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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Godfather, The (1972) 291,702,411
Godfather, The (1972) 291,702,411 Titanic (1997) 600,779,824 Trainspotting (1996) 16,501,785
Titanic (1997) 600,779,824 Godfather, The (1972) 291,702,411 Twelve Monkeys (1995) 82,512,000
Trainspotting (1996) 16,501,785 Air Force One (1997) 250,384,803 Scream (1996) 103,001,286
Return of the Jedi (1983) 500,773,409 Scream (1996) 103,001,286 Courage Under Fire (1996) 87,335,823
Independence Day (ID4) (1996) 483,359,255 Return of the Jedi (1983) 500,773,409 Full Monty, The (1997) 45,857,453
Twelve Monkeys (1995) 82,512,000 Full Monty, The (1997) 45,857,453 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Scream (1996) 103,001,286 Trainspotting (1996) 16,501,785 Shawshank Redemption, The (1994) 28,341,469
Air Force One (1997) 250,384,803 Twelve Monkeys (1995) 82,512,000 Pulp Fiction (1994) 84,022,201
Courage Under Fire (1996) 87,335,823 Men in Black (1997) 367,992,228 Monty Python and the Holy Grail (1974) 1,821,082
Average 314,820,426 Average 299,135,886 Average 74,509,551

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 Best Friend's Wedding (1997) 185,360,508
Once Upon a Time... When We Were Colored (1995) 3,375,000
Family Thing, A (1996) 10,118,000
Heat (1995) 97,783,000
Rumble in the Bronx (1995) 32,333,860
Dead Man Walking (1995) 39,025,000
Bound (1996) 3,798,532
Primal Fear (1996) 80,646,667
L.A. Confidential (1997) 64,604,977
English Patient, The (1996) 111,415,132
Mr. Holland's Opus (1995) 119,078,097
Sleepers (1996) 76,705,552
Welcome to the Dollhouse (1995) 4,429,002
Sabrina (1995) 76,780,029
Secrets & Lies (1996) 13,417,292
Jerry Maguire (1996) 228,557,864
Freeway (1996) 295,493
Leaving Las Vegas (1995) 31,968,347
Long Kiss Goodnight, The (1996) 33,328,051
Ransom (1996) 207,758,522
Unforgettable (1996) 2,780,278
Extreme Measures (1996) 17,305,211
Truth About Cats & Dogs, The (1996) 34,073,143
People vs. Larry Flynt, The (1996) 20,191,312
Donnie Brasco (1997) 60,851,988
Contact (1997) 149,887,543
Breaking the Waves (1996) 4,040,691
Fargo (1996) 24,611,975
Tin Cup (1996) 77,003,584
Toy Story (1995) 133,344,903
Average 64,828,985
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