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 Titanic (1997) 600,779,824 Fargo (1996) 24,611,975
Independence Day (ID4) (1996) 483,359,255 Fargo (1996) 24,611,975 Toy Story (1995) 133,344,903
Fargo (1996) 24,611,975 English Patient, The (1996) 111,415,132 Star Trek: First Contact (1996) 207,001,027
Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903 Mission: Impossible (1996) 274,049,639
Mr. Holland's Opus (1995) 119,078,097 Mr. Holland's Opus (1995) 119,078,097 Leaving Las Vegas (1995) 31,968,347
Men in Black (1997) 367,992,228 Independence Day (ID4) (1996) 483,359,255 Twelve Monkeys (1995) 82,512,000
Star Trek: First Contact (1996) 207,001,027 Men in Black (1997) 367,992,228 L.A. Confidential (1997) 64,604,977
English Patient, The (1996) 111,415,132 Star Trek: First Contact (1996) 207,001,027 Empire Strikes Back, The (1980) 225,554,189
Twister (1996) 375,152,715 Conspiracy Theory (1997) 111,189,998 Titanic (1997) 600,779,824
Mission: Impossible (1996) 274,049,639 L.A. Confidential (1997) 64,604,977 Truth About Cats & Dogs, The (1996) 34,073,143
Average 269,678,479 Average 222,337,741 Average 167,850,002

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
Face/Off (1997) 163,746,077
Contact (1997) 149,887,543
Return of the Jedi (1983) 500,773,409
Austin Powers: International Man of Mystery (1997) 78,171,630
Courage Under Fire (1996) 87,335,823
Up Close and Personal (1996) 74,045,801
Ransom (1996) 207,758,522
Scream (1996) 103,001,286
River Wild, The (1994) 69,356,343
Godfather, The (1972) 291,702,411
Grosse Pointe Blank (1997) 28,014,536
People vs. Larry Flynt, The (1996) 20,191,312
Star Wars (1977) 731,853,665
Liar Liar (1997) 277,327,280
Jerry Maguire (1996) 228,557,864
Happy Gilmore (1996) 38,624,000
Addicted to Love (1997) 34,656,904
Dead Man Walking (1995) 39,025,000
Air Force One (1997) 250,384,803
Average 177,600,747
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