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
Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248
Pulp Fiction (1994) 84,022,201 Contact (1997) 149,887,543 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Citizen Kane (1941) 1,640,769 Pulp Fiction (1994) 84,022,201 Alien (1979) 42,285,739
One Flew Over the Cuckoo's Nest (1975) 171,940,000 One Flew Over the Cuckoo's Nest (1975) 171,940,000 E.T. the Extra-Terrestrial (1982) 259,597,332
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Shawshank Redemption, The (1994) 28,341,469 Lone Star (1996) 13,269,963
Shawshank Redemption, The (1994) 28,341,469 Titanic (1997) 600,779,824 Cool Hand Luke (1967) 7,300,000
2001: A Space Odyssey (1968) 25,761,621 Usual Suspects, The (1995) 1,120,000 Pulp Fiction (1994) 84,022,201
Usual Suspects, The (1995) 1,120,000 L.A. Confidential (1997) 64,604,977 Citizen Kane (1941) 1,640,769
It's a Wonderful Life (1946) 3,548,018 Full Monty, The (1997) 45,857,453 Forrest Gump (1994) 485,691,196
Average 48,646,992 Average 131,157,469 Average 106,390,304

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
Toy Story (1995) 133,344,903
Star Trek: The Wrath of Khan (1982) 118,633,541
Boogie Nights (1997) 26,384,919
Manchurian Candidate, The (1962) 4,180,630
Lost Highway (1997) 3,796,699
Night of the Living Dead (1968) 13,600,000
Aliens (1986) 121,385,096
Wild Bunch, The (1969) 5,330,535
English Patient, The (1996) 111,415,132
It Happened One Night (1934) 2,000,000
Back to the Future (1985) 303,398,294
Gone with the Wind (1939) 200,155,278
Empire Strikes Back, The (1980) 225,554,189
Psycho (1960) 43,200,000
Indiana Jones and the Last Crusade (1989) 312,671,806
Mr. Smith Goes to Washington (1939) 1,500,000
Star Wars (1977) 731,853,665
Vertigo (1958) 7,024,928
Boot, Das (1981) 11,433,134
Notorious (1946) 12,800,000
Clockwork Orange, A (1971) 38,589,355
Princess Bride, The (1987) 21,277,649
Monty Python and the Holy Grail (1974) 1,821,082
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Blade Runner (1982) 1,445,283
Chinatown (1974) 42,400,000
Taxi Driver (1976) 33,669,000
Casablanca (1942) 5,806,467
North by Northwest (1959) 19,977,527
Silence of the Lambs, The (1991) 137,332,208
Return of the Jedi (1983) 500,773,409
Godfather: Part II, The (1974) 87,973,000
To Kill a Mockingbird (1962) 20,629,846
Rear Window (1954) 6,759,601
Henry V (1989) 10,161,099
Godfather, The (1972) 291,702,411
Hamlet (1996) 4,414,535
Day the Earth Stood Still, The (1951) 79,366,978
Average 101,028,325
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