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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 English Patient, The (1996) 111,415,132
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 L.A. Confidential (1997) 64,604,977
Godfather, The (1972) 291,702,411 English Patient, The (1996) 111,415,132 Shawshank Redemption, The (1994) 28,341,469
English Patient, The (1996) 111,415,132 Godfather, The (1972) 291,702,411 Apt Pupil (1998) 8,838,938
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Godfather, The (1972) 291,702,411
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Secrets & Lies (1996) 13,417,292
Leaving Las Vegas (1995) 31,968,347 Full Monty, The (1997) 45,857,453 Swingers (1996) 4,505,922
Full Monty, The (1997) 45,857,453 Leaving Las Vegas (1995) 31,968,347 Conspiracy Theory (1997) 111,189,998
Dead Man Walking (1995) 39,025,000 Liar Liar (1997) 277,327,280 Monty Python and the Holy Grail (1974) 1,821,082
Jerry Maguire (1996) 228,557,864 Dead Man Walking (1995) 39,025,000 Leaving Las Vegas (1995) 31,968,347
Average 264,653,808 Average 269,530,749 Average 66,780,556

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
Matilda (1996) 33,084,249
In & Out (1997) 63,826,569
She's So Lovely (1997) 7,221,836
People vs. Larry Flynt, The (1996) 20,191,312
Toy Story (1995) 133,344,903
My Best Friend's Wedding (1997) 185,360,508
Twister (1996) 375,152,715
City of Lost Children, The (1995) 1,513,028
Broken Arrow (1996) 105,069,070
Air Force One (1997) 250,384,803
Breakdown (1997) 50,129,186
Pillow Book, The (1995) 2,293,037
Smilla's Sense of Snow (1997) 2,221,994
Evita (1996) 73,298,979
Crash (1996) 3,168,660
Scream (1996) 103,001,286
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Twelve Monkeys (1995) 82,512,000
Welcome to the Dollhouse (1995) 4,429,002
Ransom (1996) 207,758,522
Ulee's Gold (1997) 9,054,736
Mr. Holland's Opus (1995) 119,078,097
G.I. Jane (1997) 70,277,032
Private Parts (1997) 59,339,346
Contact (1997) 149,887,543
Face/Off (1997) 163,746,077
Postino, Il (1994) 20,681,301
Celluloid Closet, The (1995) 1,507,800
U Turn (1997) 6,633,400
Harriet the Spy (1996) 26,539,321
Trainspotting (1996) 16,501,785
Sense and Sensibility (1995) 62,493,774
Chasing Amy (1997) 12,006,514
Star Trek: First Contact (1996) 207,001,027
Fifth Element, The (1997) 92,897,302
Brassed Off (1996) 2,560,471
Fargo (1996) 24,611,975
Chasing Amy (1997) 12,006,514
Kingpin (1996) 24,944,213
Ulee's Gold (1997) 9,054,736
James and the Giant Peach (1996) 28,900,101
Bound (1996) 3,798,532
Dante's Peak (1997) 98,728,432
Truth About Cats & Dogs, The (1996) 34,073,143
Men in Black (1997) 367,992,228
Thousand Acres, A (1997) 7,928,412
White Squall (1996) 10,300,000
Average 71,287,350
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