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 Godfather, The (1972) 291,702,411 Schindler's List (1993) 140,409,248
Godfather, The (1972) 291,702,411 Return of the Jedi (1983) 500,773,409 Godfather, The (1972) 291,702,411
Return of the Jedi (1983) 500,773,409 Schindler's List (1993) 140,409,248 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 English Patient, The (1996) 111,415,132 Princess Bride, The (1987) 21,277,649
Casablanca (1942) 5,806,467 Contact (1997) 149,887,543 Toy Story (1995) 133,344,903
Princess Bride, The (1987) 21,277,649 Toy Story (1995) 133,344,903 Dead Man Walking (1995) 39,025,000
Usual Suspects, The (1995) 1,120,000 Pulp Fiction (1994) 84,022,201 Casablanca (1942) 5,806,467
Toy Story (1995) 133,344,903 Titanic (1997) 600,779,824 Dances with Wolves (1990) 265,746,848
Forrest Gump (1994) 485,691,196 Dead Man Walking (1995) 39,025,000 Usual Suspects, The (1995) 1,120,000
To Kill a Mockingbird (1962) 20,629,846 Air Force One (1997) 250,384,803 To Kill a Mockingbird (1962) 20,629,846
Average 168,477,733 Average 230,174,447 Average 100,308,457

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
Gandhi (1982) 77,737,889
Addicted to Love (1997) 34,656,904
Reservoir Dogs (1992) 2,687,008
First Wives Club, The (1996) 150,063,383
American President, The (1995) 95,000,000
Conspiracy Theory (1997) 111,189,998
Murder at 1600 (1997) 25,826,788
Star Wars (1977) 731,853,665
Four Weddings and a Funeral (1994) 75,888,832
Empire Strikes Back, The (1980) 225,554,189
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Three Colors: Blue (1993) 1,324,974
Amadeus (1984) 23,401,401
Alien (1979) 42,285,739
Piano, The (1993) 40,158,000
Shawshank Redemption, The (1994) 28,341,469
Roman Holiday (1953) 8,000,000
One Fine Day (1996) 68,829,020
Sleepless in Seattle (1993) 191,463,006
Silence of the Lambs, The (1991) 137,332,208
Back to the Future (1985) 303,398,294
Fargo (1996) 24,611,975
Dead Poets Society (1989) 144,288,116
My Best Friend's Wedding (1997) 185,360,508
Night Falls on Manhattan (1997) 9,881,286
Birds, The (1963) 16,493,900
Mirror Has Two Faces, The (1996) 59,629,485
Rebecca (1940) 1,526,957
Jerry Maguire (1996) 228,557,864
Ghosts of Mississippi (1996) 13,052,741
Sense and Sensibility (1995) 62,493,774
Average 106,220,302
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