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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Godfather, The (1972) 291,702,411 English Patient, The (1996) 111,415,132 Godfather, The (1972) 291,702,411
Return of the Jedi (1983) 500,773,409 Godfather, The (1972) 291,702,411 English Patient, The (1996) 111,415,132
English Patient, The (1996) 111,415,132 Return of the Jedi (1983) 500,773,409 Sense and Sensibility (1995) 62,493,774
Schindler's List (1993) 140,409,248 Scream (1996) 103,001,286 Godfather: Part II, The (1974) 87,973,000
Shawshank Redemption, The (1994) 28,341,469 Toy Story (1995) 133,344,903 Schindler's List (1993) 140,409,248
Toy Story (1995) 133,344,903 Schindler's List (1993) 140,409,248 Shawshank Redemption, The (1994) 28,341,469
Scream (1996) 103,001,286 Shawshank Redemption, The (1994) 28,341,469 Return of the Jedi (1983) 500,773,409
Monty Python and the Holy Grail (1974) 1,821,082 Jerry Maguire (1996) 228,557,864 It's a Wonderful Life (1946) 3,548,018
Braveheart (1995) 110,286,945 Dead Man Walking (1995) 39,025,000 Freeway (1996) 295,493
Average 144,570,786 Average 160,118,269 Average 125,156,392

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
Good Will Hunting (1997) 192,328,280
Stand by Me (1986) 69,411,304
Apt Pupil (1998) 8,838,938
While You Were Sleeping (1995) 119,964,016
Terminator 2: Judgment Day (1991) 207,064,802
Empire Strikes Back, The (1980) 225,554,189
Babe (1995) 66,600,000
Pulp Fiction (1994) 84,022,201
Long Kiss Goodnight, The (1996) 33,328,051
Cinema Paradiso (1988) 392,045
Aladdin (1992) 328,782,825
In the Name of the Father (1993) 25,096,862
Diva (1981) 108,372
Blade Runner (1982) 1,445,283
To Kill a Mockingbird (1962) 20,629,846
Sleepers (1996) 76,705,552
Air Force One (1997) 250,384,803
Princess Bride, The (1987) 21,277,649
As Good As It Gets (1997) 215,563,842
Liar Liar (1997) 277,327,280
American President, The (1995) 95,000,000
Manchurian Candidate, The (1962) 4,180,630
Star Wars (1977) 731,853,665
Silence of the Lambs, The (1991) 137,332,208
Some Like It Hot (1959) 33,300,000
Back to the Future (1985) 303,398,294
Usual Suspects, The (1995) 1,120,000
This Is Spinal Tap (1984) 188,751
Sum of Us, The (1994) 766,464
Local Hero (1983) 5,767,363
L.A. Confidential (1997) 64,604,977
Glory (1989) 100,326
Full Monty, The (1997) 45,857,453
Strictly Ballroom (1992) 11,738,022
Contact (1997) 149,887,543
Amadeus (1984) 23,401,401
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Aliens (1986) 121,385,096
People vs. Larry Flynt, The (1996) 20,191,312
American Werewolf in London, An (1981) 20,445,527
Jurassic Park (1993) 563,476,625
Titanic (1997) 600,779,824
Volcano (1997) 71,496,882
Twelve Monkeys (1995) 82,512,000
Courage Under Fire (1996) 87,335,823
George of the Jungle (1997) 149,879,375
Wedding Singer, The (1998) 114,729,850
Raising Arizona (1987) 22,847,564
When Harry Met Sally... (1989) 134,613,546
Secrets & Lies (1996) 13,417,292
Average 120,167,479
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