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 Contact (1997) 149,887,543
Titanic (1997) 600,779,824 Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411
Contact (1997) 149,887,543 English Patient, The (1996) 111,415,132 L.A. Confidential (1997) 64,604,977
English Patient, The (1996) 111,415,132 Titanic (1997) 600,779,824 Dead Man Walking (1995) 39,025,000
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Twister (1996) 375,152,715
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Trainspotting (1996) 16,501,785
Dead Man Walking (1995) 39,025,000 Dead Man Walking (1995) 39,025,000 English Patient, The (1996) 111,415,132
Good Will Hunting (1997) 192,328,280 Liar Liar (1997) 277,327,280 Swingers (1996) 4,505,922
Star Trek: First Contact (1996) 207,001,027 Sense and Sensibility (1995) 62,493,774 Postino, Il (1994) 20,681,301
Trainspotting (1996) 16,501,785 Star Trek: First Contact (1996) 207,001,027 Good Will Hunting (1997) 192,328,280
Average 240,509,964 Average 253,609,063 Average 126,580,506

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
Air Force One (1997) 250,384,803
Independence Day (ID4) (1996) 483,359,255
Jerry Maguire (1996) 228,557,864
Kiss the Girls (1997) 86,753,012
Executive Decision (1996) 93,638,632
Leaving Las Vegas (1995) 31,968,347
Truth About Cats & Dogs, The (1996) 34,073,143
Mr. Holland's Opus (1995) 119,078,097
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Scream (1996) 103,001,286
Beautiful Girls (1996) 20,837,000
Inventing the Abbotts (1997) 5,936,344
Mission: Impossible (1996) 274,049,639
Men in Black (1997) 367,992,228
Full Monty, The (1997) 45,857,453
Fargo (1996) 24,611,975
Return of the Jedi (1983) 500,773,409
Grosse Pointe Blank (1997) 28,014,536
Othello (1995) 2,112,951
Average 141,917,243
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