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
Silence of the Lambs, The (1991) 137,332,208 Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208
Pulp Fiction (1994) 84,022,201 Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411
Braveheart (1995) 110,286,945 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Godfather, The (1972) 291,702,411 Toy Story (1995) 133,344,903 Amadeus (1984) 23,401,401
Schindler's List (1993) 140,409,248 Silence of the Lambs, The (1991) 137,332,208 Forrest Gump (1994) 485,691,196
Monty Python and the Holy Grail (1974) 1,821,082 Schindler's List (1993) 140,409,248 2001: A Space Odyssey (1968) 25,761,621
Toy Story (1995) 133,344,903 Pulp Fiction (1994) 84,022,201 Blade Runner (1982) 1,445,283
Terminator 2: Judgment Day (1991) 207,064,802 Braveheart (1995) 110,286,945 Jurassic Park (1993) 563,476,625
Blade Runner (1982) 1,445,283 Titanic (1997) 600,779,824 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Fargo (1996) 24,611,975 Monty Python and the Holy Grail (1974) 1,821,082 Terminator 2: Judgment Day (1991) 207,064,802
Average 113,204,105 Average 167,419,834 Average 176,448,752

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
Shawshank Redemption, The (1994) 28,341,469
It's a Wonderful Life (1946) 3,548,018
Much Ado About Nothing (1993) 22,551,000
Unforgiven (1992) 119,081,912
Princess Bride, The (1987) 21,277,649
Indiana Jones and the Last Crusade (1989) 312,671,806
Mr. Smith Goes to Washington (1939) 1,500,000
Die Hard (1988) 116,707,729
Empire Strikes Back, The (1980) 225,554,189
Star Wars (1977) 731,853,665
Return of the Jedi (1983) 500,773,409
Average 189,441,895
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