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 Contact (1997) 149,887,543
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Godfather: Part II, The (1974) 87,973,000
Princess Bride, The (1987) 21,277,649 Contact (1997) 149,887,543 Shallow Grave (1994) 2,881,508
Contact (1997) 149,887,543 Scream (1996) 103,001,286 Aliens (1986) 121,385,096
Terminator 2: Judgment Day (1991) 207,064,802 Princess Bride, The (1987) 21,277,649 Return of the Jedi (1983) 500,773,409
Alien (1979) 42,285,739 Air Force One (1997) 250,384,803 Chasing Amy (1997) 12,006,514
Blade Runner (1982) 1,445,283 Full Monty, The (1997) 45,857,453 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Aliens (1986) 121,385,096 Chasing Amy (1997) 12,006,514 Alien (1979) 42,285,739
Casablanca (1942) 5,806,467 Good Will Hunting (1997) 192,328,280 Cinema Paradiso (1988) 392,045
Amadeus (1984) 23,401,401 Willy Wonka and the Chocolate Factory (1971) 4,000,000 Heat (1995) 97,783,000
Average 136,502,980 Average 157,121,934 Average 101,936,785

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
Die Hard (1988) 116,707,729
Shine (1996) 53,830,909
Dead Poets Society (1989) 144,288,116
Forrest Gump (1994) 485,691,196
Basketball Diaries, The (1995) 2,424,439
Usual Suspects, The (1995) 1,120,000
English Patient, The (1996) 111,415,132
Face/Off (1997) 163,746,077
Groundhog Day (1993) 103,406,973
Glory (1989) 100,326
Mallrats (1995) 2,122,561
Sleepers (1996) 76,705,552
Empire Strikes Back, The (1980) 225,554,189
Cape Fear (1991) 118,590,000
Back to the Future (1985) 303,398,294
Twelve Monkeys (1995) 82,512,000
Get Shorty (1995) 103,619,110
Kids in the Hall: Brain Candy (1996) 2,653,000
Welcome to the Dollhouse (1995) 4,429,002
Palookaville (1996) 315,230
Apollo 13 (1995) 94,378,651
Fish Called Wanda, A (1988) 93,259,712
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Six Degrees of Separation (1993) 6,410,676
Jaws (1975) 199,275,376
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Swingers (1996) 4,505,922
Monty Python and the Holy Grail (1974) 1,821,082
Dead Man Walking (1995) 39,025,000
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Cable Guy, The (1996) 93,754,431
Trainspotting (1996) 16,501,785
Full Metal Jacket (1987) 69,057,676
Breaking the Waves (1996) 4,040,691
GoodFellas (1990) 67,336,394
Titanic (1997) 600,779,824
Quiz Show (1994) 24,822,619
Field of Dreams (1989) 94,962,625
Jurassic Park (1993) 563,476,625
Killing Zoe (1994) 418,953
Schindler's List (1993) 140,409,248
Reservoir Dogs (1992) 2,687,008
Seven (Se7en) (1995) 143,225,000
E.T. the Extra-Terrestrial (1982) 259,597,332
Swimming with Sharks (1995) 376,928
Clerks (1994) 3,151,130
Jerry Maguire (1996) 228,557,864
Fargo (1996) 24,611,975
When Harry Met Sally... (1989) 134,613,546
Silence of the Lambs, The (1991) 137,332,208
Braveheart (1995) 110,286,945
Philadelphia (1993) 114,946,440
Pulp Fiction (1994) 84,022,201
Shawshank Redemption, The (1994) 28,341,469
Red Rock West (1992) 2,502,551
Raising Arizona (1987) 22,847,564
Stand by Me (1986) 69,411,304
L.A. Confidential (1997) 64,604,977
Star Wars (1977) 731,853,665
Army of Darkness (1993) 11,502,976
Happy Gilmore (1996) 38,624,000
Nightmare Before Christmas, The (1993) 22,782,289
Benny & Joon (1993) 23,202,734
Leaving Las Vegas (1995) 31,968,347
People vs. Larry Flynt, The (1996) 20,191,312
Toy Story (1995) 133,344,903
It's a Wonderful Life (1946) 3,548,018
Apt Pupil (1998) 8,838,938
Hudsucker Proxy, The (1994) 2,869,369
Indiana Jones and the Last Crusade (1989) 312,671,806
What's Eating Gilbert Grape (1993) 9,170,214
Bound (1996) 3,798,532
Citizen Kane (1941) 1,640,769
Ed Wood (1994) 5,887,457
Bottle Rocket (1996) 1,040,879
Dances with Wolves (1990) 265,746,848
Four Rooms (1995) 4,301,331
Long Kiss Goodnight, The (1996) 33,328,051
Average 96,874,554
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