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
English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132
Godfather, The (1972) 291,702,411 Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Schindler's List (1993) 140,409,248 Godfather, The (1972) 291,702,411 Rear Window (1954) 6,759,601
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Schindler's List (1993) 140,409,248
Contact (1997) 149,887,543 Return of the Jedi (1983) 500,773,409 Alien (1979) 42,285,739
Return of the Jedi (1983) 500,773,409 Air Force One (1997) 250,384,803 L.A. Confidential (1997) 64,604,977
Empire Strikes Back, The (1980) 225,554,189 Schindler's List (1993) 140,409,248 Jurassic Park (1993) 563,476,625
Pulp Fiction (1994) 84,022,201 Toy Story (1995) 133,344,903 Usual Suspects, The (1995) 1,120,000
Rear Window (1954) 6,759,601 Scream (1996) 103,001,286 Chasing Amy (1997) 12,006,514
Average 159,974,068 Average 177,013,568 Average 125,839,222

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
Boot, Das (1981) 11,433,134
Assignment, The (1997) 540,063
Casablanca (1942) 5,806,467
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Star Wars (1977) 731,853,665
Bridge on the River Kwai, The (1957) 50,495,000
Field of Dreams (1989) 94,962,625
Braveheart (1995) 110,286,945
M*A*S*H (1970) 109,920,000
Citizen Kane (1941) 1,640,769
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Liar Liar (1997) 277,327,280
Gandhi (1982) 77,737,889
Kolya (1996) 5,730,711
Lion King, The (1994) 188,740,944
To Kill a Mockingbird (1962) 20,629,846
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Manchurian Candidate, The (1962) 4,180,630
Cool Hand Luke (1967) 7,300,000
Good Will Hunting (1997) 192,328,280
Silence of the Lambs, The (1991) 137,332,208
Shawshank Redemption, The (1994) 28,341,469
Titanic (1997) 600,779,824
Fly Away Home (1996) 24,506,082
Forrest Gump (1994) 485,691,196
Princess Bride, The (1987) 21,277,649
Touch of Evil (1958) 2,237,659
As Good As It Gets (1997) 215,563,842
Full Monty, The (1997) 45,857,453
Average 130,738,666
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