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
Sweet Hereafter, The (1997) 3,252,652 Titanic (1997) 600,779,824 Amistad (1997) 44,175,394
Amistad (1997) 44,175,394 English Patient, The (1996) 111,415,132 Cop Land (1997) 64,207,716
Titanic (1997) 600,779,824 Amistad (1997) 44,175,394 Ulee's Gold (1997) 9,054,736
Boogie Nights (1997) 26,384,919 Contact (1997) 149,887,543 Jackie Brown (1997) 39,647,595
Deconstructing Harry (1997) 10,569,071 Air Force One (1997) 250,384,803 As Good As It Gets (1997) 215,563,842
English Patient, The (1996) 111,415,132 Boogie Nights (1997) 26,384,919 Air Force One (1997) 250,384,803
Cop Land (1997) 64,207,716 Sweet Hereafter, The (1997) 3,252,652 Devil's Advocate, The (1997) 86,587,776
Four Days in September (1997) 310,724 Conspiracy Theory (1997) 111,189,998 Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Ulee's Gold (1997) 9,054,736 Chasing Amy (1997) 12,006,514 Seven Years in Tibet (1997) 37,901,509
Jackie Brown (1997) 39,647,595 Cop Land (1997) 64,207,716 Dead Man Walking (1995) 39,025,000
Average 90,979,776 Average 137,368,449 Average 79,576,630

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
Wag the Dog (1997) 43,022,524
L.A. Confidential (1997) 64,604,977
Full Monty, The (1997) 45,857,453
Apt Pupil (1998) 8,838,938
Good Will Hunting (1997) 192,328,280
Average 70,930,434
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