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 Contact (1997) 149,887,543
Contact (1997) 149,887,543 Contact (1997) 149,887,543 Fargo (1996) 24,611,975
Apt Pupil (1998) 8,838,938 Fargo (1996) 24,611,975 Liar Liar (1997) 277,327,280
Fargo (1996) 24,611,975 Liar Liar (1997) 277,327,280 Sense and Sensibility (1995) 62,493,774
Return of the Jedi (1983) 500,773,409 Apt Pupil (1998) 8,838,938 In & Out (1997) 63,826,569
Liar Liar (1997) 277,327,280 Return of the Jedi (1983) 500,773,409 Scream 2 (1997) 140,865,935
Amistad (1997) 44,175,394 Godfather, The (1972) 291,702,411 Titanic (1997) 600,779,824
As Good As It Gets (1997) 215,563,842 Chasing Amy (1997) 12,006,514 Amistad (1997) 44,175,394
Seven Years in Tibet (1997) 37,901,509 Sense and Sensibility (1995) 62,493,774 Apt Pupil (1998) 8,838,938
Chasing Amy (1997) 12,006,514 In & Out (1997) 63,826,569 G.I. Jane (1997) 70,277,032
Average 187,186,622 Average 199,224,823 Average 144,308,426

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
Devil's Advocate, The (1997) 86,587,776
Batman (1989) 401,685,407
English Patient, The (1996) 111,415,132
Wedding Singer, The (1998) 114,729,850
Indiana Jones and the Last Crusade (1989) 312,671,806
Dante's Peak (1997) 98,728,432
Emma (1996) 22,201,883
Starship Troopers (1997) 79,093,786
Jurassic Park (1993) 563,476,625
Air Force One (1997) 250,384,803
Replacement Killers, The (1998) 18,967,571
Good Will Hunting (1997) 192,328,280
Anastasia (1997) 83,412,682
Full Monty, The (1997) 45,857,453
Clueless (1995) 75,525,013
Star Wars (1977) 731,853,665
Scream (1996) 103,001,286
Conspiracy Theory (1997) 111,189,998
Wag the Dog (1997) 43,022,524
Hercules (1997) 142,729,205
L.A. Confidential (1997) 64,604,977
Mighty Aphrodite (1995) 6,700,000
Trainspotting (1996) 16,501,785
Boogie Nights (1997) 26,384,919
Sweet Hereafter, The (1997) 3,252,652
Average 148,252,300
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