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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Mr. Holland's Opus (1995) 119,078,097
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Fargo (1996) 24,611,975
Mr. Holland's Opus (1995) 119,078,097 Contact (1997) 149,887,543 Contact (1997) 149,887,543
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Godfather, The (1972) 291,702,411
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Mirror Has Two Faces, The (1996) 59,629,485
Contact (1997) 149,887,543 Mr. Holland's Opus (1995) 119,078,097 Mission: Impossible (1996) 274,049,639
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Happy Gilmore (1996) 38,624,000
Men in Black (1997) 367,992,228 English Patient, The (1996) 111,415,132 Trainspotting (1996) 16,501,785
Phenomenon (1996) 155,732,573 Men in Black (1997) 367,992,228 Empire Strikes Back, The (1980) 225,554,189
Mirror Has Two Faces, The (1996) 59,629,485 Leaving Las Vegas (1995) 31,968,347 Sabrina (1995) 76,780,029
Average 300,204,121 Average 293,006,263 Average 127,641,915

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
Liar Liar (1997) 277,327,280
First Wives Club, The (1996) 150,063,383
Bed of Roses (1996) 19,030,691
Two if by Sea (1996) 10,700,000
Star Trek: First Contact (1996) 207,001,027
Usual Suspects, The (1995) 1,120,000
Matilda (1996) 33,084,249
Multiplicity (1996) 20,101,861
Nutty Professor, The (1996) 185,482,745
My Best Friend's Wedding (1997) 185,360,508
Breakdown (1997) 50,129,186
Scream 2 (1997) 140,865,935
Fathers' Day (1997) 28,659,604
Terminator 2: Judgment Day (1991) 207,064,802
Good Will Hunting (1997) 192,328,280
Spitfire Grill, The (1996) 12,643,776
Face/Off (1997) 163,746,077
Scream (1996) 103,001,286
Chamber, The (1996) 261,970,615
Twister (1996) 375,152,715
Fear (1996) 20,754,000
Air Force One (1997) 250,384,803
Harriet the Spy (1996) 26,539,321
Twelve Monkeys (1995) 82,512,000
Eraser (1996) 147,260,786
Father of the Bride Part II (1995) 112,794,000
Jerry Maguire (1996) 228,557,864
When Harry Met Sally... (1989) 134,613,546
Dante's Peak (1997) 98,728,432
Silence of the Lambs, The (1991) 137,332,208
Ransom (1996) 207,758,522
Toy Story (1995) 133,344,903
Frighteners, The (1996) 16,524,115
Addicted to Love (1997) 34,656,904
Independence Day (ID4) (1996) 483,359,255
Seven (Se7en) (1995) 143,225,000
Sneakers (1992) 75,733,000
Heat (1995) 97,783,000
My Fellow Americans (1996) 22,294,341
Truth About Cats & Dogs, The (1996) 34,073,143
Space Jam (1996) 136,520,983
Striptease (1996) 32,758,418
Speed (1994) 121,248,145
Dave (1993) 93,370,710
Shawshank Redemption, The (1994) 28,341,469
Courage Under Fire (1996) 87,335,823
Average 122,013,885
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