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
Gabbeh (1996) 273,967 Fargo (1996) 24,611,975 Secrets & Lies (1996) 13,417,292
Fargo (1996) 24,611,975 English Patient, The (1996) 111,415,132 Brassed Off (1996) 2,560,471
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Chasing Amy (1997) 12,006,514
Secrets & Lies (1996) 13,417,292 Star Wars (1977) 731,853,665 Waiting for Guffman (1996) 2,892,582
English Patient, The (1996) 111,415,132 Contact (1997) 149,887,543 Fargo (1996) 24,611,975
Star Wars (1977) 731,853,665 L.A. Confidential (1997) 64,604,977 Welcome to the Dollhouse (1995) 4,429,002
Leaving Las Vegas (1995) 31,968,347 Leaving Las Vegas (1995) 31,968,347 Cement Garden, The (1993) 322,975
Welcome to the Dollhouse (1995) 4,429,002 Secrets & Lies (1996) 13,417,292 Celluloid Closet, The (1995) 1,507,800
Brassed Off (1996) 2,560,471 Titanic (1997) 600,779,824 English Patient, The (1996) 111,415,132
L.A. Confidential (1997) 64,604,977 Sense and Sensibility (1995) 62,493,774 Kolya (1996) 5,730,711
Average 127,683,723 Average 208,273,494 Average 17,889,445

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
Pillow Book, The (1995) 2,293,037
Trainspotting (1996) 16,501,785
Anne Frank Remembered (1995) 1,310,200
Dead Man Walking (1995) 39,025,000
Frighteners, The (1996) 16,524,115
People vs. Larry Flynt, The (1996) 20,191,312
Scream (1996) 103,001,286
Everyone Says I Love You (1996) 9,714,482
Lost Highway (1997) 3,796,699
I Shot Andy Warhol (1996) 1,814,290
Basquiat (1996) 2,961,991
Chasing Amy (1997) 12,006,514
Things to Do in Denver when You're Dead (1995) 529,766
Young Poisoner's Handbook, The (1995) 749,812
Average 16,458,592
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