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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Pulp Fiction (1994) 84,022,201 English Patient, The (1996) 111,415,132 Pulp Fiction (1994) 84,022,201
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Pulp Fiction (1994) 84,022,201 Empire Strikes Back, The (1980) 225,554,189
Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208 Apocalypse Now (1979) 42,606,290
Citizen Kane (1941) 1,640,769 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Brazil (1985) 6,500,000
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Return of the Jedi (1983) 500,773,409 Boot, Das (1981) 11,433,134
Godfather: Part II, The (1974) 87,973,000 Empire Strikes Back, The (1980) 225,554,189 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
2001: A Space Odyssey (1968) 25,761,621 Full Monty, The (1997) 45,857,453 Citizen Kane (1941) 1,640,769
Empire Strikes Back, The (1980) 225,554,189 Godfather: Part II, The (1974) 87,973,000 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Apocalypse Now (1979) 42,606,290 Toy Story (1995) 133,344,903 Jurassic Park (1993) 563,476,625
Average 80,651,687 Average 152,282,447 Average 113,685,980

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
Crumb (1994) 3,174,695
Star Wars (1977) 731,853,665
People vs. Larry Flynt, The (1996) 20,191,312
Vertigo (1958) 7,024,928
Raging Bull (1980) 49,034
Psycho (1960) 43,200,000
Clockwork Orange, A (1971) 38,589,355
Schindler's List (1993) 140,409,248
True Romance (1993) 12,281,500
Usual Suspects, The (1995) 1,120,000
Touch of Evil (1958) 2,237,659
Titanic (1997) 600,779,824
Good Will Hunting (1997) 192,328,280
Annie Hall (1977) 57,253,791
GoodFellas (1990) 67,336,394
Swingers (1996) 4,505,922
Shawshank Redemption, The (1994) 28,341,469
Jaws (1975) 199,275,376
Dead Poets Society (1989) 144,288,116
Reservoir Dogs (1992) 2,687,008
Taxi Driver (1976) 33,669,000
Rear Window (1954) 6,759,601
L.A. Confidential (1997) 64,604,977
Hoop Dreams (1994) 7,830,611
Killing Fields, The (1984) 50,509,720
Platoon (1986) 207,900,328
Contact (1997) 149,887,543
Chinatown (1974) 42,400,000
Godfather, The (1972) 291,702,411
Dial M for Murder (1954) 3,012,562
Desperado (1995) 25,625,110
Streetcar Named Desire, A (1951) 4,414,474
Die xue shuang xiong (Killer, The) (1989) 18,255,083
Dead Man Walking (1995) 39,025,000
Casablanca (1942) 5,806,467
Stand by Me (1986) 69,411,304
Average 92,159,493
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