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 Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411
Usual Suspects, The (1995) 1,120,000 English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132
Citizen Kane (1941) 1,640,769 Contact (1997) 149,887,543 2001: A Space Odyssey (1968) 25,761,621
Monty Python and the Holy Grail (1974) 1,821,082 Titanic (1997) 600,779,824 Godfather: Part II, The (1974) 87,973,000
English Patient, The (1996) 111,415,132 Full Monty, The (1997) 45,857,453 It's a Wonderful Life (1946) 3,548,018
Blade Runner (1982) 1,445,283 Usual Suspects, The (1995) 1,120,000 Vertigo (1958) 7,024,928
2001: A Space Odyssey (1968) 25,761,621 Twelve Monkeys (1995) 82,512,000 Full Monty, The (1997) 45,857,453
To Kill a Mockingbird (1962) 20,629,846 Dead Man Walking (1995) 39,025,000 Secrets & Lies (1996) 13,417,292
Titanic (1997) 600,779,824 Monty Python and the Holy Grail (1974) 1,821,082 Monty Python and the Holy Grail (1974) 1,821,082
Full Monty, The (1997) 45,857,453 Sense and Sensibility (1995) 62,493,774 Contact (1997) 149,887,543
Average 110,217,342 Average 138,661,421 Average 73,840,848

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
Casablanca (1942) 5,806,467
Madness of King George, The (1994) 15,238,994
Nightmare Before Christmas, The (1993) 22,782,289
Brazil (1985) 6,500,000
Singin' in the Rain (1952) 7,665,000
Toy Story (1995) 133,344,903
Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982) 2,382,482
Sex, Lies, and Videotape (1989) 24,741,700
Cool Hand Luke (1967) 7,300,000
Shawshank Redemption, The (1994) 28,341,469
Farewell My Concubine (1993) 5,216,888
Princess Bride, The (1987) 21,277,649
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
African Queen, The (1951) 4,300,000
Apt Pupil (1998) 8,838,938
Leaving Las Vegas (1995) 31,968,347
Hudsucker Proxy, The (1994) 2,869,369
Pulp Fiction (1994) 84,022,201
Return of the Jedi (1983) 500,773,409
Terminator 2: Judgment Day (1991) 207,064,802
Back to the Future (1985) 303,398,294
Amadeus (1984) 23,401,401
Groundhog Day (1993) 103,406,973
Good Will Hunting (1997) 192,328,280
Smoke (1995) 8,349,430
Silence of the Lambs, The (1991) 137,332,208
Schindler's List (1993) 140,409,248
Postino, Il (1994) 20,681,301
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Thin Man, The (1934) 1,423,000
Evita (1996) 73,298,979
Gone with the Wind (1939) 200,155,278
Shine (1996) 53,830,909
Chasing Amy (1997) 12,006,514
L.A. Confidential (1997) 64,604,977
Rear Window (1954) 6,759,601
Annie Hall (1977) 57,253,791
Mary Poppins (1964) 133,300,000
Crumb (1994) 3,174,695
Cinema Paradiso (1988) 392,045
Stand by Me (1986) 69,411,304
Fargo (1996) 24,611,975
Fifth Element, The (1997) 92,897,302
Hoop Dreams (1994) 7,830,611
E.T. the Extra-Terrestrial (1982) 259,597,332
Jean de Florette (1986) 4,940,939
Piano, The (1993) 40,158,000
Get Shorty (1995) 103,619,110
Seven Years in Tibet (1997) 37,901,509
Kundun (1997) 5,532,301
Star Wars (1977) 731,853,665
Empire Strikes Back, The (1980) 225,554,189
Chasing Amy (1997) 12,006,514
Trainspotting (1996) 16,501,785
Bob Roberts (1992) 4,479,470
Dead Poets Society (1989) 144,288,116
Dolores Claiborne (1994) 24,361,867
Butch Cassidy and the Sundance Kid (1969) 145,314,187
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Average 81,448,849
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