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
Good Will Hunting (1997) 192,328,280 Contact (1997) 149,887,543 Good Will Hunting (1997) 192,328,280
Contact (1997) 149,887,543 English Patient, The (1996) 111,415,132 Contact (1997) 149,887,543
L.A. Confidential (1997) 64,604,977 Good Will Hunting (1997) 192,328,280 Conspiracy Theory (1997) 111,189,998
Conspiracy Theory (1997) 111,189,998 L.A. Confidential (1997) 64,604,977 Scream (1996) 103,001,286
Scream (1996) 103,001,286 Scream (1996) 103,001,286 English Patient, The (1996) 111,415,132
English Patient, The (1996) 111,415,132 Conspiracy Theory (1997) 111,189,998 Liar Liar (1997) 277,327,280
Liar Liar (1997) 277,327,280 Liar Liar (1997) 277,327,280 Star Wars (1977) 731,853,665
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Ransom (1996) 207,758,522
G.I. Jane (1997) 70,277,032 Return of the Jedi (1983) 500,773,409 As Good As It Gets (1997) 215,563,842
Apt Pupil (1998) 8,838,938 Full Monty, The (1997) 45,857,453 Jurassic Park (1993) 563,476,625
Average 182,072,413 Average 228,823,902 Average 266,380,217

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
Star Trek: First Contact (1996) 207,001,027
Face/Off (1997) 163,746,077
Titanic (1997) 600,779,824
Air Force One (1997) 250,384,803
Con Air (1997) 146,553,269
Average 273,693,000
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