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 Air Force One (1997) 250,384,803 Full Monty, The (1997) 45,857,453
Boogie Nights (1997) 26,384,919 Good Will Hunting (1997) 192,328,280 Conspiracy Theory (1997) 111,189,998
As Good As It Gets (1997) 215,563,842 Contact (1997) 149,887,543 Devil's Advocate, The (1997) 86,587,776
Air Force One (1997) 250,384,803 Full Monty, The (1997) 45,857,453 Ulee's Gold (1997) 9,054,736
Full Monty, The (1997) 45,857,453 Boogie Nights (1997) 26,384,919 Big Lebowski, The (1998) 17,439,163
Conspiracy Theory (1997) 111,189,998 Conspiracy Theory (1997) 111,189,998 Jackie Brown (1997) 39,647,595
Contact (1997) 149,887,543 As Good As It Gets (1997) 215,563,842 Star Wars (1977) 731,853,665
Devil's Advocate, The (1997) 86,587,776 Scream (1996) 103,001,286 Chasing Amy (1997) 12,006,514
Ulee's Gold (1997) 9,054,736 Devil's Advocate, The (1997) 86,587,776 Trainspotting (1996) 16,501,785
Big Lebowski, The (1998) 17,439,163 Star Wars (1977) 731,853,665 Seven Years in Tibet (1997) 37,901,509
Average 110,467,851 Average 191,303,956 Average 110,804,019

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
Titanic (1997) 600,779,824
Chasing Amy (1997) 12,006,514
Deconstructing Harry (1997) 10,569,071
Apt Pupil (1998) 8,838,938
Wag the Dog (1997) 43,022,524
Amistad (1997) 44,175,394
English Patient, The (1996) 111,415,132
L.A. Confidential (1997) 64,604,977
Dark City (1998) 14,337,579
Average 101,083,328
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