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 Fargo (1996) 24,611,975 Schindler's List (1993) 140,409,248
Princess Bride, The (1987) 21,277,649 Contact (1997) 149,887,543 Braveheart (1995) 110,286,945
Braveheart (1995) 110,286,945 Schindler's List (1993) 140,409,248 Terminator 2: Judgment Day (1991) 207,064,802
Fargo (1996) 24,611,975 Toy Story (1995) 133,344,903 Godfather: Part II, The (1974) 87,973,000
2001: A Space Odyssey (1968) 25,761,621 Princess Bride, The (1987) 21,277,649 Apocalypse Now (1979) 42,606,290
Usual Suspects, The (1995) 1,120,000 Braveheart (1995) 110,286,945 African Queen, The (1951) 4,300,000
Terminator 2: Judgment Day (1991) 207,064,802 Twelve Monkeys (1995) 82,512,000 Toy Story (1995) 133,344,903
Forrest Gump (1994) 485,691,196 English Patient, The (1996) 111,415,132 Princess Bride, The (1987) 21,277,649
Toy Story (1995) 133,344,903 Usual Suspects, The (1995) 1,120,000 Reservoir Dogs (1992) 2,687,008
Back to the Future (1985) 303,398,294 Terminator 2: Judgment Day (1991) 207,064,802 Forrest Gump (1994) 485,691,196
Average 145,296,663 Average 98,193,019 Average 123,564,104

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
M*A*S*H (1970) 109,920,000
William Shakespeare's Romeo and Juliet (1996) 69,240,158
E.T. the Extra-Terrestrial (1982) 259,597,332
Die Hard (1988) 116,707,729
Platoon (1986) 207,900,328
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Hamlet (1996) 4,414,535
Blade Runner (1982) 1,445,283
Shawshank Redemption, The (1994) 28,341,469
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Casablanca (1942) 5,806,467
Alien (1979) 42,285,739
Indiana Jones and the Last Crusade (1989) 312,671,806
Star Trek: First Contact (1996) 207,001,027
Psycho (1960) 43,200,000
Fantasia (1940) 49,310,882
When Harry Met Sally... (1989) 134,613,546
Birds, The (1963) 16,493,900
Star Trek: The Motion Picture (1979) 95,658,976
Forbidden Planet (1956) 3,000,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Clockwork Orange, A (1971) 38,589,355
Wedding Singer, The (1998) 114,729,850
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Aliens (1986) 121,385,096
Cool Hand Luke (1967) 7,300,000
Citizen Kane (1941) 1,640,769
North by Northwest (1959) 19,977,527
It's a Wonderful Life (1946) 3,548,018
Amadeus (1984) 23,401,401
Starship Troopers (1997) 79,093,786
Titanic (1997) 600,779,824
Dead Poets Society (1989) 144,288,116
Star Wars (1977) 731,853,665
Groundhog Day (1993) 103,406,973
Snow White and the Seven Dwarfs (1937) 103,921,550
Little Princess, A (1995) 10,019,307
Godfather, The (1972) 291,702,411
Star Trek: The Wrath of Khan (1982) 118,633,541
Jerry Maguire (1996) 228,557,864
Manhattan (1979) 39,900,000
Apollo 13 (1995) 94,378,651
Pulp Fiction (1994) 84,022,201
Monty Python and the Holy Grail (1974) 1,821,082
Silence of the Lambs, The (1991) 137,332,208
Jaws (1975) 199,275,376
Die Hard 2 (1990) 120,083,665
Searching for Bobby Fischer (1993) 7,266,383
Return of the Jedi (1983) 500,773,409
Young Frankenstein (1974) 125,123,000
Empire Strikes Back, The (1980) 225,554,189
Outbreak (1995) 99,323,573
Average 122,638,376
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