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
Empire Strikes Back, The (1980) 225,554,189 Return of the Jedi (1983) 500,773,409 Schindler's List (1993) 140,409,248
Return of the Jedi (1983) 500,773,409 Godfather, The (1972) 291,702,411 Braveheart (1995) 110,286,945
Alien (1979) 42,285,739 Titanic (1997) 600,779,824 Toy Story (1995) 133,344,903
Godfather, The (1972) 291,702,411 Toy Story (1995) 133,344,903 L.A. Confidential (1997) 64,604,977
Princess Bride, The (1987) 21,277,649 Empire Strikes Back, The (1980) 225,554,189 Princess Bride, The (1987) 21,277,649
Shawshank Redemption, The (1994) 28,341,469 Alien (1979) 42,285,739 Boot, Das (1981) 11,433,134
Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248 GoodFellas (1990) 67,336,394
Braveheart (1995) 110,286,945 Princess Bride, The (1987) 21,277,649 Empire Strikes Back, The (1980) 225,554,189
Monty Python and the Holy Grail (1974) 1,821,082 English Patient, The (1996) 111,415,132 It's a Wonderful Life (1946) 3,548,018
Titanic (1997) 600,779,824 Shawshank Redemption, The (1994) 28,341,469 Cinema Paradiso (1988) 392,045
Average 196,323,196 Average 209,588,397 Average 77,818,750

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
This Is Spinal Tap (1984) 188,751
Silence of the Lambs, The (1991) 137,332,208
Twelve Monkeys (1995) 82,512,000
Star Trek: Generations (1994) 111,368,868
Jaws (1975) 199,275,376
Star Wars (1977) 731,853,665
Usual Suspects, The (1995) 1,120,000
Scream 2 (1997) 140,865,935
Army of Darkness (1993) 11,502,976
North by Northwest (1959) 19,977,527
Fargo (1996) 24,611,975
Starship Troopers (1997) 79,093,786
Star Trek: The Wrath of Khan (1982) 118,633,541
Star Trek: First Contact (1996) 207,001,027
Speed (1994) 121,248,145
Vertigo (1958) 7,024,928
Once Upon a Time in the West (1969) 5,321,508
Blade Runner (1982) 1,445,283
Sling Blade (1996) 24,475,416
Four Weddings and a Funeral (1994) 75,888,832
American Werewolf in London, An (1981) 20,445,527
In the Mouth of Madness (1995) 8,946,600
Contact (1997) 149,887,543
Birds, The (1963) 16,493,900
Seven (Se7en) (1995) 143,225,000
Body Snatchers (1993) 428,868
Pulp Fiction (1994) 84,022,201
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Aliens (1986) 121,385,096
Day the Earth Stood Still, The (1951) 79,366,978
Apollo 13 (1995) 94,378,651
Scream (1996) 103,001,286
Psycho (1960) 43,200,000
Body Snatchers (1993) 428,868
Star Trek IV: The Voyage Home (1986) 124,751,249
Terminator 2: Judgment Day (1991) 207,064,802
Crimson Tide (1995) 135,266,000
Nightmare on Elm Street, A (1984) 65,398,755
Wes Craven's New Nightmare (1994) 14,461,031
Dead Poets Society (1989) 144,288,116
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Forbidden Planet (1956) 3,000,000
Average 89,986,106
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