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
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Trainspotting (1996) 16,501,785
Trainspotting (1996) 16,501,785 English Patient, The (1996) 111,415,132 Schindler's List (1993) 140,409,248
Leaving Las Vegas (1995) 31,968,347 Trainspotting (1996) 16,501,785 Men in Black (1997) 367,992,228
Shawshank Redemption, The (1994) 28,341,469 Titanic (1997) 600,779,824 Toy Story (1995) 133,344,903
Titanic (1997) 600,779,824 Leaving Las Vegas (1995) 31,968,347 Blade Runner (1982) 1,445,283
Schindler's List (1993) 140,409,248 Toy Story (1995) 133,344,903 Shawshank Redemption, The (1994) 28,341,469
Toy Story (1995) 133,344,903 Full Monty, The (1997) 45,857,453 Bound (1996) 3,798,532
Princess Bride, The (1987) 21,277,649 Men in Black (1997) 367,992,228 Glory (1989) 100,326
English Patient, The (1996) 111,415,132 Jerry Maguire (1996) 228,557,864 Sense and Sensibility (1995) 62,493,774
Monty Python and the Holy Grail (1974) 1,821,082 Schindler's List (1993) 140,409,248 Casablanca (1942) 5,806,467
Average 137,756,185 Average 196,852,919 Average 76,023,401

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
When the Cats Away (Chacun cherche son chat) (1996) 1,652,472
Chasing Amy (1997) 12,006,514
Usual Suspects, The (1995) 1,120,000
Contact (1997) 149,887,543
Pulp Fiction (1994) 84,022,201
Trees Lounge (1996) 673,269
Get on the Bus (1996) 5,731,103
Dead Man Walking (1995) 39,025,000
Hoop Dreams (1994) 7,830,611
Hard Eight (1996) 142,356
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Swingers (1996) 4,505,922
Fargo (1996) 24,611,975
People vs. Larry Flynt, The (1996) 20,191,312
Frighteners, The (1996) 16,524,115
When We Were Kings (1996) 2,666,118
Clerks (1994) 3,151,130
Life Less Ordinary, A (1997) 4,266,243
Chasing Amy (1997) 12,006,514
Return of the Jedi (1983) 500,773,409
Citizen Ruth (1996) 153,155
Silence of the Lambs, The (1991) 137,332,208
Star Wars (1977) 731,853,665
Hunt for Red October, The (1990) 179,209,868
Twelve Monkeys (1995) 82,512,000
Face/Off (1997) 163,746,077
Evita (1996) 73,298,979
GoodFellas (1990) 67,336,394
Quiet Room, The (1996) 57,245
Jaws (1975) 199,275,376
L.A. Confidential (1997) 64,604,977
Lone Star (1996) 13,269,963
Scream (1996) 103,001,286
Empire Strikes Back, The (1980) 225,554,189
Average 86,352,740
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