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 Full Monty, The (1997) 45,857,453
Good Will Hunting (1997) 192,328,280 English Patient, The (1996) 111,415,132 Ice Storm, The (1997) 7,837,632
As Good As It Gets (1997) 215,563,842 Full Monty, The (1997) 45,857,453 Sweet Hereafter, The (1997) 3,252,652
Full Monty, The (1997) 45,857,453 Good Will Hunting (1997) 192,328,280 Kolya (1996) 5,730,711
English Patient, The (1996) 111,415,132 Titanic (1997) 600,779,824 Ulee's Gold (1997) 9,054,736
Chasing Amy (1997) 12,006,514 Chasing Amy (1997) 12,006,514 Eat Drink Man Woman (1994) 7,294,403
Titanic (1997) 600,779,824 Air Force One (1997) 250,384,803 Shall We Dance? (1996) 9,676,677
Ice Storm, The (1997) 7,837,632 As Good As It Gets (1997) 215,563,842 Thousand Acres, A (1997) 7,928,412
Boogie Nights (1997) 26,384,919 Contact (1997) 149,887,543 Lost Highway (1997) 3,796,699
Air Force One (1997) 250,384,803 Boogie Nights (1997) 26,384,919 Jackie Brown (1997) 39,647,595
Average 152,716,337 Average 166,921,328 Average 14,007,697

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
Everyone Says I Love You (1996) 9,714,482
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Kundun (1997) 5,532,301
Wag the Dog (1997) 43,022,524
Apt Pupil (1998) 8,838,938
Ulee's Gold (1997) 9,054,736
Average 14,230,151
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