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 Fargo (1996) 24,611,975 Empire Strikes Back, The (1980) 225,554,189
Princess Bride, The (1987) 21,277,649 Toy Story (1995) 133,344,903 Silence of the Lambs, The (1991) 137,332,208
Fargo (1996) 24,611,975 Silence of the Lambs, The (1991) 137,332,208 Schindler's List (1993) 140,409,248
Silence of the Lambs, The (1991) 137,332,208 Schindler's List (1993) 140,409,248 Pulp Fiction (1994) 84,022,201
Schindler's List (1993) 140,409,248 Empire Strikes Back, The (1980) 225,554,189 Terminator 2: Judgment Day (1991) 207,064,802
Toy Story (1995) 133,344,903 Princess Bride, The (1987) 21,277,649 Vertigo (1958) 7,024,928
Shawshank Redemption, The (1994) 28,341,469 English Patient, The (1996) 111,415,132 Forrest Gump (1994) 485,691,196
Monty Python and the Holy Grail (1974) 1,821,082 Titanic (1997) 600,779,824 Apollo 13 (1995) 94,378,651
Pulp Fiction (1994) 84,022,201 Pulp Fiction (1994) 84,022,201 Singin' in the Rain (1952) 7,665,000
Braveheart (1995) 110,286,945 Shawshank Redemption, The (1994) 28,341,469 E.T. the Extra-Terrestrial (1982) 259,597,332
Average 90,700,186 Average 150,708,879 Average 164,873,975

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 Wars (1977) 731,853,665
Sense and Sensibility (1995) 62,493,774
Cool Hand Luke (1967) 7,300,000
Back to the Future (1985) 303,398,294
Casablanca (1942) 5,806,467
Sleepless in Seattle (1993) 191,463,006
Jaws (1975) 199,275,376
While You Were Sleeping (1995) 119,964,016
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Quiet Man, The (1952) 3,800,000
Emma (1996) 22,201,883
Return of the Jedi (1983) 500,773,409
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Star Trek: First Contact (1996) 207,001,027
Godfather, The (1972) 291,702,411
Independence Day (ID4) (1996) 483,359,255
Indiana Jones and the Last Crusade (1989) 312,671,806
When Harry Met Sally... (1989) 134,613,546
Mr. Holland's Opus (1995) 119,078,097
Rear Window (1954) 6,759,601
Grease (1978) 96,605,260
Contact (1997) 149,887,543
Four Weddings and a Funeral (1994) 75,888,832
Psycho (1960) 43,200,000
Sabrina (1995) 76,780,029
Average 176,083,219
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