (1995) 119,078,097
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Truth About Cats & Dogs, The (1996) 34,073,143
Return of the Jedi (1983) 500,773,409 Contact (1997) 149,887,543 Shawshank Redemption, The (1994) 28,341,469
Ransom (1996) 207,758,522 Return of the Jedi (1983) 500,773,409 Princess Bride, The (1987) 21,277,649
Courage Under Fire (1996) 87,335,823 Titanic (1997) 600,779,824 Full Monty, The (1997) 45,857,453
Mr. Holland's Opus (1995) 119,078,097 Air Force One (1997) 250,384,803 Happy Gilmore (1996) 38,624,000
Men in Black (1997) 367,992,228 English Patient, The (1996) 111,415,132 Return of the Jedi (1983) 500,773,409
Twister (1996) 375,152,715 Mr. Holland's Opus (1995) 119,078,097 Trainspotting (1996) 16,501,785
Star Trek: First Contact (1996) 207,001,027 Men in Black (1997) 367,992,228 Contact (1997) 149,887,543
Average 311,720,576 Average 335,242,497 Average 118,297,241

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
Spitfire Grill, The (1996) 12,643,776
Fargo (1996) 24,611,975
Dead Man Walking (1995) 39,025,000
My Best Friend's Wedding (1997) 185,360,508
Juror, The (1996) 22,754,725
Liar Liar (1997) 277,327,280
Father of the Bride Part II (1995) 112,794,000
Toy Story (1995) 133,344,903
Long Kiss Goodnight, The (1996) 33,328,051
Leaving Las Vegas (1995) 31,968,347
People vs. Larry Flynt, The (1996) 20,191,312
Mars Attacks! (1996) 37,754,208
Independence Day (ID4) (1996) 483,359,255
Average 108,804,872
up

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