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 Full Monty, The (1997) 45,857,453
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Fargo (1996) 24,611,975
Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453 Air Force One (1997) 250,384,803
Star Wars (1977) 731,853,665 Contact (1997) 149,887,543 In & Out (1997) 63,826,569
Fargo (1996) 24,611,975 Star Wars (1977) 731,853,665 Twelve Monkeys (1995) 82,512,000
Contact (1997) 149,887,543 Fargo (1996) 24,611,975 Annie Hall (1977) 57,253,791
Schindler's List (1993) 140,409,248 Air Force One (1997) 250,384,803 Casablanca (1942) 5,806,467
Casablanca (1942) 5,806,467 Scream (1996) 103,001,286 Shawshank Redemption, The (1994) 28,341,469
Silence of the Lambs, The (1991) 137,332,208 Return of the Jedi (1983) 500,773,409 Usual Suspects, The (1995) 1,120,000
Air Force One (1997) 250,384,803 Conspiracy Theory (1997) 111,189,998 Empire Strikes Back, The (1980) 225,554,189
Average 219,833,831 Average 262,975,508 Average 78,526,871

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
Grosse Pointe Blank (1997) 28,014,536
Chasing Amy (1997) 12,006,514
Lawrence of Arabia (1962) 20,652,481
L.A. Confidential (1997) 64,604,977
Godfather: Part II, The (1974) 87,973,000
As Good As It Gets (1997) 215,563,842
Pulp Fiction (1994) 84,022,201
Beauty and the Beast (1991) 94,902,028
Eve's Bayou (1997) 14,821,531
Seven Years in Tibet (1997) 37,901,509
Stargate (1994) 105,565,669
Gone with the Wind (1939) 200,155,278
Boogie Nights (1997) 26,384,919
Braveheart (1995) 110,286,945
Oscar & Lucinda (1997) 1,508,689
In the Name of the Father (1993) 25,096,862
Ice Storm, The (1997) 7,837,632
Good Will Hunting (1997) 192,328,280
Wag the Dog (1997) 43,022,524
Cop Land (1997) 64,207,716
Apt Pupil (1998) 8,838,938
Godfather, The (1972) 291,702,411
Rebecca (1940) 1,526,957
Jackie Brown (1997) 39,647,595
Evita (1996) 73,298,979
Average 74,074,880
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