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
Casablanca (1942) 5,806,467 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 English Patient, The (1996) 111,415,132 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 Silence of the Lambs, The (1991) 137,332,208 Shawshank Redemption, The (1994) 28,341,469
Silence of the Lambs, The (1991) 137,332,208 Return of the Jedi (1983) 500,773,409 Casablanca (1942) 5,806,467
Rear Window (1954) 6,759,601 Schindler's List (1993) 140,409,248 Pulp Fiction (1994) 84,022,201
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Pulp Fiction (1994) 84,022,201 Silence of the Lambs, The (1991) 137,332,208
Pulp Fiction (1994) 84,022,201 Casablanca (1942) 5,806,467 Usual Suspects, The (1995) 1,120,000
Shawshank Redemption, The (1994) 28,341,469 Shawshank Redemption, The (1994) 28,341,469 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 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Taxi Driver (1976) 33,669,000
Usual Suspects, The (1995) 1,120,000 Toy Story (1995) 133,344,903 Return of the Jedi (1983) 500,773,409
Average 60,541,779 Average 133,799,701 Average 96,116,059

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
Raging Bull (1980) 49,034
Godfather, The (1972) 291,702,411
High Noon (1952) 7,150,000
To Kill a Mockingbird (1962) 20,629,846
M*A*S*H (1970) 109,920,000
Philadelphia Story, The (1940) 3,000,000
Forrest Gump (1994) 485,691,196
North by Northwest (1959) 19,977,527
East of Eden (1955) 5,000,000
Sophie's Choice (1982) 19,962,353
On Golden Pond (1981) 80,430,967
Sense and Sensibility (1995) 62,493,774
Othello (1995) 2,112,951
Vertigo (1958) 7,024,928
Die Hard (1988) 116,707,729
Richard III (1995) 2,600,000
Emma (1996) 22,201,883
Star Wars (1977) 731,853,665
Manchurian Candidate, The (1962) 4,180,630
GoodFellas (1990) 67,336,394
Streetcar Named Desire, A (1951) 4,414,474
Contact (1997) 149,887,543
Wag the Dog (1997) 43,022,524
Braveheart (1995) 110,286,945
Apocalypse Now (1979) 42,606,290
Platoon (1986) 207,900,328
When Harry Met Sally... (1989) 134,613,546
Clockwork Orange, A (1971) 38,589,355
Chinatown (1974) 42,400,000
2001: A Space Odyssey (1968) 25,761,621
Jerry Maguire (1996) 228,557,864
Citizen Kane (1941) 1,640,769
Cool Hand Luke (1967) 7,300,000
Killing Fields, The (1984) 50,509,720
Average 92,574,007
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