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 Return of the Jedi (1983) 500,773,409
Godfather, The (1972) 291,702,411 Fargo (1996) 24,611,975 Godfather, The (1972) 291,702,411
Fargo (1996) 24,611,975 Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 Contact (1997) 149,887,543 Braveheart (1995) 110,286,945
Braveheart (1995) 110,286,945 Titanic (1997) 600,779,824 Twelve Monkeys (1995) 82,512,000
Shawshank Redemption, The (1994) 28,341,469 Air Force One (1997) 250,384,803 Star Trek: First Contact (1996) 207,001,027
Schindler's List (1993) 140,409,248 Silence of the Lambs, The (1991) 137,332,208 Men in Black (1997) 367,992,228
Princess Bride, The (1987) 21,277,649 Twelve Monkeys (1995) 82,512,000 Alien (1979) 42,285,739
Twelve Monkeys (1995) 82,512,000 Men in Black (1997) 367,992,228 It's a Wonderful Life (1946) 3,548,018
Star Trek: First Contact (1996) 207,001,027 Star Trek: First Contact (1996) 207,001,027 Fargo (1996) 24,611,975
Average 154,424,834 Average 261,297,742 Average 176,804,596

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
Pulp Fiction (1994) 84,022,201
Transformers: The Movie, The (1986) 5,706,456
Toy Story (1995) 133,344,903
Mission: Impossible (1996) 274,049,639
Courage Under Fire (1996) 87,335,823
Jerry Maguire (1996) 228,557,864
Kingpin (1996) 24,944,213
Empire Strikes Back, The (1980) 225,554,189
Die Hard (1988) 116,707,729
Beavis and Butt-head Do America (1996) 90,162,233
Firm, The (1993) 686,502
Twister (1996) 375,152,715
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Top Gun (1986) 256,050,237
Seven (Se7en) (1995) 143,225,000
Face/Off (1997) 163,746,077
Eraser (1996) 147,260,786
Shine (1996) 53,830,909
English Patient, The (1996) 111,415,132
Forrest Gump (1994) 485,691,196
Star Wars (1977) 731,853,665
Rumble in the Bronx (1995) 32,333,860
Independence Day (ID4) (1996) 483,359,255
Terminator 2: Judgment Day (1991) 207,064,802
Average 186,085,641
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