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 Contact (1997) 149,887,543 Full Monty, The (1997) 45,857,453
Fargo (1996) 24,611,975 Titanic (1997) 600,779,824 Good Will Hunting (1997) 192,328,280
Contact (1997) 149,887,543 Fargo (1996) 24,611,975 Trainspotting (1996) 16,501,785
Scream (1996) 103,001,286 Scream (1996) 103,001,286 Sense and Sensibility (1995) 62,493,774
Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453 Pulp Fiction (1994) 84,022,201
Good Will Hunting (1997) 192,328,280 Good Will Hunting (1997) 192,328,280 Monty Python and the Holy Grail (1974) 1,821,082
Trainspotting (1996) 16,501,785 Trainspotting (1996) 16,501,785 Contact (1997) 149,887,543
Sense and Sensibility (1995) 62,493,774 Sense and Sensibility (1995) 62,493,774 Antonia's Line (1995) 4,823,217
Mr. Holland's Opus (1995) 119,078,097 Mr. Holland's Opus (1995) 119,078,097 Secrets & Lies (1996) 13,417,292
Pulp Fiction (1994) 84,022,201 Boogie Nights (1997) 26,384,919 Twister (1996) 375,152,715
Average 139,856,221 Average 134,092,493 Average 94,630,534

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
Liar Liar (1997) 277,327,280
Othello (1995) 2,112,951
Face/Off (1997) 163,746,077
In & Out (1997) 63,826,569
Heat (1995) 97,783,000
Swingers (1996) 4,505,922
L.A. Confidential (1997) 64,604,977
Frighteners, The (1996) 16,524,115
Restoration (1995) 4,100,000
Kolya (1996) 5,730,711
Sleepers (1996) 76,705,552
Lone Star (1996) 13,269,963
Star Trek: First Contact (1996) 207,001,027
Chasing Amy (1997) 12,006,514
Toy Story (1995) 133,344,903
Girl 6 (1996) 4,903,000
Tomorrow Never Dies (1997) 184,221,129
Emma (1996) 22,201,883
Moll Flanders (1996) 3,363,968
Bound (1996) 3,798,532
James and the Giant Peach (1996) 28,900,101
Air Force One (1997) 250,384,803
Return of the Jedi (1983) 500,773,409
Trigger Effect, The (1996) 3,594,848
English Patient, The (1996) 111,415,132
Independence Day (ID4) (1996) 483,359,255
Star Wars (1977) 731,853,665
Jackie Chan's First Strike (1996) 14,511,338
Dante's Peak (1997) 98,728,432
Gattaca (1997) 12,339,633
Primal Fear (1996) 80,646,667
Cable Guy, The (1996) 93,754,431
Twelve Monkeys (1995) 82,512,000
Conspiracy Theory (1997) 111,189,998
Godfather, The (1972) 291,702,411
Tin Cup (1996) 77,003,584
Men in Black (1997) 367,992,228
Chasing Amy (1997) 12,006,514
Bottle Rocket (1996) 1,040,879
Crash (1996) 3,168,660
Alien: Resurrection (1997) 47,748,610
Mars Attacks! (1996) 37,754,208
Broken Arrow (1996) 105,069,070
Black Sheep (1996) 32,377,000
Smilla's Sense of Snow (1997) 2,221,994
Marvin's Room (1996) 12,782,508
Spitfire Grill, The (1996) 12,643,776
G.I. Jane (1997) 70,277,032
Lost Highway (1997) 3,796,699
Ice Storm, The (1997) 7,837,632
Leaving Las Vegas (1995) 31,968,347
Devil's Advocate, The (1997) 86,587,776
Starship Troopers (1997) 79,093,786
Dead Man Walking (1995) 39,025,000
Absolute Power (1997) 73,037,233
Happy Gilmore (1996) 38,624,000
Jerry Maguire (1996) 228,557,864
Fifth Element, The (1997) 92,897,302
Life Less Ordinary, A (1997) 4,266,243
Average 97,025,799
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