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
Boogie Nights (1997) 26,384,919 Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453
Full Monty, The (1997) 45,857,453 L.A. Confidential (1997) 64,604,977 Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
L.A. Confidential (1997) 64,604,977 Boogie Nights (1997) 26,384,919 Air Force One (1997) 250,384,803
English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132 Ulee's Gold (1997) 9,054,736
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930 Titanic (1997) 600,779,824 Kolya (1996) 5,730,711
Titanic (1997) 600,779,824 Air Force One (1997) 250,384,803 U Turn (1997) 6,633,400
Four Days in September (1997) 310,724 Contact (1997) 149,887,543 Lost Highway (1997) 3,796,699
Devil's Advocate, The (1997) 86,587,776 Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930 Deconstructing Harry (1997) 10,569,071
Air Force One (1997) 250,384,803 Devil's Advocate, The (1997) 86,587,776 Amistad (1997) 44,175,394
Cop Land (1997) 64,207,716 Scream (1996) 103,001,286 Liar Liar (1997) 277,327,280
Average 125,975,125 Average 144,812,164 Average 66,274,747

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
Big Lebowski, The (1998) 17,439,163
Seven Years in Tibet (1997) 37,901,509
Everyone Says I Love You (1996) 9,714,482
Ulee's Gold (1997) 9,054,736
Ice Storm, The (1997) 7,837,632
Apt Pupil (1998) 8,838,938
As Good As It Gets (1997) 215,563,842
Good Will Hunting (1997) 192,328,280
Wag the Dog (1997) 43,022,524
Chasing Amy (1997) 12,006,514
Sweet Hereafter, The (1997) 3,252,652
Average 50,632,752
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