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 L.A. Confidential (1997) 64,604,977 G.I. Jane (1997) 70,277,032
L.A. Confidential (1997) 64,604,977 Liar Liar (1997) 277,327,280 L.A. Confidential (1997) 64,604,977
Liar Liar (1997) 277,327,280 English Patient, The (1996) 111,415,132 Liar Liar (1997) 277,327,280
Kiss the Girls (1997) 86,753,012 Good Will Hunting (1997) 192,328,280 Scream 2 (1997) 140,865,935
Good Will Hunting (1997) 192,328,280 Devil's Advocate, The (1997) 86,587,776 English Patient, The (1996) 111,415,132
Scream 2 (1997) 140,865,935 G.I. Jane (1997) 70,277,032 Chasing Amy (1997) 12,006,514
Devil's Advocate, The (1997) 86,587,776 Full Monty, The (1997) 45,857,453 Eve's Bayou (1997) 14,821,531
Seven Years in Tibet (1997) 37,901,509 Star Wars (1977) 731,853,665 Fly Away Home (1996) 24,506,082
English Patient, The (1996) 111,415,132 In & Out (1997) 63,826,569 George of the Jungle (1997) 149,879,375
Amistad (1997) 44,175,394 Seven Years in Tibet (1997) 37,901,509 Star Wars (1977) 731,853,665
Average 111,223,632 Average 168,197,967 Average 159,755,752

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
Conspiracy Theory (1997) 111,189,998
Alien: Resurrection (1997) 47,748,610
Contact (1997) 149,887,543
Titanic (1997) 600,779,824
Rosewood (1997) 13,104,494
Tomorrow Never Dies (1997) 184,221,129
I Know What You Did Last Summer (1997) 103,145,788
Volcano (1997) 71,496,882
Event Horizon (1997) 26,616,590
Desperate Measures (1998) 13,806,137
Dante's Peak (1997) 98,728,432
Starship Troopers (1997) 79,093,786
Desperate Measures (1998) 13,806,137
Scream (1996) 103,001,286
Air Force One (1997) 250,384,803
Average 124,467,429
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