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
Titanic (1997) 600,779,824 Contact (1997) 149,887,543 Ransom (1996) 207,758,522
Ransom (1996) 207,758,522 Titanic (1997) 600,779,824 Contact (1997) 149,887,543
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Twister (1996) 375,152,715
Contact (1997) 149,887,543 Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803
Twister (1996) 375,152,715 Men in Black (1997) 367,992,228 Scream (1996) 103,001,286
Men in Black (1997) 367,992,228 Scream (1996) 103,001,286 Ghost and the Darkness, The (1996) 38,553,833
Air Force One (1997) 250,384,803 English Patient, The (1996) 111,415,132 Dead Man Walking (1995) 39,025,000
Mission: Impossible (1996) 274,049,639 Ransom (1996) 207,758,522 Spitfire Grill, The (1996) 12,643,776
Courage Under Fire (1996) 87,335,823 Liar Liar (1997) 277,327,280 Titanic (1997) 600,779,824
Scream (1996) 103,001,286 Mission: Impossible (1996) 274,049,639 Courage Under Fire (1996) 87,335,823
Average 244,095,435 Average 236,720,823 Average 186,452,312

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
Toy Story (1995) 133,344,903
Happy Gilmore (1996) 38,624,000
Mr. Holland's Opus (1995) 119,078,097
Godfather, The (1972) 291,702,411
Star Trek: First Contact (1996) 207,001,027
Michael (1996) 144,887,370
My Best Friend's Wedding (1997) 185,360,508
Return of the Jedi (1983) 500,773,409
Executive Decision (1996) 93,638,632
Star Wars (1977) 731,853,665
Fly Away Home (1996) 24,506,082
Rosewood (1997) 13,104,494
Phenomenon (1996) 155,732,573
Independence Day (ID4) (1996) 483,359,255
Leaving Las Vegas (1995) 31,968,347
Truth About Cats & Dogs, The (1996) 34,073,143
Average 201,033,281
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