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
Godfather, The (1972) 291,702,411 Fargo (1996) 24,611,975 Godfather, The (1972) 291,702,411
Fargo (1996) 24,611,975 Godfather, The (1972) 291,702,411 Fargo (1996) 24,611,975
Empire Strikes Back, The (1980) 225,554,189 Return of the Jedi (1983) 500,773,409 Braveheart (1995) 110,286,945
Return of the Jedi (1983) 500,773,409 Toy Story (1995) 133,344,903 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Princess Bride, The (1987) 21,277,649 Contact (1997) 149,887,543 Pulp Fiction (1994) 84,022,201
Forrest Gump (1994) 485,691,196 English Patient, The (1996) 111,415,132 Return of the Jedi (1983) 500,773,409
Braveheart (1995) 110,286,945 Titanic (1997) 600,779,824 Godfather: Part II, The (1974) 87,973,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Empire Strikes Back, The (1980) 225,554,189 Alien (1979) 42,285,739
Pulp Fiction (1994) 84,022,201 Princess Bride, The (1987) 21,277,649 Boot, Das (1981) 11,433,134
Toy Story (1995) 133,344,903 Pulp Fiction (1994) 84,022,201 Monty Python's Life of Brian (1979) 646,124
Average 204,920,487 Average 214,336,923 Average 132,567,493

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
Menace II Society (1993) 27,900,000
Phenomenon (1996) 155,732,573
When We Were Kings (1996) 2,666,118
Dead Poets Society (1989) 144,288,116
Groundhog Day (1993) 103,406,973
Dances with Wolves (1990) 265,746,848
Chungking Express (1994) 600,200
Independence Day (ID4) (1996) 483,359,255
To Kill a Mockingbird (1962) 20,629,846
Amadeus (1984) 23,401,401
Indiana Jones and the Last Crusade (1989) 312,671,806
Schindler's List (1993) 140,409,248
2001: A Space Odyssey (1968) 25,761,621
High Noon (1952) 7,150,000
Ben-Hur (1959) 106,992,000
Conspiracy Theory (1997) 111,189,998
Sneakers (1992) 75,733,000
Hoop Dreams (1994) 7,830,611
M*A*S*H (1970) 109,920,000
Shadowlands (1993) 25,842,000
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Day the Earth Stood Still, The (1951) 79,366,978
When Harry Met Sally... (1989) 134,613,546
Miracle on 34th Street (1994) 17,193,886
Nobody's Fool (1994) 57,487,686
Mrs. Doubtfire (1993) 330,200,000
Star Wars (1977) 731,853,665
Fried Green Tomatoes (1991) 117,503,000
Psycho (1960) 43,200,000
Liar Liar (1997) 277,327,280
Monty Python and the Holy Grail (1974) 1,821,082
Glory (1989) 100,326
Annie Hall (1977) 57,253,791
Don Juan DeMarco (1995) 22,200,000
Apollo 13 (1995) 94,378,651
Philadelphia (1993) 114,946,440
Sleepless in Seattle (1993) 191,463,006
Mr. Holland's Opus (1995) 119,078,097
E.T. the Extra-Terrestrial (1982) 259,597,332
Field of Dreams (1989) 94,962,625
Maverick (1994) 151,131,272
Silence of the Lambs, The (1991) 137,332,208
Ghost (1990) 226,931,306
Searching for Bobby Fischer (1993) 7,266,383
Stand by Me (1986) 69,411,304
Lawrence of Arabia (1962) 20,652,481
Shine (1996) 53,830,909
Shawshank Redemption, The (1994) 28,341,469
Truth About Cats & Dogs, The (1996) 34,073,143
Jerry Maguire (1996) 228,557,864
Courage Under Fire (1996) 87,335,823
Firm, The (1993) 686,502
Dead Man Walking (1995) 39,025,000
Man Without a Face, The (1993) 24,760,338
Average 113,896,836
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