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
Silence of the Lambs, The (1991) 137,332,208 Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208
Pulp Fiction (1994) 84,022,201 Silence of the Lambs, The (1991) 137,332,208 Pulp Fiction (1994) 84,022,201
Godfather, The (1972) 291,702,411 Pulp Fiction (1994) 84,022,201 Godfather, The (1972) 291,702,411
Usual Suspects, The (1995) 1,120,000 English Patient, The (1996) 111,415,132 To Kill a Mockingbird (1962) 20,629,846
Casablanca (1942) 5,806,467 Usual Suspects, The (1995) 1,120,000 When Harry Met Sally... (1989) 134,613,546
Indiana Jones and the Last Crusade (1989) 312,671,806 Air Force One (1997) 250,384,803 Clockwork Orange, A (1971) 38,589,355
To Kill a Mockingbird (1962) 20,629,846 Scream (1996) 103,001,286 Twister (1996) 375,152,715
Apollo 13 (1995) 94,378,651 Casablanca (1942) 5,806,467 Casablanca (1942) 5,806,467
When Harry Met Sally... (1989) 134,613,546 Indiana Jones and the Last Crusade (1989) 312,671,806 Apollo 13 (1995) 94,378,651
Clockwork Orange, A (1971) 38,589,355 Boot, Das (1981) 11,433,134 Reservoir Dogs (1992) 2,687,008
Average 112,086,649 Average 130,888,944 Average 118,491,440

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
Liar Liar (1997) 277,327,280
Fried Green Tomatoes (1991) 117,503,000
Star Trek: The Motion Picture (1979) 95,658,976
Birds, The (1963) 16,493,900
Contact (1997) 149,887,543
Mr. Holland's Opus (1995) 119,078,097
Beavis and Butt-head Do America (1996) 90,162,233
Aladdin (1992) 328,782,825
Young Frankenstein (1974) 125,123,000
Fifth Element, The (1997) 92,897,302
Striptease (1996) 32,758,418
Frighteners, The (1996) 16,524,115
Men in Black (1997) 367,992,228
Rear Window (1954) 6,759,601
Groundhog Day (1993) 103,406,973
Fish Called Wanda, A (1988) 93,259,712
Star Trek: The Wrath of Khan (1982) 118,633,541
Raising Arizona (1987) 22,847,564
In the Name of the Father (1993) 25,096,862
Jurassic Park (1993) 563,476,625
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Monty Python and the Holy Grail (1974) 1,821,082
Psycho (1960) 43,200,000
Dead Man Walking (1995) 39,025,000
This Is Spinal Tap (1984) 188,751
Ghost and the Darkness, The (1996) 38,553,833
Copycat (1995) 32,051,917
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Forbidden Planet (1956) 3,000,000
Amadeus (1984) 23,401,401
Beauty and the Beast (1991) 94,902,028
Pink Floyd - The Wall (1982) 14,844,106
Terminator 2: Judgment Day (1991) 207,064,802
Heathers (1989) 1,108,462
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Back to the Future (1985) 303,398,294
Sabrina (1995) 76,780,029
Long Kiss Goodnight, The (1996) 33,328,051
Aliens (1986) 121,385,096
Top Gun (1986) 256,050,237
Toy Story (1995) 133,344,903
Primal Fear (1996) 80,646,667
2001: A Space Odyssey (1968) 25,761,621
Star Trek: Generations (1994) 111,368,868
Fargo (1996) 24,611,975
Austin Powers: International Man of Mystery (1997) 78,171,630
Hudsucker Proxy, The (1994) 2,869,369
Day the Earth Stood Still, The (1951) 79,366,978
Forrest Gump (1994) 485,691,196
Titanic (1997) 600,779,824
Independence Day (ID4) (1996) 483,359,255
M*A*S*H (1970) 109,920,000
E.T. the Extra-Terrestrial (1982) 259,597,332
Blade Runner (1982) 1,445,283
Event Horizon (1997) 26,616,590
Dead Poets Society (1989) 144,288,116
Snow White and the Seven Dwarfs (1937) 103,921,550
Shawshank Redemption, The (1994) 28,341,469
Return of the Pink Panther, The (1974) 37,170,000
It's a Wonderful Life (1946) 3,548,018
Twelve Monkeys (1995) 82,512,000
Star Trek: First Contact (1996) 207,001,027
Die Hard (1988) 116,707,729
Escape from New York (1981) 25,244,700
North by Northwest (1959) 19,977,527
Carrie (1976) 49,007,514
Gone with the Wind (1939) 200,155,278
Star Wars (1977) 731,853,665
Platoon (1986) 207,900,328
Conspiracy Theory (1997) 111,189,998
Searching for Bobby Fischer (1993) 7,266,383
Mary Poppins (1964) 133,300,000
Cool Hand Luke (1967) 7,300,000
Empire Strikes Back, The (1980) 225,554,189
Braveheart (1995) 110,286,945
Schindler's List (1993) 140,409,248
Brazil (1985) 6,500,000
Princess Bride, The (1987) 21,277,649
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Fantasia (1940) 49,310,882
Henry V (1989) 10,161,099
Return of the Jedi (1983) 500,773,409
Crimson Tide (1995) 135,266,000
Alien (1979) 42,285,739
Devil's Advocate, The (1997) 86,587,776
Average 122,286,190
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