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
Return of the Jedi (1983) 500,773,409 Air Force One (1997) 250,384,803 Fargo (1996) 24,611,975
Air Force One (1997) 250,384,803 Return of the Jedi (1983) 500,773,409 Twelve Monkeys (1995) 82,512,000
Mr. Holland's Opus (1995) 119,078,097 Fargo (1996) 24,611,975 Trainspotting (1996) 16,501,785
Fargo (1996) 24,611,975 Titanic (1997) 600,779,824 Air Force One (1997) 250,384,803
Titanic (1997) 600,779,824 Mr. Holland's Opus (1995) 119,078,097 Leaving Las Vegas (1995) 31,968,347
Men in Black (1997) 367,992,228 Scream (1996) 103,001,286 Shawshank Redemption, The (1994) 28,341,469
Scream (1996) 103,001,286 Men in Black (1997) 367,992,228 Primal Fear (1996) 80,646,667
Godfather, The (1972) 291,702,411 English Patient, The (1996) 111,415,132 Bound (1996) 3,798,532
My Best Friend's Wedding (1997) 185,360,508 Godfather, The (1972) 291,702,411 Scream (1996) 103,001,286
Average 317,553,820 Average 310,159,283 Average 74,084,496

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
Tin Cup (1996) 77,003,584
Star Trek: First Contact (1996) 207,001,027
Ransom (1996) 207,758,522
Liar Liar (1997) 277,327,280
Bulletproof (1996) 21,162,420
Absolute Power (1997) 73,037,233
Mars Attacks! (1996) 37,754,208
Contact (1997) 149,887,543
Phenomenon (1996) 155,732,573
Twister (1996) 375,152,715
G.I. Jane (1997) 70,277,032
Eddie (1996) 31,356,117
U Turn (1997) 6,633,400
My Fellow Americans (1996) 22,294,341
Mission: Impossible (1996) 274,049,639
Marvin's Room (1996) 12,782,508
Michael (1996) 144,887,370
Othello (1995) 2,112,951
Jerry Maguire (1996) 228,557,864
Substitute, The (1996) 14,752,141
Toy Story (1995) 133,344,903
Multiplicity (1996) 20,101,861
Michael Collins (1996) 11,085,316
Up Close and Personal (1996) 74,045,801
Gattaca (1997) 12,339,633
Richard III (1995) 2,600,000
Sgt. Bilko (1996) 30,356,793
Long Kiss Goodnight, The (1996) 33,328,051
Eraser (1996) 147,260,786
Space Jam (1996) 136,520,983
Courage Under Fire (1996) 87,335,823
Frighteners, The (1996) 16,524,115
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Set It Off (1996) 36,049,108
Heat (1995) 97,783,000
Mirror Has Two Faces, The (1996) 59,629,485
Sabrina (1995) 76,780,029
Rumble in the Bronx (1995) 32,333,860
Broken Arrow (1996) 105,069,070
Truth About Cats & Dogs, The (1996) 34,073,143
Sense and Sensibility (1995) 62,493,774
Fly Away Home (1996) 24,506,082
Jackie Chan's First Strike (1996) 14,511,338
Spitfire Grill, The (1996) 12,643,776
Grumpier Old Men (1995) 105,662,663
First Kid (1996) 26,459,681
Swingers (1996) 4,505,922
Independence Day (ID4) (1996) 483,359,255
Down Periscope (1996) 25,785,603
Emma (1996) 22,201,883
People vs. Larry Flynt, The (1996) 20,191,312
Average 85,145,167
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