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 Empire Strikes Back, The (1980) 225,554,189
Empire Strikes Back, The (1980) 225,554,189 Titanic (1997) 600,779,824 Braveheart (1995) 110,286,945
Braveheart (1995) 110,286,945 Fargo (1996) 24,611,975 Indiana Jones and the Last Crusade (1989) 312,671,806
Pulp Fiction (1994) 84,022,201 Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411
Shawshank Redemption, The (1994) 28,341,469 Godfather, The (1972) 291,702,411 Toy Story (1995) 133,344,903
Indiana Jones and the Last Crusade (1989) 312,671,806 Toy Story (1995) 133,344,903 Pulp Fiction (1994) 84,022,201
Princess Bride, The (1987) 21,277,649 Empire Strikes Back, The (1980) 225,554,189 Titanic (1997) 600,779,824
Godfather, The (1972) 291,702,411 Pulp Fiction (1994) 84,022,201 Psycho (1960) 43,200,000
Toy Story (1995) 133,344,903 Braveheart (1995) 110,286,945 Back to the Future (1985) 303,398,294
Forrest Gump (1994) 485,691,196 Scream (1996) 103,001,286 Shawshank Redemption, The (1994) 28,341,469
Average 219,366,617 Average 222,396,468 Average 213,330,204

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
Apollo 13 (1995) 94,378,651
Ben-Hur (1959) 106,992,000
Jaws (1975) 199,275,376
Alien (1979) 42,285,739
True Lies (1994) 226,261,000
Mission: Impossible (1996) 274,049,639
Die xue shuang xiong (Killer, The) (1989) 18,255,083
Murder in the First (1995) 17,382,000
Malice (1993) 67,044,636
Conspiracy Theory (1997) 111,189,998
Silence of the Lambs, The (1991) 137,332,208
Schindler's List (1993) 140,409,248
Long Kiss Goodnight, The (1996) 33,328,051
Star Wars (1977) 731,853,665
Jerry Maguire (1996) 228,557,864
E.T. the Extra-Terrestrial (1982) 259,597,332
Jurassic Park (1993) 563,476,625
Home Alone (1990) 425,860,243
Terminator 2: Judgment Day (1991) 207,064,802
Air Force One (1997) 250,384,803
Die Hard 2 (1990) 120,083,665
Basic Instinct (1992) 126,227,000
Average 199,149,528
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