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 Jerry Maguire (1996) 228,557,864
Air Force One (1997) 250,384,803 Contact (1997) 149,887,543 Air Force One (1997) 250,384,803
Contact (1997) 149,887,543 Jerry Maguire (1996) 228,557,864 Contact (1997) 149,887,543
Twister (1996) 375,152,715 Fargo (1996) 24,611,975 Twister (1996) 375,152,715
Fargo (1996) 24,611,975 Scream (1996) 103,001,286 Scream (1996) 103,001,286
Star Trek: First Contact (1996) 207,001,027 English Patient, The (1996) 111,415,132 Leaving Las Vegas (1995) 31,968,347
Scream (1996) 103,001,286 Star Trek: First Contact (1996) 207,001,027 Spitfire Grill, The (1996) 12,643,776
Courage Under Fire (1996) 87,335,823 Courage Under Fire (1996) 87,335,823 Jurassic Park (1993) 563,476,625
Face/Off (1997) 163,746,077 Twister (1996) 375,152,715 Forrest Gump (1994) 485,691,196
English Patient, The (1996) 111,415,132 Conspiracy Theory (1997) 111,189,998 Ghost and the Darkness, The (1996) 38,553,833
Average 170,109,424 Average 164,853,816 Average 223,931,798

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
Godfather, The (1972) 291,702,411
Mission: Impossible (1996) 274,049,639
Liar Liar (1997) 277,327,280
Star Wars (1977) 731,853,665
Toy Story (1995) 133,344,903
Phenomenon (1996) 155,732,573
Happy Gilmore (1996) 38,624,000
Ransom (1996) 207,758,522
Men in Black (1997) 367,992,228
Sixth Man, The (1997) 14,708,874
Daylight (1996) 32,885,565
Titanic (1997) 600,779,824
Mr. Holland's Opus (1995) 119,078,097
Independence Day (ID4) (1996) 483,359,255
My Best Friend's Wedding (1997) 185,360,508
Michael (1996) 144,887,370
Truth About Cats & Dogs, The (1996) 34,073,143
Rosewood (1997) 13,104,494
Return of the Jedi (1983) 500,773,409
Average 242,494,513
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