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
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 Empire Strikes Back, The (1980) 225,554,189 Schindler's List (1993) 140,409,248
Shawshank Redemption, The (1994) 28,341,469 Silence of the Lambs, The (1991) 137,332,208 Shawshank Redemption, The (1994) 28,341,469
Pulp Fiction (1994) 84,022,201 Toy Story (1995) 133,344,903 Fargo (1996) 24,611,975
Braveheart (1995) 110,286,945 Schindler's List (1993) 140,409,248 It's a Wonderful Life (1946) 3,548,018
Godfather, The (1972) 291,702,411 Pulp Fiction (1994) 84,022,201 Titanic (1997) 600,779,824
Fargo (1996) 24,611,975 Shawshank Redemption, The (1994) 28,341,469 Clerks (1994) 3,151,130
Usual Suspects, The (1995) 1,120,000 Titanic (1997) 600,779,824 Godfather, The (1972) 291,702,411
Terminator 2: Judgment Day (1991) 207,064,802 Braveheart (1995) 110,286,945 Alien (1979) 42,285,739
Average 125,044,544 Average 177,638,537 Average 149,771,621

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
Sneakers (1992) 75,733,000
Quiz Show (1994) 24,822,619
Tomorrow Never Dies (1997) 184,221,129
Vertigo (1958) 7,024,928
Manchurian Candidate, The (1962) 4,180,630
Jurassic Park (1993) 563,476,625
Star Wars (1977) 731,853,665
Return of the Jedi (1983) 500,773,409
Cool Hand Luke (1967) 7,300,000
Face/Off (1997) 163,746,077
Ghost (1990) 226,931,306
Indiana Jones and the Last Crusade (1989) 312,671,806
Psycho (1960) 43,200,000
Dial M for Murder (1954) 3,012,562
Monty Python and the Holy Grail (1974) 1,821,082
Unforgiven (1992) 119,081,912
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Princess Bride, The (1987) 21,277,649
Much Ado About Nothing (1993) 22,551,000
Crimson Tide (1995) 135,266,000
To Kill a Mockingbird (1962) 20,629,846
Contact (1997) 149,887,543
Back to the Future (1985) 303,398,294
Ben-Hur (1959) 106,992,000
Groundhog Day (1993) 103,406,973
Kingpin (1996) 24,944,213
Average 148,431,118
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