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
Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803
Toy Story (1995) 133,344,903 Contact (1997) 149,887,543 Toy Story (1995) 133,344,903
Contact (1997) 149,887,543 Toy Story (1995) 133,344,903 Contact (1997) 149,887,543
Braveheart (1995) 110,286,945 Scream (1996) 103,001,286 Pulp Fiction (1994) 84,022,201
Schindler's List (1993) 140,409,248 Fargo (1996) 24,611,975 Apollo 13 (1995) 94,378,651
Silence of the Lambs, The (1991) 137,332,208 Godfather, The (1972) 291,702,411 Men in Black (1997) 367,992,228
Scream (1996) 103,001,286 English Patient, The (1996) 111,415,132 Braveheart (1995) 110,286,945
Fargo (1996) 24,611,975 Jerry Maguire (1996) 228,557,864 Fargo (1996) 24,611,975
Shawshank Redemption, The (1994) 28,341,469 Men in Black (1997) 367,992,228 Godfather, The (1972) 291,702,411
Godfather, The (1972) 291,702,411 Schindler's List (1993) 140,409,248 Alien (1979) 42,285,739
Average 136,930,279 Average 180,130,739 Average 154,889,739

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
Titanic (1997) 600,779,824
First Knight (1995) 37,600,435
Return of the Jedi (1983) 500,773,409
American President, The (1995) 95,000,000
Princess Bride, The (1987) 21,277,649
Lost World: Jurassic Park, The (1997) 359,161,284
Mr. Holland's Opus (1995) 119,078,097
Jumanji (1995) 152,675,249
Sabrina (1995) 76,780,029
That Thing You Do! (1996) 25,809,813
One Fine Day (1996) 68,829,020
Little Big League (1994) 12,211,068
Gone with the Wind (1939) 200,155,278
Terminator 2: Judgment Day (1991) 207,064,802
Independence Day (ID4) (1996) 483,359,255
Field of Dreams (1989) 94,962,625
Groundhog Day (1993) 103,406,973
Conspiracy Theory (1997) 111,189,998
While You Were Sleeping (1995) 119,964,016
Star Trek: Generations (1994) 111,368,868
Dead Poets Society (1989) 144,288,116
Star Trek: First Contact (1996) 207,001,027
Con Air (1997) 146,553,269
Ben-Hur (1959) 106,992,000
Indiana Jones and the Last Crusade (1989) 312,671,806
Lion King, The (1994) 188,740,944
Empire Strikes Back, The (1980) 225,554,189
Man Without a Face, The (1993) 24,760,338
Volcano (1997) 71,496,882
Grumpier Old Men (1995) 105,662,663
Anastasia (1997) 83,412,682
Truth About Cats & Dogs, The (1996) 34,073,143
George of the Jungle (1997) 149,879,375
Mr. Smith Goes to Washington (1939) 1,500,000
Mary Poppins (1964) 133,300,000
Star Wars (1977) 731,853,665
Forrest Gump (1994) 485,691,196
Liar Liar (1997) 277,327,280
Dante's Peak (1997) 98,728,432
Tin Cup (1996) 77,003,584
Clueless (1995) 75,525,013
Average 175,206,421
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