• DocumentCode
    2176772
  • Title

    F0 range and peak alignment across speakers and emotions

  • Author

    Morley, Eric ; Van Santen, Jan ; Klabbers, Esther ; Kain, Alexander

  • Author_Institution
    Center for Spoken Language Understanding, Oregon Health & Sci. Univ., Portland, OR, USA
  • fYear
    2011
  • fDate
    22-27 May 2011
  • Firstpage
    4952
  • Lastpage
    4955
  • Abstract
    We present an analysis of F0 range and peak alignment in emotional speech from a heterogeneous group of speakers varying in age and gender. Both speaker and emotion had a strong effect on F0 range. Despite these large changes in the F0 trajectory, peak alignment was remarkably stable. Using the Linear Alignment Model (LAM), we show that the effects on alignment of emotion and speaker differences, al though statistically significant, are small. This stability results in a conclusion that peak alignment, unlike F0 range, does not appear to carry much information about speaker identity or emotional state. The LAM is effective in that it explains 42% of the variance in peak location on average, and furthermore it predicts the time of F0 peaks with an average RMS error of 12ms.
  • Keywords
    speaker recognition; F0 range; LAM; RMS error; emotional speech; linear alignment model; peak alignment across speakers; Analysis of variance; Correlation; Foot; Linear regression; Robustness; Speech; Trajectory; emotion recognition; human voice; speech analysis; speech synthesis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
  • Conference_Location
    Prague
  • ISSN
    1520-6149
  • Print_ISBN
    978-1-4577-0538-0
  • Electronic_ISBN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2011.5947467
  • Filename
    5947467