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
Conspiracy Theory (1997) 111,189,998 Conspiracy Theory (1997) 111,189,998 Conspiracy Theory (1997) 111,189,998
Kiss the Girls (1997) 86,753,012 Liar Liar (1997) 277,327,280 Kiss the Girls (1997) 86,753,012
G.I. Jane (1997) 70,277,032 Boogie Nights (1997) 26,384,919 Seven Years in Tibet (1997) 37,901,509
Seven Years in Tibet (1997) 37,901,509 Chasing Amy (1997) 12,006,514 Liar Liar (1997) 277,327,280
Boogie Nights (1997) 26,384,919 Devil's Advocate, The (1997) 86,587,776 Jackie Brown (1997) 39,647,595
Devil's Advocate, The (1997) 86,587,776 Star Wars (1977) 731,853,665 Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Cop Land (1997) 64,207,716 Seven Years in Tibet (1997) 37,901,509 Boogie Nights (1997) 26,384,919
Liar Liar (1997) 277,327,280 G.I. Jane (1997) 70,277,032 Kolya (1996) 5,730,711
Midnight in the Garden of Good and Evil (1997) 25,078,937 Fargo (1996) 24,611,975 G.I. Jane (1997) 70,277,032
Chasing Amy (1997) 12,006,514 Cop Land (1997) 64,207,716 Tomorrow Never Dies (1997) 184,221,129
Average 79,771,469 Average 144,234,838 Average 84,865,111

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
Full Monty, The (1997) 45,857,453
Air Force One (1997) 250,384,803
Sphere (1998) 36,976,367
Amistad (1997) 44,175,394
Apt Pupil (1998) 8,838,938
Good Will Hunting (1997) 192,328,280
Palmetto (1998) 5,840,581
Wag the Dog (1997) 43,022,524
Murder at 1600 (1997) 25,826,788
Dante's Peak (1997) 98,728,432
English Patient, The (1996) 111,415,132
Ulee's Gold (1997) 9,054,736
Titanic (1997) 600,779,824
Evita (1996) 73,298,979
Alien: Resurrection (1997) 47,748,610
Scream (1996) 103,001,286
Hard Rain (1998) 19,819,494
Contact (1997) 149,887,543
Thousand Acres, A (1997) 7,928,412
As Good As It Gets (1997) 215,563,842
Rosewood (1997) 13,104,494
L.A. Confidential (1997) 64,604,977
Average 98,553,949
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