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
English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132 Ice Storm, The (1997) 7,837,632
Ice Storm, The (1997) 7,837,632 Contact (1997) 149,887,543 Everyone Says I Love You (1996) 9,714,482
Smile Like Yours, A (1997) 3,247,524 Titanic (1997) 600,779,824 Amistad (1997) 44,175,394
Titanic (1997) 600,779,824 Good Will Hunting (1997) 192,328,280 English Patient, The (1996) 111,415,132
Good Will Hunting (1997) 192,328,280 Fargo (1996) 24,611,975 Career Girls (1997) 2,506,039
Contact (1997) 149,887,543 Chasing Amy (1997) 12,006,514 Seven Years in Tibet (1997) 37,901,509
Chasing Amy (1997) 12,006,514 Air Force One (1997) 250,384,803 Cop Land (1997) 64,207,716
Career Girls (1997) 2,506,039 Star Wars (1977) 731,853,665 Steel (1997) 1,686,429
Everyone Says I Love You (1996) 9,714,482 Everyone Says I Love You (1996) 9,714,482 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Gattaca (1997) 12,339,633 Assignment, The (1997) 540,063
Average 111,433,494 Average 209,532,185 Average 30,459,637

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
When Harry Met Sally... (1989) 134,613,546
Boogie Nights (1997) 26,384,919
Rosewood (1997) 13,104,494
Apt Pupil (1998) 8,838,938
Amadeus (1984) 23,401,401
Once Were Warriors (1994) 2,201,126
Some Like It Hot (1959) 33,300,000
Fast, Cheap & Out of Control (1997) 832,785
Ulee's Gold (1997) 9,054,736
Eat Drink Man Woman (1994) 7,294,403
L.A. Confidential (1997) 64,604,977
Ulee's Gold (1997) 9,054,736
Kolya (1996) 5,730,711
In the Company of Men (1997) 2,856,622
Cinema Paradiso (1988) 392,045
Schindler's List (1993) 140,409,248
Indian Summer (1996) 202,167
In & Out (1997) 63,826,569
As Good As It Gets (1997) 215,563,842
Full Monty, The (1997) 45,857,453
Dead Man Walking (1995) 39,025,000
Usual Suspects, The (1995) 1,120,000
Average 38,530,441
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