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
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Toy Story (1995) 133,344,903
Toy Story (1995) 133,344,903 Contact (1997) 149,887,543 Empire Strikes Back, The (1980) 225,554,189
Empire Strikes Back, The (1980) 225,554,189 Toy Story (1995) 133,344,903 Fargo (1996) 24,611,975
Godfather, The (1972) 291,702,411 Fargo (1996) 24,611,975 Contact (1997) 149,887,543
Fargo (1996) 24,611,975 Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208
Contact (1997) 149,887,543 Titanic (1997) 600,779,824 Schindler's List (1993) 140,409,248
Silence of the Lambs, The (1991) 137,332,208 Air Force One (1997) 250,384,803 Braveheart (1995) 110,286,945
Princess Bride, The (1987) 21,277,649 Jerry Maguire (1996) 228,557,864 Return of the Jedi (1983) 500,773,409
Titanic (1997) 600,779,824 Men in Black (1997) 367,992,228 Princess Bride, The (1987) 21,277,649
Schindler's List (1993) 140,409,248 Silence of the Lambs, The (1991) 137,332,208 It's a Wonderful Life (1946) 3,548,018
Average 222,567,335 Average 268,536,716 Average 144,702,608

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
Star Trek IV: The Voyage Home (1986) 124,751,249
Ransom (1996) 207,758,522
Bridges of Madison County, The (1995) 105,823,517
2001: A Space Odyssey (1968) 25,761,621
Con Air (1997) 146,553,269
Independence Day (ID4) (1996) 483,359,255
Star Trek: First Contact (1996) 207,001,027
Boot, Das (1981) 11,433,134
Courage Under Fire (1996) 87,335,823
Mr. Holland's Opus (1995) 119,078,097
Star Trek: The Motion Picture (1979) 95,658,976
Escape from New York (1981) 25,244,700
Phenomenon (1996) 155,732,573
Star Trek: Generations (1994) 111,368,868
Star Trek: The Wrath of Khan (1982) 118,633,541
Star Wars (1977) 731,853,665
Man Without a Face, The (1993) 24,760,338
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Ace Ventura: Pet Detective (1994) 106,217,000
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Average 150,160,708
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