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
Jerry Maguire (1996) 228,557,864 Star Wars (1977) 731,853,665 Jerry Maguire (1996) 228,557,864
Star Wars (1977) 731,853,665 Titanic (1997) 600,779,824 Return of the Jedi (1983) 500,773,409
Titanic (1997) 600,779,824 Jerry Maguire (1996) 228,557,864 Toy Story (1995) 133,344,903
Return of the Jedi (1983) 500,773,409 Contact (1997) 149,887,543 Contact (1997) 149,887,543
Toy Story (1995) 133,344,903 Return of the Jedi (1983) 500,773,409 Liar Liar (1997) 277,327,280
Contact (1997) 149,887,543 Toy Story (1995) 133,344,903 Sabrina (1995) 76,780,029
Phenomenon (1996) 155,732,573 Scream (1996) 103,001,286 Up Close and Personal (1996) 74,045,801
Face/Off (1997) 163,746,077 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Scream (1996) 103,001,286 Liar Liar (1997) 277,327,280 Godfather, The (1972) 291,702,411
Liar Liar (1997) 277,327,280 Godfather, The (1972) 291,702,411 Long Kiss Goodnight, The (1996) 33,328,051
Average 304,500,442 Average 304,184,016 Average 179,035,926

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
Father of the Bride Part II (1995) 112,794,000
Glimmer Man, The (1996) 20,400,913
Star Trek: First Contact (1996) 207,001,027
Air Force One (1997) 250,384,803
Truth About Cats & Dogs, The (1996) 34,073,143
Primal Fear (1996) 80,646,667
Tin Cup (1996) 77,003,584
Courage Under Fire (1996) 87,335,823
Ransom (1996) 207,758,522
Broken Arrow (1996) 105,069,070
Maximum Risk (1996) 14,502,483
One Fine Day (1996) 68,829,020
Twister (1996) 375,152,715
Juror, The (1996) 22,754,725
Mission: Impossible (1996) 274,049,639
Tomorrow Never Dies (1997) 184,221,129
Executive Decision (1996) 93,638,632
Mr. Holland's Opus (1995) 119,078,097
My Best Friend's Wedding (1997) 185,360,508
Independence Day (ID4) (1996) 483,359,255
Eraser (1996) 147,260,786
Grumpier Old Men (1995) 105,662,663
Men in Black (1997) 367,992,228
Average 157,579,540
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