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
Leaving Las Vegas (1995) 31,968,347 Contact (1997) 149,887,543 Twelve Monkeys (1995) 82,512,000
Trainspotting (1996) 16,501,785 Titanic (1997) 600,779,824 Contact (1997) 149,887,543
Titanic (1997) 600,779,824 Air Force One (1997) 250,384,803 Independence Day (ID4) (1996) 483,359,255
Twelve Monkeys (1995) 82,512,000 Leaving Las Vegas (1995) 31,968,347 Shawshank Redemption, The (1994) 28,341,469
Contact (1997) 149,887,543 English Patient, The (1996) 111,415,132 Monty Python and the Holy Grail (1974) 1,821,082
Independence Day (ID4) (1996) 483,359,255 Twelve Monkeys (1995) 82,512,000 Twister (1996) 375,152,715
Jerry Maguire (1996) 228,557,864 Trainspotting (1996) 16,501,785 Usual Suspects, The (1995) 1,120,000
Air Force One (1997) 250,384,803 Jerry Maguire (1996) 228,557,864 English Patient, The (1996) 111,415,132
Pulp Fiction (1994) 84,022,201 L.A. Confidential (1997) 64,604,977 It's a Wonderful Life (1946) 3,548,018
Dead Man Walking (1995) 39,025,000 Dead Man Walking (1995) 39,025,000 Leaving Las Vegas (1995) 31,968,347
Average 196,699,862 Average 157,563,727 Average 126,912,556

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
Bottle Rocket (1996) 1,040,879
Face/Off (1997) 163,746,077
Liar Liar (1997) 277,327,280
When We Were Kings (1996) 2,666,118
Freeway (1996) 295,493
Swingers (1996) 4,505,922
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Scream (1996) 103,001,286
Fifth Element, The (1997) 92,897,302
Primal Fear (1996) 80,646,667
Men in Black (1997) 367,992,228
Donnie Brasco (1997) 60,851,988
Bound (1996) 3,798,532
People vs. Larry Flynt, The (1996) 20,191,312
Grosse Pointe Blank (1997) 28,014,536
Ghost and the Darkness, The (1996) 38,553,833
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Fargo (1996) 24,611,975
Beavis and Butt-head Do America (1996) 90,162,233
Return of the Jedi (1983) 500,773,409
Star Wars (1977) 731,853,665
Four Rooms (1995) 4,301,331
Toy Story (1995) 133,344,903
Godfather, The (1972) 291,702,411
Lost World: Jurassic Park, The (1997) 359,161,284
Average 135,457,819
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