• 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