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
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Contact (1997) 149,887,543
Air Force One (1997) 250,384,803 Contact (1997) 149,887,543 G.I. Jane (1997) 70,277,032
Contact (1997) 149,887,543 Air Force One (1997) 250,384,803 Apt Pupil (1998) 8,838,938
Good Will Hunting (1997) 192,328,280 Good Will Hunting (1997) 192,328,280 Kolya (1996) 5,730,711
Seven Years in Tibet (1997) 37,901,509 Chasing Amy (1997) 12,006,514 I Know What You Did Last Summer (1997) 103,145,788
G.I. Jane (1997) 70,277,032 Boogie Nights (1997) 26,384,919 Air Force One (1997) 250,384,803
Boogie Nights (1997) 26,384,919 Star Wars (1977) 731,853,665 Seven Years in Tibet (1997) 37,901,509
Apt Pupil (1998) 8,838,938 Apt Pupil (1998) 8,838,938 Boogie Nights (1997) 26,384,919
Kiss the Girls (1997) 86,753,012 Devil's Advocate, The (1997) 86,587,776 Chasing Amy (1997) 12,006,514
Average 148,814,083 Average 212,365,723 Average 72,916,273

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
English Patient, The (1996) 111,415,132
In & Out (1997) 63,826,569
Gattaca (1997) 12,339,633
Liar Liar (1997) 277,327,280
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Starship Troopers (1997) 79,093,786
Full Monty, The (1997) 45,857,453
Scream (1996) 103,001,286
Ice Storm, The (1997) 7,837,632
Ulee's Gold (1997) 9,054,736
Conspiracy Theory (1997) 111,189,998
Fly Away Home (1996) 24,506,082
Cop Land (1997) 64,207,716
Average 70,682,710
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