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
English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132 Good Will Hunting (1997) 192,328,280
Good Will Hunting (1997) 192,328,280 Scream (1996) 103,001,286 Leaving Las Vegas (1995) 31,968,347
Scream (1996) 103,001,286 Good Will Hunting (1997) 192,328,280 Rosewood (1997) 13,104,494
Apt Pupil (1998) 8,838,938 Leaving Las Vegas (1995) 31,968,347 G.I. Jane (1997) 70,277,032
Leaving Las Vegas (1995) 31,968,347 Liar Liar (1997) 277,327,280 Dante's Peak (1997) 98,728,432
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 People vs. Larry Flynt, The (1996) 20,191,312
Mr. Holland's Opus (1995) 119,078,097 Toy Story (1995) 133,344,903 English Patient, The (1996) 111,415,132
Liar Liar (1997) 277,327,280 Mr. Holland's Opus (1995) 119,078,097 Usual Suspects, The (1995) 1,120,000
Rosewood (1997) 13,104,494 Apt Pupil (1998) 8,838,938 Apt Pupil (1998) 8,838,938
Toy Story (1995) 133,344,903 Dead Man Walking (1995) 39,025,000 Cop Land (1997) 64,207,716
Average 149,118,016 Average 151,710,067 Average 61,217,968

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
Marvin's Room (1996) 12,782,508
Donnie Brasco (1997) 60,851,988
Chasing Amy (1997) 12,006,514
Murder at 1600 (1997) 25,826,788
Conspiracy Theory (1997) 111,189,998
Swingers (1996) 4,505,922
Fargo (1996) 24,611,975
Mother Night (1996) 392,362
In & Out (1997) 63,826,569
Mars Attacks! (1996) 37,754,208
Absolute Power (1997) 73,037,233
Star Trek: First Contact (1996) 207,001,027
L.A. Confidential (1997) 64,604,977
Truth About Cats & Dogs, The (1996) 34,073,143
Sabrina (1995) 76,780,029
Tomorrow Never Dies (1997) 184,221,129
Courage Under Fire (1996) 87,335,823
Trainspotting (1996) 16,501,785
Diabolique (1996) 17,000,000
Chasing Amy (1997) 12,006,514
Boogie Nights (1997) 26,384,919
Star Wars (1977) 731,853,665
To Gillian on Her 37th Birthday (1996) 4,137,645
Beautiful Thing (1996) 1,449,934
Eraser (1996) 147,260,786
Up Close and Personal (1996) 74,045,801
Devil's Advocate, The (1997) 86,587,776
River Wild, The (1994) 69,356,343
Phenomenon (1996) 155,732,573
Jerry Maguire (1996) 228,557,864
Spitfire Grill, The (1996) 12,643,776
Air Force One (1997) 250,384,803
In the Company of Men (1997) 2,856,622
One Night Stand (1997) 2,618,335
Executive Decision (1996) 93,638,632
Hoodlum (1997) 23,461,013
Alien: Resurrection (1997) 47,748,610
Grass Harp, The (1995) 493,007
Full Monty, The (1997) 45,857,453
Dragonheart (1996) 51,317,350
Ulee's Gold (1997) 9,054,736
Ransom (1996) 207,758,522
Midnight in the Garden of Good and Evil (1997) 25,078,937
Titanic (1997) 600,779,824
Long Kiss Goodnight, The (1996) 33,328,051
Evita (1996) 73,298,979
Secrets & Lies (1996) 13,417,292
Twelve Monkeys (1995) 82,512,000
Eve's Bayou (1997) 14,821,531
Sleepers (1996) 76,705,552
2 Days in the Valley (1996) 11,090,856
First Wives Club, The (1996) 150,063,383
Godfather, The (1972) 291,702,411
Multiplicity (1996) 20,101,861
Contact (1997) 149,887,543
Kiss Me, Guido (1997) 1,828,284
Primal Fear (1996) 80,646,667
Average 88,153,926
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