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
Apt Pupil (1998) 8,838,938 Dead Man Walking (1995) 39,025,000 Boogie Nights (1997) 26,384,919
Dead Man Walking (1995) 39,025,000 Liar Liar (1997) 277,327,280 Liar Liar (1997) 277,327,280
Boogie Nights (1997) 26,384,919 Apt Pupil (1998) 8,838,938 Pulp Fiction (1994) 84,022,201
Liar Liar (1997) 277,327,280 Men in Black (1997) 367,992,228 Silence of the Lambs, The (1991) 137,332,208
Pulp Fiction (1994) 84,022,201 Boogie Nights (1997) 26,384,919 Boot, Das (1981) 11,433,134
Men in Black (1997) 367,992,228 Boot, Das (1981) 11,433,134 Dead Man Walking (1995) 39,025,000
Silence of the Lambs, The (1991) 137,332,208 In & Out (1997) 63,826,569 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Willy Wonka and the Chocolate Factory (1971) 4,000,000 Evita (1996) 73,298,979 Shawshank Redemption, The (1994) 28,341,469
Usual Suspects, The (1995) 1,120,000 Pulp Fiction (1994) 84,022,201 Cinema Paradiso (1988) 392,045
Boot, Das (1981) 11,433,134 Willy Wonka and the Chocolate Factory (1971) 4,000,000 Star Trek: First Contact (1996) 207,001,027
Average 95,747,590 Average 95,614,924 Average 81,525,928

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
Courage Under Fire (1996) 87,335,823
Bed of Roses (1996) 19,030,691
Star Wars (1977) 731,853,665
In the Company of Men (1997) 2,856,622
Ransom (1996) 207,758,522
Good Will Hunting (1997) 192,328,280
Life Less Ordinary, A (1997) 4,266,243
Big Night (1996) 11,881,039
Cop Land (1997) 64,207,716
Kolya (1996) 5,730,711
Trainspotting (1996) 16,501,785
Wag the Dog (1997) 43,022,524
Contact (1997) 149,887,543
Secrets & Lies (1996) 13,417,292
White Squall (1996) 10,300,000
Jerry Maguire (1996) 228,557,864
Sleepers (1996) 76,705,552
City of Lost Children, The (1995) 1,513,028
Scream (1996) 103,001,286
English Patient, The (1996) 111,415,132
Conspiracy Theory (1997) 111,189,998
Long Kiss Goodnight, The (1996) 33,328,051
Heat (1995) 97,783,000
She's the One (1996) 9,449,219
Lone Star (1996) 13,269,963
Return of the Jedi (1983) 500,773,409
I'm Not Rappaport (1996) 222,525
Great Expectations (1998) 26,333,044
Swingers (1996) 4,505,922
Twelve Monkeys (1995) 82,512,000
Ice Storm, The (1997) 7,837,632
Full Monty, The (1997) 45,857,453
Leaving Las Vegas (1995) 31,968,347
Fifth Element, The (1997) 92,897,302
Grosse Pointe Blank (1997) 28,014,536
Chasing Amy (1997) 12,006,514
Postino, Il (1994) 20,681,301
Mr. Holland's Opus (1995) 119,078,097
Toy Story (1995) 133,344,903
Air Force One (1997) 250,384,803
Godfather, The (1972) 291,702,411
Titanic (1997) 600,779,824
Fargo (1996) 24,611,975
Mother Night (1996) 392,362
Donnie Brasco (1997) 60,851,988
Things to Do in Denver when You're Dead (1995) 529,766
Seven Years in Tibet (1997) 37,901,509
As Good As It Gets (1997) 215,563,842
Bottle Rocket (1996) 1,040,879
Trigger Effect, The (1996) 3,594,848
Welcome to the Dollhouse (1995) 4,429,002
Chasing Amy (1997) 12,006,514
Hercules (1997) 142,729,205
Private Parts (1997) 59,339,346
L.A. Confidential (1997) 64,604,977
Face/Off (1997) 163,746,077
Mars Attacks! (1996) 37,754,208
Basquiat (1996) 2,961,991
Midnight in the Garden of Good and Evil (1997) 25,078,937
Nutty Professor, The (1996) 185,482,745
City Hall (1996) 20,200,000
Beautiful Girls (1996) 20,837,000
People vs. Larry Flynt, The (1996) 20,191,312
Mission: Impossible (1996) 274,049,639
Kingpin (1996) 24,944,213
Spitfire Grill, The (1996) 12,643,776
Touch (1997) 408,097
Amistad (1997) 44,175,394
Sense and Sensibility (1995) 62,493,774
Bulletproof (1996) 21,162,420
Faithful (1996) 2,104,000
Average 86,497,484
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