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
Midnight in the Garden of Good and Evil (1997) 25,078,937 Contact (1997) 149,887,543 Midnight in the Garden of Good and Evil (1997) 25,078,937
Kiss the Girls (1997) 86,753,012 L.A. Confidential (1997) 64,604,977 Contact (1997) 149,887,543
L.A. Confidential (1997) 64,604,977 Liar Liar (1997) 277,327,280 Good Will Hunting (1997) 192,328,280
Duoluo tianshi (1995) 113,000 Good Will Hunting (1997) 192,328,280 Wag the Dog (1997) 43,022,524
Contact (1997) 149,887,543 English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132
G.I. Jane (1997) 70,277,032 Kiss the Girls (1997) 86,753,012 Spice World (1997) 29,247,405
Good Will Hunting (1997) 192,328,280 Wag the Dog (1997) 43,022,524 Murder at 1600 (1997) 25,826,788
Wag the Dog (1997) 43,022,524 G.I. Jane (1997) 70,277,032 Boogie Nights (1997) 26,384,919
Liar Liar (1997) 277,327,280 Starship Troopers (1997) 79,093,786 Scream 2 (1997) 140,865,935
Star Kid (1997) 7,015,240 Devil's Advocate, The (1997) 86,587,776 Star Wars (1977) 731,853,665
Average 91,640,782 Average 116,129,734 Average 147,591,112

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
Fallen (1998) 25,188,006
Air Force One (1997) 250,384,803
Conspiracy Theory (1997) 111,189,998
Titanic (1997) 600,779,824
Mimic (1997) 25,454,187
Sphere (1998) 36,976,367
Hoodlum (1997) 23,461,013
Scream (1996) 103,001,286
Wedding Singer, The (1998) 114,729,850
Event Horizon (1997) 26,616,590
Average 131,778,192
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