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 Contact (1997) 149,887,543 Empire Strikes Back, The (1980) 225,554,189
Princess Bride, The (1987) 21,277,649 Godfather, The (1972) 291,702,411 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 Fargo (1996) 24,611,975 Braveheart (1995) 110,286,945
Pulp Fiction (1994) 84,022,201 Titanic (1997) 600,779,824 Godfather, The (1972) 291,702,411
Braveheart (1995) 110,286,945 Empire Strikes Back, The (1980) 225,554,189 Alien (1979) 42,285,739
Godfather, The (1972) 291,702,411 Schindler's List (1993) 140,409,248 Terminator 2: Judgment Day (1991) 207,064,802
Shawshank Redemption, The (1994) 28,341,469 Princess Bride, The (1987) 21,277,649 Casablanca (1942) 5,806,467
Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201 Princess Bride, The (1987) 21,277,649
Alien (1979) 42,285,739 Shawshank Redemption, The (1994) 28,341,469 Pulp Fiction (1994) 84,022,201
Blade Runner (1982) 1,445,283 Braveheart (1995) 110,286,945 Forrest Gump (1994) 485,691,196
Average 96,993,710 Average 167,687,345 Average 161,410,084

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
Silence of the Lambs, The (1991) 137,332,208
Hunt for Red October, The (1990) 179,209,868
Aliens (1986) 121,385,096
Cool Hand Luke (1967) 7,300,000
Amadeus (1984) 23,401,401
E.T. the Extra-Terrestrial (1982) 259,597,332
Air Force One (1997) 250,384,803
Star Trek: First Contact (1996) 207,001,027
Apollo 13 (1995) 94,378,651
Real Genius (1985) 13,000,000
Die Hard (1988) 116,707,729
Heavy Metal (1981) 9,300,000
Liar Liar (1997) 277,327,280
Star Wars (1977) 731,853,665
Indiana Jones and the Last Crusade (1989) 312,671,806
Toy Story (1995) 133,344,903
Fantasia (1940) 49,310,882
Return of the Jedi (1983) 500,773,409
Bridge on the River Kwai, The (1957) 50,495,000
Star Trek: The Wrath of Khan (1982) 118,633,541
Average 179,670,430
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