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 Ransom (1996) 207,758,522
Ransom (1996) 207,758,522 Contact (1997) 149,887,543 Sabrina (1995) 76,780,029
Sabrina (1995) 76,780,029 Scream (1996) 103,001,286 Phenomenon (1996) 155,732,573
Phenomenon (1996) 155,732,573 English Patient, The (1996) 111,415,132 Truth About Cats & Dogs, The (1996) 34,073,143
Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411 Sense and Sensibility (1995) 62,493,774
Star Trek: First Contact (1996) 207,001,027 Star Trek: First Contact (1996) 207,001,027 Forrest Gump (1994) 485,691,196
Scream (1996) 103,001,286 Ransom (1996) 207,758,522 Aladdin (1992) 328,782,825
Truth About Cats & Dogs, The (1996) 34,073,143 Liar Liar (1997) 277,327,280 Murder at 1600 (1997) 25,826,788
Godfather, The (1972) 291,702,411 Sabrina (1995) 76,780,029 Star Trek: First Contact (1996) 207,001,027
Mission: Impossible (1996) 274,049,639 Truth About Cats & Dogs, The (1996) 34,073,143 Twelve Monkeys (1995) 82,512,000
Average 210,076,599 Average 205,972,619 Average 166,665,187

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
First Wives Club, The (1996) 150,063,383
Mr. Holland's Opus (1995) 119,078,097
Star Wars (1977) 731,853,665
Dead Man Walking (1995) 39,025,000
Full Monty, The (1997) 45,857,453
Jerry Maguire (1996) 228,557,864
Independence Day (ID4) (1996) 483,359,255
Return of the Jedi (1983) 500,773,409
Twister (1996) 375,152,715
Michael (1996) 144,887,370
Up Close and Personal (1996) 74,045,801
That Thing You Do! (1996) 25,809,813
Fargo (1996) 24,611,975
My Best Friend's Wedding (1997) 185,360,508
Mirror Has Two Faces, The (1996) 59,629,485
Courage Under Fire (1996) 87,335,823
One Fine Day (1996) 68,829,020
Toy Story (1995) 133,344,903
River Wild, The (1994) 69,356,343
Ghost and the Darkness, The (1996) 38,553,833
Men in Black (1997) 367,992,228
In & Out (1997) 63,826,569
Extreme Measures (1996) 17,305,211
Air Force One (1997) 250,384,803
Lost World: Jurassic Park, The (1997) 359,161,284
Average 185,766,232
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