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 Titanic (1997) 600,779,824 L.A. Confidential (1997) 64,604,977
Titanic (1997) 600,779,824 Godfather, The (1972) 291,702,411 Toy Story (1995) 133,344,903
Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803 Chasing Amy (1997) 12,006,514
L.A. Confidential (1997) 64,604,977 Scream (1996) 103,001,286 Lone Star (1996) 13,269,963
Toy Story (1995) 133,344,903 L.A. Confidential (1997) 64,604,977 Long Kiss Goodnight, The (1996) 33,328,051
Scream (1996) 103,001,286 Toy Story (1995) 133,344,903 Godfather, The (1972) 291,702,411
Jerry Maguire (1996) 228,557,864 Jerry Maguire (1996) 228,557,864 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Good Will Hunting (1997) 192,328,280 Chasing Amy (1997) 12,006,514 Alien (1979) 42,285,739
Independence Day (ID4) (1996) 483,359,255 Sense and Sensibility (1995) 62,493,774 Postino, Il (1994) 20,681,301
Sense and Sensibility (1995) 62,493,774 Good Will Hunting (1997) 192,328,280 Independence Day (ID4) (1996) 483,359,255
Average 241,055,737 Average 193,920,463 Average 109,858,311

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
Twelve Monkeys (1995) 82,512,000
Fargo (1996) 24,611,975
Star Wars (1977) 731,853,665
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Ransom (1996) 207,758,522
She's the One (1996) 9,449,219
Liar Liar (1997) 277,327,280
Romy and Michele's High School Reunion (1997) 29,205,077
Fifth Element, The (1997) 92,897,302
Contact (1997) 149,887,543
Night Falls on Manhattan (1997) 9,881,286
Truth About Cats & Dogs, The (1996) 34,073,143
People vs. Larry Flynt, The (1996) 20,191,312
Jackie Chan's First Strike (1996) 14,511,338
Star Trek: First Contact (1996) 207,001,027
Donnie Brasco (1997) 60,851,988
Trainspotting (1996) 16,501,785
Angels and Insects (1995) 5,304,000
Dead Man Walking (1995) 39,025,000
Eraser (1996) 147,260,786
Boogie Nights (1997) 26,384,919
Return of the Jedi (1983) 500,773,409
Men in Black (1997) 367,992,228
Sabrina (1995) 76,780,029
English Patient, The (1996) 111,415,132
Mighty Aphrodite (1995) 6,700,000
Full Monty, The (1997) 45,857,453
Kiss the Girls (1997) 86,753,012
Gattaca (1997) 12,339,633
Con Air (1997) 146,553,269
Courage Under Fire (1996) 87,335,823
2 Days in the Valley (1996) 11,090,856
Alien: Resurrection (1997) 47,748,610
Beautiful Girls (1996) 20,837,000
Boot, Das (1981) 11,433,134
Leaving Las Vegas (1995) 31,968,347
Average 104,251,997
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