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
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 L.A. Confidential (1997) 64,604,977
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Jackie Brown (1997) 39,647,595
Conspiracy Theory (1997) 111,189,998 Conspiracy Theory (1997) 111,189,998 G.I. Jane (1997) 70,277,032
Chasing Amy (1997) 12,006,514 Chasing Amy (1997) 12,006,514 Midnight in the Garden of Good and Evil (1997) 25,078,937
Good Will Hunting (1997) 192,328,280 English Patient, The (1996) 111,415,132 Conspiracy Theory (1997) 111,189,998
Apt Pupil (1998) 8,838,938 Contact (1997) 149,887,543 Chasing Amy (1997) 12,006,514
English Patient, The (1996) 111,415,132 Good Will Hunting (1997) 192,328,280 Good Will Hunting (1997) 192,328,280
Contact (1997) 149,887,543 Apt Pupil (1998) 8,838,938 Apt Pupil (1998) 8,838,938
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930 Liar Liar (1997) 277,327,280 Cop Land (1997) 64,207,716
Jackie Brown (1997) 39,647,595 In & Out (1997) 63,826,569 Fargo (1996) 24,611,975
Average 129,991,673 Average 159,220,505 Average 61,279,196

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
Wag the Dog (1997) 43,022,524
Starship Troopers (1997) 79,093,786
Scream (1996) 103,001,286
Ice Storm, The (1997) 7,837,632
Big Lebowski, The (1998) 17,439,163
Dante's Peak (1997) 98,728,432
Devil's Advocate, The (1997) 86,587,776
Air Force One (1997) 250,384,803
Murder at 1600 (1997) 25,826,788
Boogie Nights (1997) 26,384,919
Average 71,287,687
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