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
Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803
Scream (1996) 103,001,286 Scream (1996) 103,001,286 Scream (1996) 103,001,286
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Chasing Amy (1997) 12,006,514
Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903 Postino, Il (1994) 20,681,301
Chasing Amy (1997) 12,006,514 Chasing Amy (1997) 12,006,514 Heat (1995) 97,783,000
Lone Star (1996) 13,269,963 Men in Black (1997) 367,992,228 Amistad (1997) 44,175,394
Star Trek: First Contact (1996) 207,001,027 Star Trek: First Contact (1996) 207,001,027 Usual Suspects, The (1995) 1,120,000
Postino, Il (1994) 20,681,301 Sense and Sensibility (1995) 62,493,774 Pulp Fiction (1994) 84,022,201
Heat (1995) 97,783,000 Conspiracy Theory (1997) 111,189,998 Kolya (1996) 5,730,711
Men in Black (1997) 367,992,228 Lone Star (1996) 13,269,963 Return of the Jedi (1983) 500,773,409
Average 170,623,843 Average 176,145,790 Average 111,967,861

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
Jerry Maguire (1996) 228,557,864
Mission: Impossible (1996) 274,049,639
L.A. Confidential (1997) 64,604,977
English Patient, The (1996) 111,415,132
Eraser (1996) 147,260,786
Bound (1996) 3,798,532
Courage Under Fire (1996) 87,335,823
Fargo (1996) 24,611,975
Contact (1997) 149,887,543
Twelve Monkeys (1995) 82,512,000
People vs. Larry Flynt, The (1996) 20,191,312
Nutty Professor, The (1996) 185,482,745
Titanic (1997) 600,779,824
Boogie Nights (1997) 26,384,919
White Squall (1996) 10,300,000
Star Wars (1977) 731,853,665
Mighty Aphrodite (1995) 6,700,000
Ransom (1996) 207,758,522
Independence Day (ID4) (1996) 483,359,255
Blood & Wine (1997) 1,075,288
Apt Pupil (1998) 8,838,938
Juror, The (1996) 22,754,725
Phenomenon (1996) 155,732,573
Sleepers (1996) 76,705,552
Dead Man (1995) 1,025,488
Godfather, The (1972) 291,702,411
Trainspotting (1996) 16,501,785
Twister (1996) 375,152,715
Dead Man Walking (1995) 39,025,000
Good Will Hunting (1997) 192,328,280
Boot, Das (1981) 11,433,134
Mr. Holland's Opus (1995) 119,078,097
Secrets & Lies (1996) 13,417,292
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Primal Fear (1996) 80,646,667
Bottle Rocket (1996) 1,040,879
Dante's Peak (1997) 98,728,432
River Wild, The (1994) 69,356,343
Leaving Las Vegas (1995) 31,968,347
Grosse Pointe Blank (1997) 28,014,536
Broken Arrow (1996) 105,069,070
Liar Liar (1997) 277,327,280
Young Poisoner's Handbook, The (1995) 749,812
Georgia (1995) 2,907,768
Kingpin (1996) 24,944,213
Michael Collins (1996) 11,085,316
Welcome to the Dollhouse (1995) 4,429,002
Family Thing, A (1996) 10,118,000
City Hall (1996) 20,200,000
2 Days in the Valley (1996) 11,090,856
Tin Cup (1996) 77,003,584
Executive Decision (1996) 93,638,632
Truth About Cats & Dogs, The (1996) 34,073,143
Full Monty, The (1997) 45,857,453
Average 107,423,517
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