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
Good Will Hunting (1997) 192,328,280 English Patient, The (1996) 111,415,132 Good Will Hunting (1997) 192,328,280
English Patient, The (1996) 111,415,132 Good Will Hunting (1997) 192,328,280 English Patient, The (1996) 111,415,132
G.I. Jane (1997) 70,277,032 Full Monty, The (1997) 45,857,453 G.I. Jane (1997) 70,277,032
Kiss the Girls (1997) 86,753,012 G.I. Jane (1997) 70,277,032 Full Monty, The (1997) 45,857,453
Murder at 1600 (1997) 25,826,788 Chasing Amy (1997) 12,006,514 George of the Jungle (1997) 149,879,375
Full Monty, The (1997) 45,857,453 In & Out (1997) 63,826,569 Forrest Gump (1994) 485,691,196
Wag the Dog (1997) 43,022,524 Fargo (1996) 24,611,975 Kiss the Girls (1997) 86,753,012
Shadow Conspiracy (1997) 2,154,540 Evita (1996) 73,298,979 Murder at 1600 (1997) 25,826,788
In & Out (1997) 63,826,569 Fly Away Home (1996) 24,506,082 Kolya (1996) 5,730,711
Fly Away Home (1996) 24,506,082 Toy Story (1995) 133,344,903 Aladdin (1992) 328,782,825
Average 66,596,741 Average 75,147,291 Average 150,254,180

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
Alien: Resurrection (1997) 47,748,610
Bean (1997) 45,298,656
Dante's Peak (1997) 98,728,432
I Know What You Did Last Summer (1997) 103,145,788
Flubber (1997) 135,747,068
Long Kiss Goodnight, The (1996) 33,328,051
Daylight (1996) 32,885,565
Air Force One (1997) 250,384,803
Starship Troopers (1997) 79,093,786
L.A. Confidential (1997) 64,604,977
Mission: Impossible (1996) 274,049,639
As Good As It Gets (1997) 215,563,842
Conspiracy Theory (1997) 111,189,998
Speed 2: Cruise Control (1997) 73,035,506
Face/Off (1997) 163,746,077
Seven Years in Tibet (1997) 37,901,509
Amistad (1997) 44,175,394
Apt Pupil (1998) 8,838,938
U Turn (1997) 6,633,400
Men in Black (1997) 367,992,228
Star Trek: First Contact (1996) 207,001,027
Titanic (1997) 600,779,824
Volcano (1997) 71,496,882
Home Alone 3 (1997) 30,672,357
Dark City (1998) 14,337,579
Independence Day (ID4) (1996) 483,359,255
Fifth Element, The (1997) 92,897,302
Star Wars (1977) 731,853,665
Eraser (1996) 147,260,786
Anastasia (1997) 83,412,682
Lost World: Jurassic Park, The (1997) 359,161,284
Scream (1996) 103,001,286
Tomorrow Never Dies (1997) 184,221,129
Con Air (1997) 146,553,269
Red Corner (1997) 22,415,440
Return of the Jedi (1983) 500,773,409
Scream 2 (1997) 140,865,935
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Deconstructing Harry (1997) 10,569,071
Glimmer Man, The (1996) 20,400,913
Contact (1997) 149,887,543
Devil's Advocate, The (1997) 86,587,776
Liar Liar (1997) 277,327,280
Twister (1996) 375,152,715
Average 160,074,968
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