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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Return of the Jedi (1983) 500,773,409
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 Fargo (1996) 24,611,975 Toy Story (1995) 133,344,903
Fargo (1996) 24,611,975 Titanic (1997) 600,779,824 Godfather, The (1972) 291,702,411
Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903 Indiana Jones and the Last Crusade (1989) 312,671,806
Titanic (1997) 600,779,824 Contact (1997) 149,887,543 Pulp Fiction (1994) 84,022,201
Braveheart (1995) 110,286,945 Godfather, The (1972) 291,702,411 Twelve Monkeys (1995) 82,512,000
Princess Bride, The (1987) 21,277,649 Silence of the Lambs, The (1991) 137,332,208 Fargo (1996) 24,611,975
Shawshank Redemption, The (1994) 28,341,469 Air Force One (1997) 250,384,803 Casablanca (1942) 5,806,467
Schindler's List (1993) 140,409,248 Jerry Maguire (1996) 228,557,864 Braveheart (1995) 110,286,945
Average 242,901,129 Average 304,922,860 Average 168,306,432

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
Empire Strikes Back, The (1980) 225,554,189
Mr. Holland's Opus (1995) 119,078,097
Scream (1996) 103,001,286
Face/Off (1997) 163,746,077
Beauty and the Beast (1991) 94,902,028
Bad Boys (1995) 97,168,842
To Kill a Mockingbird (1962) 20,629,846
Speed (1994) 121,248,145
Independence Day (ID4) (1996) 483,359,255
Gone with the Wind (1939) 200,155,278
Jaws (1975) 199,275,376
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Twister (1996) 375,152,715
Cyrano de Bergerac (1990) 5,820,020
Thinner (1996) 15,171,475
Average 152,900,185
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