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
Pulp Fiction (1994) 84,022,201 Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 English Patient, The (1996) 111,415,132 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Blade Runner (1982) 1,445,283 Toy Story (1995) 133,344,903 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Shawshank Redemption, The (1994) 28,341,469 Pulp Fiction (1994) 84,022,201 Pulp Fiction (1994) 84,022,201
Usual Suspects, The (1995) 1,120,000 Schindler's List (1993) 140,409,248 Vertigo (1958) 7,024,928
One Flew Over the Cuckoo's Nest (1975) 171,940,000 L.A. Confidential (1997) 64,604,977 Jurassic Park (1993) 563,476,625
Contact (1997) 149,887,543 Full Monty, The (1997) 45,857,453 Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Toy Story (1995) 133,344,903 Twelve Monkeys (1995) 82,512,000 Shawshank Redemption, The (1994) 28,341,469
Average 102,682,503 Average 112,836,784 Average 131,750,445

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
Titanic (1997) 600,779,824
Fantasia (1940) 49,310,882
Silence of the Lambs, The (1991) 137,332,208
Highlander (1986) 5,735,847
Star Wars (1977) 731,853,665
Rear Window (1954) 6,759,601
Fish Called Wanda, A (1988) 93,259,712
As Good As It Gets (1997) 215,563,842
Casablanca (1942) 5,806,467
M*A*S*H (1970) 109,920,000
Braveheart (1995) 110,286,945
Young Frankenstein (1974) 125,123,000
Amadeus (1984) 23,401,401
Fifth Element, The (1997) 92,897,302
Cyrano de Bergerac (1990) 5,820,020
Good Will Hunting (1997) 192,328,280
Monty Python and the Holy Grail (1974) 1,821,082
Fierce Creatures (1997) 9,202,671
Willy Wonka and the Chocolate Factory (1971) 4,000,000
2001: A Space Odyssey (1968) 25,761,621
Citizen Kane (1941) 1,640,769
Real Genius (1985) 13,000,000
George of the Jungle (1997) 149,879,375
Princess Bride, The (1987) 21,277,649
Empire Strikes Back, The (1980) 225,554,189
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Benny & Joon (1993) 23,202,734
Indiana Jones and the Last Crusade (1989) 312,671,806
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Day the Earth Stood Still, The (1951) 79,366,978
Return of the Jedi (1983) 500,773,409
This Is Spinal Tap (1984) 188,751
Men in Black (1997) 367,992,228
Clockwork Orange, A (1971) 38,589,355
Nightmare Before Christmas, The (1993) 22,782,289
Apt Pupil (1998) 8,838,938
Dead Poets Society (1989) 144,288,116
Monty Python's Life of Brian (1979) 646,124
Average 121,150,272
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