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 Empire Strikes Back, The (1980) 225,554,189
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Silence of the Lambs, The (1991) 137,332,208
Empire Strikes Back, The (1980) 225,554,189 Fargo (1996) 24,611,975 Braveheart (1995) 110,286,945
Silence of the Lambs, The (1991) 137,332,208 Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411
Shawshank Redemption, The (1994) 28,341,469 Godfather, The (1972) 291,702,411 Pulp Fiction (1994) 84,022,201
Braveheart (1995) 110,286,945 Titanic (1997) 600,779,824 Terminator 2: Judgment Day (1991) 207,064,802
Fargo (1996) 24,611,975 Silence of the Lambs, The (1991) 137,332,208 Sense and Sensibility (1995) 62,493,774
Godfather, The (1972) 291,702,411 Mr. Holland's Opus (1995) 119,078,097 Return of the Jedi (1983) 500,773,409
Pulp Fiction (1994) 84,022,201 Empire Strikes Back, The (1980) 225,554,189 Shawshank Redemption, The (1994) 28,341,469
Mr. Holland's Opus (1995) 119,078,097 English Patient, The (1996) 111,415,132 Alien (1979) 42,285,739
Average 225,355,656 Average 289,298,845 Average 168,985,714

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
Indiana Jones and the Last Crusade (1989) 312,671,806
Mission: Impossible (1996) 274,049,639
Toy Story (1995) 133,344,903
Fantasia (1940) 49,310,882
Four Weddings and a Funeral (1994) 75,888,832
Aladdin (1992) 328,782,825
Cinderella (1950) 75,188,149
Princess Bride, The (1987) 21,277,649
How to Make an American Quilt (1995) 23,574,130
Mary Poppins (1964) 133,300,000
Dances with Wolves (1990) 265,746,848
Apollo 13 (1995) 94,378,651
Jerry Maguire (1996) 228,557,864
Sleepless in Seattle (1993) 191,463,006
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Schindler's List (1993) 140,409,248
Beauty and the Beast (1991) 94,902,028
Lion King, The (1994) 188,740,944
Fried Green Tomatoes (1991) 117,503,000
Sabrina (1995) 76,780,029
Speed (1994) 121,248,145
Forrest Gump (1994) 485,691,196
One Fine Day (1996) 68,829,020
E.T. the Extra-Terrestrial (1982) 259,597,332
Jurassic Park (1993) 563,476,625
Snow White and the Seven Dwarfs (1937) 103,921,550
Truth About Cats & Dogs, The (1996) 34,073,143
Back to the Future (1985) 303,398,294
Air Force One (1997) 250,384,803
Anastasia (1997) 83,412,682
First Wives Club, The (1996) 150,063,383
Pretty Woman (1990) 260,311,268
Top Gun (1986) 256,050,237
Average 174,858,427
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