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
Godfather, The (1972) 291,702,411 Titanic (1997) 600,779,824 Godfather, The (1972) 291,702,411
Titanic (1997) 600,779,824 English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132
Independence Day (ID4) (1996) 483,359,255 Godfather, The (1972) 291,702,411 Pulp Fiction (1994) 84,022,201
English Patient, The (1996) 111,415,132 Star Trek: First Contact (1996) 207,001,027 Shawshank Redemption, The (1994) 28,341,469
Star Trek: First Contact (1996) 207,001,027 Full Monty, The (1997) 45,857,453 Braveheart (1995) 110,286,945
Pulp Fiction (1994) 84,022,201 Independence Day (ID4) (1996) 483,359,255 Trainspotting (1996) 16,501,785
Shawshank Redemption, The (1994) 28,341,469 Men in Black (1997) 367,992,228 Independence Day (ID4) (1996) 483,359,255
Empire Strikes Back, The (1980) 225,554,189 L.A. Confidential (1997) 64,604,977 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Princess Bride, The (1987) 21,277,649 Twelve Monkeys (1995) 82,512,000 Full Monty, The (1997) 45,857,453
Twelve Monkeys (1995) 82,512,000 Liar Liar (1997) 277,327,280 When Harry Met Sally... (1989) 134,613,546
Average 213,596,515 Average 253,255,158 Average 131,010,019

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
That Thing You Do! (1996) 25,809,813
Mission: Impossible (1996) 274,049,639
Star Wars (1977) 731,853,665
Scream (1996) 103,001,286
Sense and Sensibility (1995) 62,493,774
It's a Wonderful Life (1946) 3,548,018
Philadelphia Story, The (1940) 3,000,000
Young Frankenstein (1974) 125,123,000
First Wives Club, The (1996) 150,063,383
Ransom (1996) 207,758,522
Restoration (1995) 4,100,000
Much Ado About Nothing (1993) 22,551,000
Everyone Says I Love You (1996) 9,714,482
Othello (1995) 2,112,951
Sleepless in Seattle (1993) 191,463,006
Truth About Cats & Dogs, The (1996) 34,073,143
Toy Story (1995) 133,344,903
Swingers (1996) 4,505,922
Twister (1996) 375,152,715
Courage Under Fire (1996) 87,335,823
Return of the Jedi (1983) 500,773,409
Lion King, The (1994) 188,740,944
Beautiful Girls (1996) 20,837,000
Little Princess, A (1995) 10,019,307
Sabrina (1995) 76,780,029
Michael (1996) 144,887,370
Silence of the Lambs, The (1991) 137,332,208
Primal Fear (1996) 80,646,667
Fargo (1996) 24,611,975
Forrest Gump (1994) 485,691,196
In Love and War (1996) 14,466,354
M*A*S*H (1970) 109,920,000
Executive Decision (1996) 93,638,632
Leaving Las Vegas (1995) 31,968,347
Phenomenon (1996) 155,732,573
Dead Man Walking (1995) 39,025,000
Mr. Holland's Opus (1995) 119,078,097
Air Force One (1997) 250,384,803
Sleepers (1996) 76,705,552
Contact (1997) 149,887,543
Mirror Has Two Faces, The (1996) 59,629,485
Schindler's List (1993) 140,409,248
Victor/Victoria (1982) 28,215,453
Associate, The (1996) 12,772,657
Jerry Maguire (1996) 228,557,864
Michael Collins (1996) 11,085,316
Adventures of Pinocchio, The (1996) 15,091,542
Jaws (1975) 199,275,376
Average 124,108,729
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