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
Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453
Star Wars (1977) 731,853,665 Contact (1997) 149,887,543 Contact (1997) 149,887,543
Good Will Hunting (1997) 192,328,280 Star Wars (1977) 731,853,665 Chasing Amy (1997) 12,006,514
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Dead Man Walking (1995) 39,025,000
Contact (1997) 149,887,543 Good Will Hunting (1997) 192,328,280 Twelve Monkeys (1995) 82,512,000
Kolya (1996) 5,730,711 Chasing Amy (1997) 12,006,514 Shawshank Redemption, The (1994) 28,341,469
Schindler's List (1993) 140,409,248 Return of the Jedi (1983) 500,773,409 Good Will Hunting (1997) 192,328,280
Apt Pupil (1998) 8,838,938 Scream (1996) 103,001,286 Kolya (1996) 5,730,711
Chasing Amy (1997) 12,006,514 Sense and Sensibility (1995) 62,493,774 Babe (1995) 66,600,000
Silence of the Lambs, The (1991) 137,332,208 Dead Man Walking (1995) 39,025,000 Schindler's List (1993) 140,409,248
Average 171,594,697 Average 212,892,933 Average 76,269,821

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
Get Shorty (1995) 103,619,110
Emma (1996) 22,201,883
To Die For (1995) 21,284,514
Annie Hall (1977) 57,253,791
Fish Called Wanda, A (1988) 93,259,712
Ice Storm, The (1997) 7,837,632
Air Force One (1997) 250,384,803
Wag the Dog (1997) 43,022,524
Secrets & Lies (1996) 13,417,292
English Patient, The (1996) 111,415,132
Groundhog Day (1993) 103,406,973
Titanic (1997) 600,779,824
Seven Years in Tibet (1997) 37,901,509
Pulp Fiction (1994) 84,022,201
Back to the Future (1985) 303,398,294
L.A. Confidential (1997) 64,604,977
People vs. Larry Flynt, The (1996) 20,191,312
Ice Storm, The (1997) 7,837,632
American President, The (1995) 95,000,000
When Harry Met Sally... (1989) 134,613,546
Fargo (1996) 24,611,975
Manhattan (1979) 39,900,000
Midnight in the Garden of Good and Evil (1997) 25,078,937
Four Weddings and a Funeral (1994) 75,888,832
In the Company of Men (1997) 2,856,622
Dave (1993) 93,370,710
Average 93,736,912
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