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
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Good Will Hunting (1997) 192,328,280
Good Will Hunting (1997) 192,328,280 Contact (1997) 149,887,543 Contact (1997) 149,887,543
Contact (1997) 149,887,543 Good Will Hunting (1997) 192,328,280 Apt Pupil (1998) 8,838,938
Apt Pupil (1998) 8,838,938 Chasing Amy (1997) 12,006,514 Seven Years in Tibet (1997) 37,901,509
Seven Years in Tibet (1997) 37,901,509 Apt Pupil (1998) 8,838,938 Ulee's Gold (1997) 9,054,736
Amistad (1997) 44,175,394 Star Wars (1977) 731,853,665 Devil's Advocate, The (1997) 86,587,776
Ulee's Gold (1997) 9,054,736 Fargo (1996) 24,611,975 In & Out (1997) 63,826,569
Chasing Amy (1997) 12,006,514 In & Out (1997) 63,826,569 Conspiracy Theory (1997) 111,189,998
Devil's Advocate, The (1997) 86,587,776 Conspiracy Theory (1997) 111,189,998 Fargo (1996) 24,611,975
In & Out (1997) 63,826,569 Seven Years in Tibet (1997) 37,901,509 As Good As It Gets (1997) 215,563,842
Average 120,538,708 Average 193,322,481 Average 89,979,116

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
Evita (1996) 73,298,979
Kolya (1996) 5,730,711
Scream (1996) 103,001,286
Air Force One (1997) 250,384,803
English Patient, The (1996) 111,415,132
Liar Liar (1997) 277,327,280
Full Monty, The (1997) 45,857,453
L.A. Confidential (1997) 64,604,977
Boogie Nights (1997) 26,384,919
Switchback (1997) 6,482,195
Average 96,448,773
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