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 Godfather, The (1972) 291,702,411 Taxi Driver (1976) 33,669,000
Taxi Driver (1976) 33,669,000 Star Wars (1977) 731,853,665 Chinatown (1974) 42,400,000
Silence of the Lambs, The (1991) 137,332,208 Pulp Fiction (1994) 84,022,201 Rear Window (1954) 6,759,601
Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208 2001: A Space Odyssey (1968) 25,761,621
Jaws (1975) 199,275,376 Jaws (1975) 199,275,376 Pulp Fiction (1994) 84,022,201
Chinatown (1974) 42,400,000 Twelve Monkeys (1995) 82,512,000 Citizen Kane (1941) 1,640,769
Rear Window (1954) 6,759,601 Taxi Driver (1976) 33,669,000 Army of Darkness (1993) 11,502,976
2001: A Space Odyssey (1968) 25,761,621 Usual Suspects, The (1995) 1,120,000 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Casablanca (1942) 5,806,467 Perfect Candidate, A (1996) 48,522
Citizen Kane (1941) 1,640,769 English Patient, The (1996) 111,415,132 Shawshank Redemption, The (1994) 28,341,469
Average 82,763,780 Average 167,870,846 Average 23,922,078

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
Village of the Damned (1995) 9,417,567
Sunset Blvd. (1950) 7,500,000
Blade Runner (1982) 1,445,283
Fargo (1996) 24,611,975
Psycho (1960) 43,200,000
Rebecca (1940) 1,526,957
Brazil (1985) 6,500,000
Body Snatchers (1993) 428,868
Die xue shuang xiong (Killer, The) (1989) 18,255,083
North by Northwest (1959) 19,977,527
Nightmare on Elm Street, A (1984) 65,398,755
Alien (1979) 42,285,739
Carrie (1976) 49,007,514
Clockwork Orange, A (1971) 38,589,355
Once Upon a Time in the West (1969) 5,321,508
8 1/2 (1963) 50,690
Amityville II: The Possession (1982) 11,328,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Birds, The (1963) 16,493,900
Touch of Evil (1958) 2,237,659
L.A. Confidential (1997) 64,604,977
Raging Bull (1980) 49,034
To Kill a Mockingbird (1962) 20,629,846
Piano, The (1993) 40,158,000
Average 27,539,926
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