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
Pulp Fiction (1994) 84,022,201 Titanic (1997) 600,779,824 Pulp Fiction (1994) 84,022,201
Titanic (1997) 600,779,824 English Patient, The (1996) 111,415,132 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 Full Monty, The (1997) 45,857,453 Empire Strikes Back, The (1980) 225,554,189
Empire Strikes Back, The (1980) 225,554,189 Dead Man Walking (1995) 39,025,000 City of Lost Children, The (1995) 1,513,028
Twelve Monkeys (1995) 82,512,000 Twelve Monkeys (1995) 82,512,000 Heathers (1989) 1,108,462
Dead Man Walking (1995) 39,025,000 Silence of the Lambs, The (1991) 137,332,208 Shawshank Redemption, The (1994) 28,341,469
English Patient, The (1996) 111,415,132 Pulp Fiction (1994) 84,022,201 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Shawshank Redemption, The (1994) 28,341,469 Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803
Full Monty, The (1997) 45,857,453 Boot, Das (1981) 11,433,134 Boot, Das (1981) 11,433,134
Boot, Das (1981) 11,433,134 Leaving Las Vegas (1995) 31,968,347 Twelve Monkeys (1995) 82,512,000
Average 136,627,261 Average 139,473,010 Average 82,727,611

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
Unforgiven (1992) 119,081,912
Everyone Says I Love You (1996) 9,714,482
E.T. the Extra-Terrestrial (1982) 259,597,332
Philadelphia Story, The (1940) 3,000,000
Scream (1996) 103,001,286
Toy Story (1995) 133,344,903
Contact (1997) 149,887,543
Celluloid Closet, The (1995) 1,507,800
Fifth Element, The (1997) 92,897,302
Chasing Amy (1997) 12,006,514
Citizen Kane (1941) 1,640,769
Chinatown (1974) 42,400,000
Romy and Michele's High School Reunion (1997) 29,205,077
Blade Runner (1982) 1,445,283
Alien (1979) 42,285,739
Big Night (1996) 11,881,039
Fargo (1996) 24,611,975
Gattaca (1997) 12,339,633
Usual Suspects, The (1995) 1,120,000
Looking for Richard (1996) 1,361,420
Schindler's List (1993) 140,409,248
My Best Friend's Wedding (1997) 185,360,508
Boy's Life 2 (1997) 186,675
Touch of Evil (1958) 2,237,659
Godfather, The (1972) 291,702,411
Return of the Jedi (1983) 500,773,409
8 1/2 (1963) 50,690
Chasing Amy (1997) 12,006,514
Casablanca (1942) 5,806,467
M*A*S*H (1970) 109,920,000
Austin Powers: International Man of Mystery (1997) 78,171,630
Mission: Impossible (1996) 274,049,639
Monty Python and the Holy Grail (1974) 1,821,082
African Queen, The (1951) 4,300,000
Starship Troopers (1997) 79,093,786
L.A. Confidential (1997) 64,604,977
Die xue shuang xiong (Killer, The) (1989) 18,255,083
Sense and Sensibility (1995) 62,493,774
Star Wars (1977) 731,853,665
All About Eve (1950) 4,210,177
Seven (Se7en) (1995) 143,225,000
Star Trek: First Contact (1996) 207,001,027
Average 94,520,557
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