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 Fly Away Home (1996) 24,506,082
Fly Away Home (1996) 24,506,082 Contact (1997) 149,887,543 G.I. Jane (1997) 70,277,032
Contact (1997) 149,887,543 Conspiracy Theory (1997) 111,189,998 Jackie Brown (1997) 39,647,595
Conspiracy Theory (1997) 111,189,998 Fly Away Home (1996) 24,506,082 Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
G.I. Jane (1997) 70,277,032 G.I. Jane (1997) 70,277,032 Truman Show, The (1998) 182,124,704
Dante's Peak (1997) 98,728,432 Starship Troopers (1997) 79,093,786 Dante's Peak (1997) 98,728,432
Assignment, The (1997) 540,063 Star Wars (1977) 731,853,665 Hard Rain (1998) 19,819,494
Starship Troopers (1997) 79,093,786 Cop Land (1997) 64,207,716 Godfather, The (1972) 291,702,411
Rosewood (1997) 13,104,494 Gattaca (1997) 12,339,633 Playing God (1997) 4,052,347
Volcano (1997) 71,496,882 Fargo (1996) 24,611,975 Rosewood (1997) 13,104,494
Average 73,023,944 Average 137,938,256 Average 75,318,052

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
Devil's Advocate, The (1997) 86,587,776
Seven Years in Tibet (1997) 37,901,509
Boogie Nights (1997) 26,384,919
As Good As It Gets (1997) 215,563,842
She's So Lovely (1997) 7,221,836
Kiss the Girls (1997) 86,753,012
Amistad (1997) 44,175,394
Titanic (1997) 600,779,824
In & Out (1997) 63,826,569
Evita (1996) 73,298,979
Half Baked (1998) 17,278,980
Sweet Hereafter, The (1997) 3,252,652
Excess Baggage (1997) 14,327,206
Air Force One (1997) 250,384,803
Jungle2Jungle (1997) 81,061,526
Good Will Hunting (1997) 192,328,280
Midnight in the Garden of Good and Evil (1997) 25,078,937
U Turn (1997) 6,633,400
Wag the Dog (1997) 43,022,524
Anastasia (1997) 83,412,682
Fallen (1998) 25,188,006
Bean (1997) 45,298,656
Chasing Amy (1997) 12,006,514
Mrs. Dalloway (1997) 3,263,672
Palmetto (1998) 5,840,581
George of the Jungle (1997) 149,879,375
Murder at 1600 (1997) 25,826,788
Life Less Ordinary, A (1997) 4,266,243
Liar Liar (1997) 277,327,280
Apt Pupil (1998) 8,838,938
Home Alone 3 (1997) 30,672,357
L.A. Confidential (1997) 64,604,977
Red Corner (1997) 22,415,440
Spice World (1997) 29,247,405
Scream (1996) 103,001,286
Kolya (1996) 5,730,711
Flubber (1997) 135,747,068
Full Monty, The (1997) 45,857,453
Tomorrow Never Dies (1997) 184,221,129
Average 80,474,577
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