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
Contact (1997) 149,887,543 Contact (1997) 149,887,543 Contact (1997) 149,887,543
Godfather, The (1972) 291,702,411 Scream (1996) 103,001,286 Godfather, The (1972) 291,702,411
Scream (1996) 103,001,286 Godfather, The (1972) 291,702,411 Scream (1996) 103,001,286
Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453 Pulp Fiction (1994) 84,022,201
Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208 Jerry Maguire (1996) 228,557,864
Pulp Fiction (1994) 84,022,201 Jerry Maguire (1996) 228,557,864 Boogie Nights (1997) 26,384,919
Usual Suspects, The (1995) 1,120,000 Twelve Monkeys (1995) 82,512,000 Chasing Amy (1997) 12,006,514
Independence Day (ID4) (1996) 483,359,255 Pulp Fiction (1994) 84,022,201 Independence Day (ID4) (1996) 483,359,255
Jerry Maguire (1996) 228,557,864 Mr. Holland's Opus (1995) 119,078,097 Twelve Monkeys (1995) 82,512,000
Indiana Jones and the Last Crusade (1989) 312,671,806 Independence Day (ID4) (1996) 483,359,255 Reservoir Dogs (1992) 2,687,008
Average 183,751,202 Average 172,531,031 Average 146,412,100

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
Hunt for Red October, The (1990) 179,209,868
Tomorrow Never Dies (1997) 184,221,129
Return of the Jedi (1983) 500,773,409
Wedding Singer, The (1998) 114,729,850
Titanic (1997) 600,779,824
Die Hard (1988) 116,707,729
Ruby in Paradise (1993) 1,001,437
Apt Pupil (1998) 8,838,938
Empire Strikes Back, The (1980) 225,554,189
Some Like It Hot (1959) 33,300,000
Star Wars (1977) 731,853,665
Toy Story (1995) 133,344,903
Air Force One (1997) 250,384,803
Men in Black (1997) 367,992,228
Schindler's List (1993) 140,409,248
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
That Thing You Do! (1996) 25,809,813
George of the Jungle (1997) 149,879,375
Lost in Space (1998) 69,102,910
Big Lebowski, The (1998) 17,439,163
Princess Bride, The (1987) 21,277,649
Shawshank Redemption, The (1994) 28,341,469
Braveheart (1995) 110,286,945
Monty Python and the Holy Grail (1974) 1,821,082
Conspiracy Theory (1997) 111,189,998
Gattaca (1997) 12,339,633
L.A. Confidential (1997) 64,604,977
Ulee's Gold (1997) 9,054,736
Mouse Hunt (1997) 87,833,050
Amistad (1997) 44,175,394
Star Trek: First Contact (1996) 207,001,027
Liar Liar (1997) 277,327,280
Flubber (1997) 135,747,068
Good Will Hunting (1997) 192,328,280
North by Northwest (1959) 19,977,527
Hercules (1997) 142,729,205
My Best Friend's Wedding (1997) 185,360,508
English Patient, The (1996) 111,415,132
Casablanca (1942) 5,806,467
As Good As It Gets (1997) 215,563,842
Fifth Element, The (1997) 92,897,302
Fargo (1996) 24,611,975
Anastasia (1997) 83,412,682
Average 140,403,178
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