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
Contact (1997) 149,887,543 Contact (1997) 149,887,543 Contact (1997) 149,887,543
English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132 L.A. Confidential (1997) 64,604,977
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Liar Liar (1997) 277,327,280
Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453 Twelve Monkeys (1995) 82,512,000
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Ransom (1996) 207,758,522
Apt Pupil (1998) 8,838,938 Liar Liar (1997) 277,327,280 Shawshank Redemption, The (1994) 28,341,469
Conspiracy Theory (1997) 111,189,998 Conspiracy Theory (1997) 111,189,998 As Good As It Gets (1997) 215,563,842
Leaving Las Vegas (1995) 31,968,347 Leaving Las Vegas (1995) 31,968,347 Return of the Jedi (1983) 500,773,409
Liar Liar (1997) 277,327,280 Mr. Holland's Opus (1995) 119,078,097 Boogie Nights (1997) 26,384,919
Mr. Holland's Opus (1995) 119,078,097 Chasing Amy (1997) 12,006,514 Jurassic Park (1993) 563,476,625
Average 142,094,117 Average 142,410,875 Average 211,663,058

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
Princess Bride, The (1987) 21,277,649
What's Eating Gilbert Grape (1993) 9,170,214
Men in Black (1997) 367,992,228
Four Weddings and a Funeral (1994) 75,888,832
Star Wars (1977) 731,853,665
Toy Story (1995) 133,344,903
Sense and Sensibility (1995) 62,493,774
Scream (1996) 103,001,286
Kiss the Girls (1997) 86,753,012
Air Force One (1997) 250,384,803
Primal Fear (1996) 80,646,667
Independence Day (ID4) (1996) 483,359,255
Mission: Impossible (1996) 274,049,639
First Wives Club, The (1996) 150,063,383
Titanic (1997) 600,779,824
Postino, Il (1994) 20,681,301
Dead Man Walking (1995) 39,025,000
Godfather, The (1972) 291,702,411
My Best Friend's Wedding (1997) 185,360,508
Jerry Maguire (1996) 228,557,864
Good Will Hunting (1997) 192,328,280
Fargo (1996) 24,611,975
Star Trek: First Contact (1996) 207,001,027
In & Out (1997) 63,826,569
Average 195,173,086
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