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
Mr. Holland's Opus (1995) 119,078,097 Mr. Holland's Opus (1995) 119,078,097 Mr. Holland's Opus (1995) 119,078,097
Michael (1996) 144,887,370 Star Wars (1977) 731,853,665 Michael (1996) 144,887,370
Ransom (1996) 207,758,522 Titanic (1997) 600,779,824 Ransom (1996) 207,758,522
Star Wars (1977) 731,853,665 Contact (1997) 149,887,543 Spitfire Grill, The (1996) 12,643,776
My Best Friend's Wedding (1997) 185,360,508 Air Force One (1997) 250,384,803 Up Close and Personal (1996) 74,045,801
Father of the Bride Part II (1995) 112,794,000 Return of the Jedi (1983) 500,773,409 That Old Feeling (1997) 16,325,542
Spitfire Grill, The (1996) 12,643,776 Fargo (1996) 24,611,975 Selena (1997) 35,422,828
Mission: Impossible (1996) 274,049,639 Ransom (1996) 207,758,522 Return of the Jedi (1983) 500,773,409
Up Close and Personal (1996) 74,045,801 Liar Liar (1997) 277,327,280 Fargo (1996) 24,611,975
Titanic (1997) 600,779,824 Star Trek: First Contact (1996) 207,001,027 Leaving Las Vegas (1995) 31,968,347
Average 246,325,120 Average 306,945,614 Average 116,751,566

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
One Fine Day (1996) 68,829,020
Black Sheep (1996) 32,377,000
Broken Arrow (1996) 105,069,070
Independence Day (ID4) (1996) 483,359,255
Mirror Has Two Faces, The (1996) 59,629,485
Phenomenon (1996) 155,732,573
High School High (1996) 20,951,277
Bulletproof (1996) 21,162,420
Happy Gilmore (1996) 38,624,000
In Love and War (1996) 14,466,354
Jerry Maguire (1996) 228,557,864
Fear (1996) 20,754,000
Matilda (1996) 33,084,249
Truth About Cats & Dogs, The (1996) 34,073,143
Sabrina (1995) 76,780,029
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Marvin's Room (1996) 12,782,508
101 Dalmatians (1996) 197,767,821
First Wives Club, The (1996) 150,063,383
Scream (1996) 103,001,286
Eye for an Eye (1996) 26,792,700
Twister (1996) 375,152,715
Nutty Professor, The (1996) 185,482,745
Toy Story (1995) 133,344,903
Family Thing, A (1996) 10,118,000
Average 103,678,232
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