• DocumentCode
    2450733
  • Title

    Multistyle classification of speech under stress using wavelet packet energy and entropy features

  • Author

    Johari, Nurul Aida Amira Bt ; Hariharan, M. ; Saidatul, A. ; Yaacob, Sazali

  • Author_Institution
    Sch. of Mechatron. Eng., Univ. Malaysia Perlis, Arau, Malaysia
  • fYear
    2011
  • fDate
    20-21 Oct. 2011
  • Firstpage
    74
  • Lastpage
    78
  • Abstract
    Physco-physiological conditions like stress and emotional state may affect human´s speech production. Different techniques have been proposed such as facial expressions, speech production variation, and physiological signals to detect the emotional/stressed states of a person. For past 2 decades, the determination of an emotional/stressed state through speech has been undergone substantial research and development. Various techniques are used in the literature to classify emotional/stressed states on the basis of speech. In this paper, a feature extraction method using two different wavelet packet filterbank structures which are based on barkscale and equivalent rectangular bandwidth (ERB) scale for identifying the emotional/stressed states of a person. In this study speech samples are taken from Speech Under Simulated and Actual Stress (SUSAS) database. Linear Discriminant analysis (LDA) based classifier is used to test usefulness of suggested features. Experimental result shows that the suggested methods can be used to identify the emotional/stressed states of a person.
  • Keywords
    biocommunications; biomechanics; entropy; feature extraction; internal stresses; speech; actual stress database; emotional state; emotional-stressed states; entropy features; equivalent rectangular bandwidth scale; facial expressions; feature extraction method; humans speech production; linear discriminant analysis; multistyle classification; physcophysiological conditions; physiological signals; speech production variation; speech under simulation; speech under stress; wavelet packet energy; wavelet packet filterbank structures; Entropy; Feature extraction; Speech; Speech recognition; Stress; Wavelet packets; Emotional/Stressed states; Linear Discriminant Analysis; Speech signal; Wavelet packet transform; stress classification;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Sustainable Utilization and Development in Engineering and Technology (STUDENT), 2011 IEEE Conference on
  • Conference_Location
    Semenyih
  • Print_ISBN
    978-1-4577-0443-7
  • Type

    conf

  • DOI
    10.1109/STUDENT.2011.6089328
  • Filename
    6089328