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
G.I. Jane (1997) 70,277,032 Contact (1997) 149,887,543 G.I. Jane (1997) 70,277,032
Contact (1997) 149,887,543 English Patient, The (1996) 111,415,132 Contact (1997) 149,887,543
English Patient, The (1996) 111,415,132 L.A. Confidential (1997) 64,604,977 English Patient, The (1996) 111,415,132
L.A. Confidential (1997) 64,604,977 Full Monty, The (1997) 45,857,453 Truman Show, The (1998) 182,124,704
Devil's Advocate, The (1997) 86,587,776 In & Out (1997) 63,826,569 Murder at 1600 (1997) 25,826,788
Apt Pupil (1998) 8,838,938 G.I. Jane (1997) 70,277,032 As Good As It Gets (1997) 215,563,842
Full Monty, The (1997) 45,857,453 Devil's Advocate, The (1997) 86,587,776 Rosewood (1997) 13,104,494
Dante's Peak (1997) 98,728,432 Apt Pupil (1998) 8,838,938 Star Wars (1977) 731,853,665
In & Out (1997) 63,826,569 Evita (1996) 73,298,979 L.A. Confidential (1997) 64,604,977
Assignment, The (1997) 540,063 Starship Troopers (1997) 79,093,786 Full Monty, The (1997) 45,857,453
Average 70,056,391 Average 75,368,818 Average 161,051,563

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
Titanic (1997) 600,779,824
Scream (1996) 103,001,286
Volcano (1997) 71,496,882
George of the Jungle (1997) 149,879,375
Scream 2 (1997) 140,865,935
Liar Liar (1997) 277,327,280
Anastasia (1997) 83,412,682
Flubber (1997) 135,747,068
Air Force One (1997) 250,384,803
Good Will Hunting (1997) 192,328,280
I Know What You Did Last Summer (1997) 103,145,788
Picture Perfect (1997) 31,058,643
Leave It to Beaver (1997) 10,713,605
Mad City (1997) 10,556,196
Fly Away Home (1996) 24,506,082
Tomorrow Never Dies (1997) 184,221,129
Seven Years in Tibet (1997) 37,901,509
Kiss the Girls (1997) 86,753,012
Excess Baggage (1997) 14,327,206
Conspiracy Theory (1997) 111,189,998
Average 130,979,829
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