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
Schindler's List (1993) 140,409,248 Godfather, The (1972) 291,702,411 Schindler's List (1993) 140,409,248
Godfather, The (1972) 291,702,411 Schindler's List (1993) 140,409,248 Godfather, The (1972) 291,702,411
Pulp Fiction (1994) 84,022,201 Pulp Fiction (1994) 84,022,201 Shawshank Redemption, The (1994) 28,341,469
Shawshank Redemption, The (1994) 28,341,469 Toy Story (1995) 133,344,903 Cool Hand Luke (1967) 7,300,000
Psycho (1960) 43,200,000 Contact (1997) 149,887,543 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Usual Suspects, The (1995) 1,120,000 Shawshank Redemption, The (1994) 28,341,469 Psycho (1960) 43,200,000
Braveheart (1995) 110,286,945 English Patient, The (1996) 111,415,132 Braveheart (1995) 110,286,945
E.T. the Extra-Terrestrial (1982) 259,597,332 Usual Suspects, The (1995) 1,120,000 Henry V (1989) 10,161,099
Forrest Gump (1994) 485,691,196 Braveheart (1995) 110,286,945 Usual Suspects, The (1995) 1,120,000
Toy Story (1995) 133,344,903 Psycho (1960) 43,200,000 Forrest Gump (1994) 485,691,196
Average 157,771,570 Average 109,372,985 Average 112,221,236

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
Species (1995) 87,679,449
Star Wars (1977) 731,853,665
Twelve Monkeys (1995) 82,512,000
North by Northwest (1959) 19,977,527
Day the Earth Stood Still, The (1951) 79,366,978
Back to the Future (1985) 303,398,294
African Queen, The (1951) 4,300,000
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Cat People (1982) 5,694,940
Streetcar Named Desire, A (1951) 4,414,474
Dead Poets Society (1989) 144,288,116
Raising Arizona (1987) 22,847,564
Koyaanisqatsi (1983) 1,723,872
Brazil (1985) 6,500,000
Titanic (1997) 600,779,824
Full Monty, The (1997) 45,857,453
Being There (1979) 30,177,511
Star Trek: First Contact (1996) 207,001,027
Jaws (1975) 199,275,376
Silence of the Lambs, The (1991) 137,332,208
Alien (1979) 42,285,739
Spellbound (1945) 11,970,500
Boot, Das (1981) 11,433,134
Snow White and the Seven Dwarfs (1937) 103,921,550
Nightmare Before Christmas, The (1993) 22,782,289
Empire Strikes Back, The (1980) 225,554,189
When Harry Met Sally... (1989) 134,613,546
It's a Wonderful Life (1946) 3,548,018
Forbidden Planet (1956) 3,000,000
Terminator 2: Judgment Day (1991) 207,064,802
Ben-Hur (1959) 106,992,000
Citizen Kane (1941) 1,640,769
Tank Girl (1995) 4,064,333
Bridge on the River Kwai, The (1957) 50,495,000
20,000 Leagues Under the Sea (1954) 11,000,000
Singin' in the Rain (1952) 7,665,000
Return of the Jedi (1983) 500,773,409
Star Trek: The Wrath of Khan (1982) 118,633,541
Patton (1970) 89,800,000
Rear Window (1954) 6,759,601
To Kill a Mockingbird (1962) 20,629,846
Good Will Hunting (1997) 192,328,280
Casablanca (1942) 5,806,467
Mary Poppins (1964) 133,300,000
Philadelphia Story, The (1940) 3,000,000
Twister (1996) 375,152,715
Monty Python and the Holy Grail (1974) 1,821,082
Fantasia (1940) 49,310,882
Thin Man, The (1934) 1,423,000
Gone with the Wind (1939) 200,155,278
Mr. Smith Goes to Washington (1939) 1,500,000
Star Trek IV: The Voyage Home (1986) 124,751,249
2001: A Space Odyssey (1968) 25,761,621
Fargo (1996) 24,611,975
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Akira (1988) 439,162
M*A*S*H (1970) 109,920,000
Young Frankenstein (1974) 125,123,000
Amadeus (1984) 23,401,401
Aliens (1986) 121,385,096
Hunt for Red October, The (1990) 179,209,868
Princess Bride, The (1987) 21,277,649
Birds, The (1963) 16,493,900
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Lawrence of Arabia (1962) 20,652,481
True Lies (1994) 226,261,000
Manchurian Candidate, The (1962) 4,180,630
American in Paris, An (1951) 12,505,000
Fish Called Wanda, A (1988) 93,259,712
Blade Runner (1982) 1,445,283
Gattaca (1997) 12,339,633
Vertigo (1958) 7,024,928
Average 94,941,356
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