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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Princess Bride, The (1987) 21,277,649
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Contact (1997) 149,887,543
Empire Strikes Back, The (1980) 225,554,189 Godfather, The (1972) 291,702,411 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Godfather, The (1972) 291,702,411 Contact (1997) 149,887,543 Dead Poets Society (1989) 144,288,116
Princess Bride, The (1987) 21,277,649 Titanic (1997) 600,779,824 Star Trek: The Wrath of Khan (1982) 118,633,541
Indiana Jones and the Last Crusade (1989) 312,671,806 Air Force One (1997) 250,384,803 Babe (1995) 66,600,000
E.T. the Extra-Terrestrial (1982) 259,597,332 Empire Strikes Back, The (1980) 225,554,189 Return of the Jedi (1983) 500,773,409
Contact (1997) 149,887,543 Princess Bride, The (1987) 21,277,649 Alien (1979) 42,285,739
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Men in Black (1997) 367,992,228 Sabrina (1995) 76,780,029
Back to the Future (1985) 303,398,294 Scream (1996) 103,001,286 African Queen, The (1951) 4,300,000
Average 296,865,629 Average 324,320,700 Average 129,676,602

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
Lion King, The (1994) 188,740,944
Crimson Tide (1995) 135,266,000
Gandhi (1982) 77,737,889
Firm, The (1993) 686,502
Fargo (1996) 24,611,975
Eraser (1996) 147,260,786
Dead Man Walking (1995) 39,025,000
It's a Wonderful Life (1946) 3,548,018
Seven (Se7en) (1995) 143,225,000
Aliens (1986) 121,385,096
When a Man Loves a Woman (1994) 71,968,959
Beauty and the Beast (1991) 94,902,028
Private Parts (1997) 59,339,346
Postino, Il (1994) 20,681,301
Apollo 13 (1995) 94,378,651
Michael (1996) 144,887,370
Mr. Holland's Opus (1995) 119,078,097
Fantasia (1940) 49,310,882
Evita (1996) 73,298,979
Snow White and the Seven Dwarfs (1937) 103,921,550
Four Weddings and a Funeral (1994) 75,888,832
Independence Day (ID4) (1996) 483,359,255
Up Close and Personal (1996) 74,045,801
Grumpier Old Men (1995) 105,662,663
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Fox and the Hound, The (1981) 53,368,988
Cape Fear (1991) 118,590,000
Blade Runner (1982) 1,445,283
Aladdin (1992) 328,782,825
Toy Story (1995) 133,344,903
Mission: Impossible (1996) 274,049,639
That Thing You Do! (1996) 25,809,813
Tin Cup (1996) 77,003,584
Pulp Fiction (1994) 84,022,201
Jerry Maguire (1996) 228,557,864
Phenomenon (1996) 155,732,573
My Best Friend's Wedding (1997) 185,360,508
Sense and Sensibility (1995) 62,493,774
Shawshank Redemption, The (1994) 28,341,469
Braveheart (1995) 110,286,945
Truth About Cats & Dogs, The (1996) 34,073,143
Malice (1993) 67,044,636
American President, The (1995) 95,000,000
Willy Wonka and the Chocolate Factory (1971) 4,000,000
My Fellow Americans (1996) 22,294,341
Bed of Roses (1996) 19,030,691
Groundhog Day (1993) 103,406,973
Star Trek: First Contact (1996) 207,001,027
Cinderella (1950) 75,188,149
Twelve Monkeys (1995) 82,512,000
Shine (1996) 53,830,909
Murder in the First (1995) 17,382,000
Schindler's List (1993) 140,409,248
English Patient, The (1996) 111,415,132
Forrest Gump (1994) 485,691,196
Silence of the Lambs, The (1991) 137,332,208
When Harry Met Sally... (1989) 134,613,546
Average 109,131,850
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