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
Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453 Ulee's Gold (1997) 9,054,736
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Gattaca (1997) 12,339,633
Tango Lesson, The (1997) 1,026,402 Boogie Nights (1997) 26,384,919 Air Force One (1997) 250,384,803
Ulee's Gold (1997) 9,054,736 Ulee's Gold (1997) 9,054,736 Scream (1996) 103,001,286
Dangerous Beauty (1998) 4,530,929 Gattaca (1997) 12,339,633 Afterglow (1997) 2,441,642
Hugo Pool (1997) 3,620 Amistad (1997) 44,175,394 Ice Storm, The (1997) 7,837,632
Ice Storm, The (1997) 7,837,632 Everyone Says I Love You (1996) 9,714,482 Rocket Man (1997) 15,448,043
Amistad (1997) 44,175,394 Air Force One (1997) 250,384,803 Swept from the Sea (1997) 283,081
Boogie Nights (1997) 26,384,919 Seven Years in Tibet (1997) 37,901,509 Devil's Advocate, The (1997) 86,587,776
Seven Years in Tibet (1997) 37,901,509 Scream (1996) 103,001,286 Tango Lesson, The (1997) 1,026,402
Average 77,755,241 Average 113,959,403 Average 48,840,503

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
Contact (1997) 149,887,543
Fly Away Home (1996) 24,506,082
Kiss Me, Guido (1997) 1,828,284
Oscar & Lucinda (1997) 1,508,689
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Apt Pupil (1998) 8,838,938
Four Days in September (1997) 310,724
L.A. Confidential (1997) 64,604,977
Welcome To Sarajevo (1997) 339,648
English Patient, The (1996) 111,415,132
Chasing Amy (1997) 12,006,514
In the Company of Men (1997) 2,856,622
As Good As It Gets (1997) 215,563,842
Sweet Hereafter, The (1997) 3,252,652
Good Will Hunting (1997) 192,328,280
Big Lebowski, The (1998) 17,439,163
Eve's Bayou (1997) 14,821,531
Kolya (1996) 5,730,711
Average 46,469,847
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