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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Pulp Fiction (1994) 84,022,201
Dead Man Walking (1995) 39,025,000 Contact (1997) 149,887,543 Postino, Il (1994) 20,681,301
Pulp Fiction (1994) 84,022,201 Dead Man Walking (1995) 39,025,000 Empire Strikes Back, The (1980) 225,554,189
Toy Story (1995) 133,344,903 English Patient, The (1996) 111,415,132 Antonia's Line (1995) 4,823,217
Chasing Amy (1997) 12,006,514 Titanic (1997) 600,779,824 Toy Story (1995) 133,344,903
Secrets & Lies (1996) 13,417,292 Toy Story (1995) 133,344,903 Chasing Amy (1997) 12,006,514
Titanic (1997) 600,779,824 Chasing Amy (1997) 12,006,514 Cement Garden, The (1993) 322,975
English Patient, The (1996) 111,415,132 Pulp Fiction (1994) 84,022,201 Dead Man Walking (1995) 39,025,000
Contact (1997) 149,887,543 L.A. Confidential (1997) 64,604,977 I Shot Andy Warhol (1996) 1,814,290
Big Night (1996) 11,881,039 Air Force One (1997) 250,384,803 Twister (1996) 375,152,715
Average 188,763,311 Average 217,732,456 Average 89,674,730

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
Devil's Advocate, The (1997) 86,587,776
Lost Highway (1997) 3,796,699
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Godfather, The (1972) 291,702,411
Twin Town (1997) 74,188
Face/Off (1997) 163,746,077
Freeway (1996) 295,493
Return of the Jedi (1983) 500,773,409
Jerry Maguire (1996) 228,557,864
Bound (1996) 3,798,532
Donnie Brasco (1997) 60,851,988
Trainspotting (1996) 16,501,785
People vs. Larry Flynt, The (1996) 20,191,312
Men in Black (1997) 367,992,228
Scream (1996) 103,001,286
Lone Star (1996) 13,269,963
Waiting for Guffman (1996) 2,892,582
Kingpin (1996) 24,944,213
Twelve Monkeys (1995) 82,512,000
Bottle Rocket (1996) 1,040,879
Basquiat (1996) 2,961,991
Dead Man (1995) 1,025,488
Black Sheep (1996) 32,377,000
Primal Fear (1996) 80,646,667
Broken Arrow (1996) 105,069,070
Mighty Aphrodite (1995) 6,700,000
Mission: Impossible (1996) 274,049,639
Blue in the Face (1995) 1,275,999
2 Days in the Valley (1996) 11,090,856
Independence Day (ID4) (1996) 483,359,255
Nutty Professor, The (1996) 185,482,745
Cable Guy, The (1996) 93,754,431
Fargo (1996) 24,611,975
Romy and Michele's High School Reunion (1997) 29,205,077
Kids in the Hall: Brain Candy (1996) 2,653,000
Star Trek: First Contact (1996) 207,001,027
City Hall (1996) 20,200,000
Leaving Las Vegas (1995) 31,968,347
Things to Do in Denver when You're Dead (1995) 529,766
Heat (1995) 97,783,000
Welcome to the Dollhouse (1995) 4,429,002
Sleepers (1996) 76,705,552
Grosse Pointe Blank (1997) 28,014,536
Swingers (1996) 4,505,922
Average 85,952,977
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