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
fDate :
July 31 2011-Aug. 3 2011
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;
Conference_Titel :
RO-MAN, 2011 IEEE
Conference_Location :
Atlanta, GA
Print_ISBN :
978-1-4577-1571-6
Electronic_ISBN :
978-1-4577-1572-3
DOI :
10.1109/ROMAN.2011.6005291