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
Princess Bride, The (1987) 21,277,649 Fargo (1996) 24,611,975 Princess Bride, The (1987) 21,277,649
Pulp Fiction (1994) 84,022,201 Toy Story (1995) 133,344,903 Pulp Fiction (1994) 84,022,201
Godfather, The (1972) 291,702,411 Schindler's List (1993) 140,409,248 Godfather, The (1972) 291,702,411
Terminator 2: Judgment Day (1991) 207,064,802 Pulp Fiction (1994) 84,022,201 Toy Story (1995) 133,344,903
Toy Story (1995) 133,344,903 Princess Bride, The (1987) 21,277,649 Terminator 2: Judgment Day (1991) 207,064,802
Blade Runner (1982) 1,445,283 English Patient, The (1996) 111,415,132 Independence Day (ID4) (1996) 483,359,255
Fargo (1996) 24,611,975 Air Force One (1997) 250,384,803 Psycho (1960) 43,200,000
Monty Python and the Holy Grail (1974) 1,821,082 Terminator 2: Judgment Day (1991) 207,064,802 Willy Wonka and the Chocolate Factory (1971) 4,000,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Independence Day (ID4) (1996) 483,359,255 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Average 107,763,955 Average 174,759,237 Average 158,032,046

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
Star Trek III: The Search for Spock (1984) 106,458,579
Star Trek IV: The Voyage Home (1986) 124,751,249
Star Trek: Generations (1994) 111,368,868
Star Wars (1977) 731,853,665
Alien (1979) 42,285,739
Star Trek: First Contact (1996) 207,001,027
Day the Earth Stood Still, The (1951) 79,366,978
Bridge on the River Kwai, The (1957) 50,495,000
Indian in the Cupboard, The (1995) 35,617,599
Silence of the Lambs, The (1991) 137,332,208
Dances with Wolves (1990) 265,746,848
Jaws (1975) 199,275,376
Homeward Bound: The Incredible Journey (1993) 60,039,088
Mary Poppins (1964) 133,300,000
Stand by Me (1986) 69,411,304
Contact (1997) 149,887,543
Mr. Smith Goes to Washington (1939) 1,500,000
African Queen, The (1951) 4,300,000
Gone with the Wind (1939) 200,155,278
Titanic (1997) 600,779,824
8 Seconds (1994) 19,604,000
Shawshank Redemption, The (1994) 28,341,469
Dead Poets Society (1989) 144,288,116
Babe (1995) 66,600,000
Cowboy Way, The (1994) 20,277,185
Apollo 13 (1995) 94,378,651
E.T. the Extra-Terrestrial (1982) 259,597,332
Indiana Jones and the Last Crusade (1989) 312,671,806
Star Trek: The Motion Picture (1979) 95,658,976
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Return of the Jedi (1983) 500,773,409
Braveheart (1995) 110,286,945
Back to the Future (1985) 303,398,294
Swiss Family Robinson (1960) 20,178,000
Jurassic Park (1993) 563,476,625
Forrest Gump (1994) 485,691,196
Old Yeller (1957) 10,050,000
Empire Strikes Back, The (1980) 225,554,189
Twister (1996) 375,152,715
It's a Wonderful Life (1946) 3,548,018
Star Trek: The Wrath of Khan (1982) 118,633,541
2001: A Space Odyssey (1968) 25,761,621
Average 171,565,172
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