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 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 Godfather, The (1972) 291,702,411 One Flew Over the Cuckoo's Nest (1975) 171,940,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Fargo (1996) 24,611,975 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208 Back to the Future (1985) 303,398,294
Casablanca (1942) 5,806,467 Schindler's List (1993) 140,409,248 Godfather, The (1972) 291,702,411
Forrest Gump (1994) 485,691,196 Return of the Jedi (1983) 500,773,409 Dead Poets Society (1989) 144,288,116
Princess Bride, The (1987) 21,277,649 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Forrest Gump (1994) 485,691,196
Shawshank Redemption, The (1994) 28,341,469 English Patient, The (1996) 111,415,132 Pulp Fiction (1994) 84,022,201
Back to the Future (1985) 303,398,294 Casablanca (1942) 5,806,467 Princess Bride, The (1987) 21,277,649
Amadeus (1984) 23,401,401 Shawshank Redemption, The (1994) 28,341,469 Cinema Paradiso (1988) 392,045
Average 204,945,159 Average 214,418,598 Average 178,045,336

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
When Harry Met Sally... (1989) 134,613,546
Being There (1979) 30,177,511
Groundhog Day (1993) 103,406,973
Sleepless in Seattle (1993) 191,463,006
Annie Hall (1977) 57,253,791
M*A*S*H (1970) 109,920,000
Great Dictator, The (1940) 395,872
Cool Hand Luke (1967) 7,300,000
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Ghost (1990) 226,931,306
Young Frankenstein (1974) 125,123,000
Dances with Wolves (1990) 265,746,848
Pretty Woman (1990) 260,311,268
Bridges of Madison County, The (1995) 105,823,517
While You Were Sleeping (1995) 119,964,016
Mrs. Doubtfire (1993) 330,200,000
Average 138,371,552
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