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
Shawshank Redemption, The (1994) 28,341,469 Fargo (1996) 24,611,975 Shawshank Redemption, The (1994) 28,341,469
Fargo (1996) 24,611,975 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 Toy Story (1995) 133,344,903
Braveheart (1995) 110,286,945 Contact (1997) 149,887,543 E.T. the Extra-Terrestrial (1982) 259,597,332
Princess Bride, The (1987) 21,277,649 English Patient, The (1996) 111,415,132 Dead Man Walking (1995) 39,025,000
Pulp Fiction (1994) 84,022,201 Titanic (1997) 600,779,824 Pulp Fiction (1994) 84,022,201
Toy Story (1995) 133,344,903 Shawshank Redemption, The (1994) 28,341,469 Jerry Maguire (1996) 228,557,864
E.T. the Extra-Terrestrial (1982) 259,597,332 Pulp Fiction (1994) 84,022,201 Jerry Maguire (1996) 228,557,864
Usual Suspects, The (1995) 1,120,000 Jerry Maguire (1996) 228,557,864 Clerks (1994) 3,151,130
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Princess Bride, The (1987) 21,277,649 Return of the Jedi (1983) 500,773,409
Average 133,531,588 Average 188,301,196 Average 161,565,811

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
Air Force One (1997) 250,384,803
Jurassic Park (1993) 563,476,625
Terminator 2: Judgment Day (1991) 207,064,802
Philadelphia (1993) 114,946,440
Courage Under Fire (1996) 87,335,823
Empire Strikes Back, The (1980) 225,554,189
Dances with Wolves (1990) 265,746,848
Back to the Future (1985) 303,398,294
Platoon (1986) 207,900,328
Lion King, The (1994) 188,740,944
Mr. Holland's Opus (1995) 119,078,097
Amadeus (1984) 23,401,401
Dead Poets Society (1989) 144,288,116
Red Corner (1997) 22,415,440
Leaving Las Vegas (1995) 31,968,347
Burnt By the Sun (1994) 2,616,503
In the Line of Fire (1993) 151,314,283
Apollo 13 (1995) 94,378,651
Muriel's Wedding (1994) 15,185,594
Ghost (1990) 226,931,306
Star Wars (1977) 731,853,665
Schindler's List (1993) 140,409,248
Cinema Paradiso (1988) 392,045
Man Without a Face, The (1993) 24,760,338
Gone with the Wind (1939) 200,155,278
Groundhog Day (1993) 103,406,973
Kolya (1996) 5,730,711
Monty Python and the Holy Grail (1974) 1,821,082
Primal Fear (1996) 80,646,667
When Harry Met Sally... (1989) 134,613,546
Basic Instinct (1992) 126,227,000
Top Gun (1986) 256,050,237
Field of Dreams (1989) 94,962,625
Get Shorty (1995) 103,619,110
Silence of the Lambs, The (1991) 137,332,208
Star Trek: The Wrath of Khan (1982) 118,633,541
Conspiracy Theory (1997) 111,189,998
Sleepless in Seattle (1993) 191,463,006
Raising Arizona (1987) 22,847,564
Forrest Gump (1994) 485,691,196
Godfather, The (1972) 291,702,411
North by Northwest (1959) 19,977,527
Average 157,847,924
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