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
Jerry Maguire (1996) 228,557,864 Air Force One (1997) 250,384,803 Mr. Holland's Opus (1995) 119,078,097
Mr. Holland's Opus (1995) 119,078,097 Jerry Maguire (1996) 228,557,864 Courage Under Fire (1996) 87,335,823
Air Force One (1997) 250,384,803 Mr. Holland's Opus (1995) 119,078,097 Princess Bride, The (1987) 21,277,649
Ransom (1996) 207,758,522 Liar Liar (1997) 277,327,280 Forrest Gump (1994) 485,691,196
Phenomenon (1996) 155,732,573 English Patient, The (1996) 111,415,132 Leaving Las Vegas (1995) 31,968,347
Mission: Impossible (1996) 274,049,639 Ransom (1996) 207,758,522 Trainspotting (1996) 16,501,785
Courage Under Fire (1996) 87,335,823 Mission: Impossible (1996) 274,049,639 Aladdin (1992) 328,782,825
Liar Liar (1997) 277,327,280 Leaving Las Vegas (1995) 31,968,347 Dante's Peak (1997) 98,728,432
Leaving Las Vegas (1995) 31,968,347 Courage Under Fire (1996) 87,335,823 Phenomenon (1996) 155,732,573
Empire Strikes Back, The (1980) 225,554,189 Full Monty, The (1997) 45,857,453 Shawshank Redemption, The (1994) 28,341,469
Average 185,774,713 Average 163,373,296 Average 137,343,819

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
My Fellow Americans (1996) 22,294,341
Titanic (1997) 600,779,824
Happy Gilmore (1996) 38,624,000
First Wives Club, The (1996) 150,063,383
Private Parts (1997) 59,339,346
Return of the Jedi (1983) 500,773,409
Romy and Michele's High School Reunion (1997) 29,205,077
Mary Reilly (1996) 5,600,000
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Dragonheart (1996) 51,317,350
Grumpier Old Men (1995) 105,662,663
Truth About Cats & Dogs, The (1996) 34,073,143
Face/Off (1997) 163,746,077
Godfather, The (1972) 291,702,411
Beautiful Girls (1996) 20,837,000
Alien: Resurrection (1997) 47,748,610
Jungle2Jungle (1997) 81,061,526
Michael (1996) 144,887,370
Sense and Sensibility (1995) 62,493,774
Star Wars (1977) 731,853,665
Absolute Power (1997) 73,037,233
Star Trek: First Contact (1996) 207,001,027
Independence Day (ID4) (1996) 483,359,255
Event Horizon (1997) 26,616,590
People vs. Larry Flynt, The (1996) 20,191,312
Scream (1996) 103,001,286
101 Dalmatians (1996) 197,767,821
Evening Star, The (1996) 12,747,242
Twelve Monkeys (1995) 82,512,000
Contact (1997) 149,887,543
Spitfire Grill, The (1996) 12,643,776
Spawn (1997) 84,882,059
Lost World: Jurassic Park, The (1997) 359,161,284
Twister (1996) 375,152,715
Fargo (1996) 24,611,975
Mirror Has Two Faces, The (1996) 59,629,485
Toy Story (1995) 133,344,903
Heat (1995) 97,783,000
Mulholland Falls (1996) 11,500,000
Diabolique (1996) 17,000,000
Men in Black (1997) 367,992,228
Hercules (1997) 142,729,205
Average 147,347,974
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