• DocumentCode
    730743
  • Title

    Voice quality: Not only about “you” but also about “your interlocutor”

  • Author

    Ya Li ; Campbell, Nick ; Jianhua Tao

  • Author_Institution
    Nat. Lab. of PPatternattern Recognition, Inst. of Autom., Beijing, China
  • fYear
    2015
  • fDate
    19-24 April 2015
  • Firstpage
    4739
  • Lastpage
    4743
  • Abstract
    This paper investigates the effect of voice quality in commutative speech. Voice quality is often considered as the characteristic auditory colouring of an individual speaker´s voice, but in our study, we find that voice quality can also reveal information about the interlocutor in everyday social interactions. In the correlation analysis between acoustic measures and interlocutors, the effect caused by the linguistic content was reduced by focusing on the corpus of the commonly-used Japanese word “yes”. The distributions of voice quality features, e.g., Normalized Amplitude Quotient (NAQ), jitter and shimmer, showed a clear difference among different interlocutors, e.g., friend or business partner. Automatic classification of interlocutors was conducted using random forest method with voice quality, prosodic and spectral features. The best classification accuracy was 76.9% over four interlocutors´ data.
  • Keywords
    decision trees; speech processing; NAQ; automatic classification; commutative speech; correlation analysis; interlocutors; linguistic content; normalized amplitude quotient; random forest method; social interactions; voice quality; Accuracy; Acoustic measurements; Cities and towns; Feature extraction; Jitter; Pragmatics; Speech; Voice quality; commutative speech; decision trees; prosody; social signal;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on
  • Conference_Location
    South Brisbane, QLD
  • Type

    conf

  • DOI
    10.1109/ICASSP.2015.7178870
  • Filename
    7178870