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 Air Force One (1997) 250,384,803
Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803 Toy Story (1995) 133,344,903
Toy Story (1995) 133,344,903 Titanic (1997) 600,779,824 Michael (1996) 144,887,370
Return of the Jedi (1983) 500,773,409 Toy Story (1995) 133,344,903 Fargo (1996) 24,611,975
Michael (1996) 144,887,370 Fargo (1996) 24,611,975 Heat (1995) 97,783,000
Titanic (1997) 600,779,824 Return of the Jedi (1983) 500,773,409 Spitfire Grill, The (1996) 12,643,776
Fargo (1996) 24,611,975 Scream (1996) 103,001,286 Twelve Monkeys (1995) 82,512,000
Truth About Cats & Dogs, The (1996) 34,073,143 Truth About Cats & Dogs, The (1996) 34,073,143 Liar Liar (1997) 277,327,280
Phenomenon (1996) 155,732,573 Liar Liar (1997) 277,327,280 Return of the Jedi (1983) 500,773,409
Heat (1995) 97,783,000 English Patient, The (1996) 111,415,132 Truth About Cats & Dogs, The (1996) 34,073,143
Average 267,422,466 Average 276,756,542 Average 155,834,165

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
Contact (1997) 149,887,543
Mr. Wrong (1996) 12,350,030
First Wives Club, The (1996) 150,063,383
Jack (1996) 84,189,393
Independence Day (ID4) (1996) 483,359,255
That Old Feeling (1997) 16,325,542
Hercules (1997) 142,729,205
Star Trek: First Contact (1996) 207,001,027
Fathers' Day (1997) 28,659,604
G.I. Jane (1997) 70,277,032
Associate, The (1996) 12,772,657
Eraser (1996) 147,260,786
Set It Off (1996) 36,049,108
Mirror Has Two Faces, The (1996) 59,629,485
Godfather, The (1972) 291,702,411
Twister (1996) 375,152,715
Face/Off (1997) 163,746,077
Ransom (1996) 207,758,522
My Best Friend's Wedding (1997) 185,360,508
Grumpier Old Men (1995) 105,662,663
Father of the Bride Part II (1995) 112,794,000
Secrets & Lies (1996) 13,417,292
Nutty Professor, The (1996) 185,482,745
Mr. Holland's Opus (1995) 119,078,097
Juror, The (1996) 22,754,725
Emma (1996) 22,201,883
Dead Man Walking (1995) 39,025,000
Up Close and Personal (1996) 74,045,801
Primal Fear (1996) 80,646,667
Men in Black (1997) 367,992,228
Glimmer Man, The (1996) 20,400,913
Mission: Impossible (1996) 274,049,639
Broken Arrow (1996) 105,069,070
Sabrina (1995) 76,780,029
People vs. Larry Flynt, The (1996) 20,191,312
Sense and Sensibility (1995) 62,493,774
Jerry Maguire (1996) 228,557,864
Courage Under Fire (1996) 87,335,823
Average 127,427,731
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