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 English Patient, The (1996) 111,415,132
English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132 Apt Pupil (1998) 8,838,938
Good Will Hunting (1997) 192,328,280 Air Force One (1997) 250,384,803 Amistad (1997) 44,175,394
Gattaca (1997) 12,339,633 Good Will Hunting (1997) 192,328,280 Jackie Brown (1997) 39,647,595
Apt Pupil (1998) 8,838,938 Gattaca (1997) 12,339,633 Devil's Advocate, The (1997) 86,587,776
Boogie Nights (1997) 26,384,919 Boogie Nights (1997) 26,384,919 Good Will Hunting (1997) 192,328,280
Air Force One (1997) 250,384,803 Apt Pupil (1998) 8,838,938 Gattaca (1997) 12,339,633
Ulee's Gold (1997) 9,054,736 Star Wars (1977) 731,853,665 Starship Troopers (1997) 79,093,786
Amistad (1997) 44,175,394 Ulee's Gold (1997) 9,054,736 Shadow Conspiracy (1997) 2,154,540
Jackie Brown (1997) 39,647,595 Fargo (1996) 24,611,975 Seven Years in Tibet (1997) 37,901,509
Average 129,534,925 Average 196,799,190 Average 61,448,258

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
Scream (1996) 103,001,286
Cop Land (1997) 64,207,716
Full Monty, The (1997) 45,857,453
Contact (1997) 149,887,543
L.A. Confidential (1997) 64,604,977
Liar Liar (1997) 277,327,280
Ice Storm, The (1997) 7,837,632
In the Company of Men (1997) 2,856,622
Mortal Kombat: Annihilation (1997) 35,927,406
Alien: Resurrection (1997) 47,748,610
Chasing Amy (1997) 12,006,514
Everyone Says I Love You (1996) 9,714,482
Average 68,414,793
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