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
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 GoodFellas (1990) 67,336,394
Schindler's List (1993) 140,409,248 English Patient, The (1996) 111,415,132 Dead Man Walking (1995) 39,025,000
Casablanca (1942) 5,806,467 Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248
Blade Runner (1982) 1,445,283 Titanic (1997) 600,779,824 Casablanca (1942) 5,806,467
Monty Python and the Holy Grail (1974) 1,821,082 Toy Story (1995) 133,344,903 Monty Python and the Holy Grail (1974) 1,821,082
Amadeus (1984) 23,401,401 Casablanca (1942) 5,806,467 Manchurian Candidate, The (1962) 4,180,630
To Kill a Mockingbird (1962) 20,629,846 Twelve Monkeys (1995) 82,512,000 Twelve Monkeys (1995) 82,512,000
Brazil (1985) 6,500,000 Monty Python and the Holy Grail (1974) 1,821,082 Godfather, The (1972) 291,702,411
Raising Arizona (1987) 22,847,564 Blade Runner (1982) 1,445,283 Blade Runner (1982) 1,445,283
Average 53,917,527 Average 139,384,832 Average 65,885,049

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
U Turn (1997) 6,633,400
Raise the Red Lantern (1991) 2,603,061
Annie Hall (1977) 57,253,791
Delicatessen (1991) 1,794,187
Gone with the Wind (1939) 200,155,278
Chasing Amy (1997) 12,006,514
Piano, The (1993) 40,158,000
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Aliens (1986) 121,385,096
Princess Bride, The (1987) 21,277,649
Glory (1989) 100,326
Terminator 2: Judgment Day (1991) 207,064,802
Bonnie and Clyde (1967) 72,800,000
Return of the Jedi (1983) 500,773,409
Philadelphia Story, The (1940) 3,000,000
Gandhi (1982) 77,737,889
Usual Suspects, The (1995) 1,120,000
Wings of Desire (1987) 3,806,540
Shallow Grave (1994) 2,881,508
Empire Strikes Back, The (1980) 225,554,189
Alien (1979) 42,285,739
Smoke (1995) 8,349,430
It's a Wonderful Life (1946) 3,548,018
Star Wars (1977) 731,853,665
Chinatown (1974) 42,400,000
Contact (1997) 149,887,543
Shawshank Redemption, The (1994) 28,341,469
Psycho (1960) 43,200,000
Lawrence of Arabia (1962) 20,652,481
Silence of the Lambs, The (1991) 137,332,208
Evita (1996) 73,298,979
2001: A Space Odyssey (1968) 25,761,621
Rear Window (1954) 6,759,601
Pulp Fiction (1994) 84,022,201
Cinderella (1950) 75,188,149
Godfather: Part II, The (1974) 87,973,000
Miller's Crossing (1990) 5,080,409
Breakfast at Tiffany's (1961) 15,500,000
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Clerks (1994) 3,151,130
Cop Land (1997) 64,207,716
Farewell My Concubine (1993) 5,216,888
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Thousand Acres, A (1997) 7,928,412
Vertigo (1958) 7,024,928
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Scream (1996) 103,001,286
Apollo 13 (1995) 94,378,651
Full Monty, The (1997) 45,857,453
Enchanted April (1991) 13,200,170
Crumb (1994) 3,174,695
Apocalypse Now (1979) 42,606,290
M*A*S*H (1970) 109,920,000
E.T. the Extra-Terrestrial (1982) 259,597,332
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Menace II Society (1993) 27,900,000
L.A. Confidential (1997) 64,604,977
Cool Hand Luke (1967) 7,300,000
Taxi Driver (1976) 33,669,000
Citizen Kane (1941) 1,640,769
North by Northwest (1959) 19,977,527
Clockwork Orange, A (1971) 38,589,355
Trust (1990) 356,122
Month by the Lake, A (1995) 2,196,534
Average 68,182,793
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