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
Empire Strikes Back, The (1980) 225,554,189 Godfather, The (1972) 291,702,411 Empire Strikes Back, The (1980) 225,554,189
Godfather, The (1972) 291,702,411 Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411
Pulp Fiction (1994) 84,022,201 Fargo (1996) 24,611,975 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 Empire Strikes Back, The (1980) 225,554,189 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Toy Story (1995) 133,344,903 Braveheart (1995) 110,286,945
Braveheart (1995) 110,286,945 Titanic (1997) 600,779,824 Forrest Gump (1994) 485,691,196
Indiana Jones and the Last Crusade (1989) 312,671,806 Silence of the Lambs, The (1991) 137,332,208 Alien (1979) 42,285,739
Shawshank Redemption, The (1994) 28,341,469 Pulp Fiction (1994) 84,022,201 Casablanca (1942) 5,806,467
Toy Story (1995) 133,344,903 Men in Black (1997) 367,992,228 Titanic (1997) 600,779,824
Monty Python and the Holy Grail (1974) 1,821,082 Shawshank Redemption, The (1994) 28,341,469 Ran (1985) 113,948
Average 134,968,918 Average 204,356,895 Average 192,416,490

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
Return of the Jedi (1983) 500,773,409
Die Hard (1988) 116,707,729
Terminator 2: Judgment Day (1991) 207,064,802
Star Wars (1977) 731,853,665
Shine (1996) 53,830,909
Schindler's List (1993) 140,409,248
E.T. the Extra-Terrestrial (1982) 259,597,332
Princess Bride, The (1987) 21,277,649
Hoop Dreams (1994) 7,830,611
Glory (1989) 100,326
Average 203,944,568
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