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
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Secrets & Lies (1996) 13,417,292
Secrets & Lies (1996) 13,417,292 Full Monty, The (1997) 45,857,453 Sense and Sensibility (1995) 62,493,774
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Scream (1996) 103,001,286
Full Monty, The (1997) 45,857,453 Air Force One (1997) 250,384,803 Pulp Fiction (1994) 84,022,201
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Shawshank Redemption, The (1994) 28,341,469
Sense and Sensibility (1995) 62,493,774 Sense and Sensibility (1995) 62,493,774 People vs. Larry Flynt, The (1996) 20,191,312
Air Force One (1997) 250,384,803 Secrets & Lies (1996) 13,417,292 Return of the Jedi (1983) 500,773,409
Good Will Hunting (1997) 192,328,280 Scream (1996) 103,001,286 Schindler's List (1993) 140,409,248
Trainspotting (1996) 16,501,785 Boot, Das (1981) 11,433,134 Full Monty, The (1997) 45,857,453
Boot, Das (1981) 11,433,134 Good Will Hunting (1997) 192,328,280 Swingers (1996) 4,505,922
Average 198,567,216 Average 207,217,166 Average 100,301,336

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
Toy Story (1995) 133,344,903
Emma (1996) 22,201,883
Spitfire Grill, The (1996) 12,643,776
Star Wars (1977) 731,853,665
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Grosse Pointe Blank (1997) 28,014,536
Marvin's Room (1996) 12,782,508
L.A. Confidential (1997) 64,604,977
Boogie Nights (1997) 26,384,919
Jerry Maguire (1996) 228,557,864
Leaving Las Vegas (1995) 31,968,347
Dead Man Walking (1995) 39,025,000
James and the Giant Peach (1996) 28,900,101
Mr. Holland's Opus (1995) 119,078,097
Citizen Ruth (1996) 153,155
Antonia's Line (1995) 4,823,217
English Patient, The (1996) 111,415,132
Executive Decision (1996) 93,638,632
Contact (1997) 149,887,543
Family Thing, A (1996) 10,118,000
Tin Cup (1996) 77,003,584
Men in Black (1997) 367,992,228
Twelve Monkeys (1995) 82,512,000
Fargo (1996) 24,611,975
Postino, Il (1994) 20,681,301
Lone Star (1996) 13,269,963
In & Out (1997) 63,826,569
Sabrina (1995) 76,780,029
Twister (1996) 375,152,715
Absolute Power (1997) 73,037,233
Conspiracy Theory (1997) 111,189,998
Average 101,272,704
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