DocumentCode
3089138
Title
EEG analysis for acoustic quality evaluation using PCA and FDA
Author
Nakanishi, Masaki ; Mitsukura, Yasue ; Hara, Akira
Author_Institution
Grad. Sch. of Sci. & Technol., Keio Univ., Yokohama, Japan
fYear
2011
fDate
July 31 2011-Aug. 3 2011
Firstpage
321
Lastpage
324
Abstract
In this study, we propose the quantitative evaluation method of acoustic quality by using electroencephalogram (EEG). We analyze the EEG observed when subjects are listening to music by 3 kinds of stereo speaker system with different acoustic property. In this paper, as the first step of quantification, we analyze whether the difference of acoustic quality appear EEG by principal component analysis, analysis of variance and Fisher discriminant analysis. As a result, we confirmed that 1st principal component of EEG contains the information of acoustic quality evaluation which we can not obtain from questionnaires, and the possibility that we can use EEG for quantitative evaluation of acoustic quality.
Keywords
acoustic signal processing; electroencephalography; principal component analysis; EEG analysis; FDA; Fisher discriminant analysis; PCA; acoustic quality evaluation; analysis of variance; electroencephalogram; principal component analysis; stereo speaker system; Analysis of variance; Correlation; Electroencephalography; Equalizers; Music; Principal component analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
RO-MAN, 2011 IEEE
Conference_Location
Atlanta, GA
Print_ISBN
978-1-4577-1571-6
Electronic_ISBN
978-1-4577-1572-3
Type
conf
DOI
10.1109/ROMAN.2011.6005291
Filename
6005291
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