• DocumentCode
    2702193
  • Title

    Information Theoretic Analysis of Direct Articulatory Measurements for Phonetic Discrimination

  • Author

    Silva, Gloria ; Rangarajan, V. ; Rozgic, Viktor ; Narayanan, Shrikanth

  • Author_Institution
    Signal Anal. & Interpretation Lab., Univ. of Southern California, CA, USA
  • Volume
    4
  • fYear
    2007
  • fDate
    15-20 April 2007
  • Abstract
    This paper focuses on the analysis of speech production signals (physical measurements from electromagnetic articulograph) from the perspective of phone discrimination. We explore two different signal representation schemes for the articulatory signals, one based on time-domain analysis and the other based on frequency domain. We quantify the amount of discrimination information offered by the speech production signals in identifying the phone labels through mutual information. Mutual information analyses establish that substantial discrimination information is present in the articulatory stream. Furthermore, phonological classification results with articulatory signals indicate higher accuracy compared to the acoustic signal.
  • Keywords
    frequency-domain analysis; information theory; speech; speech processing; time-domain analysis; articulatory signals; direct articulatory measurements; frequency domain analysis; information theoretic analysis; phonetic discrimination; phonological classification; signal representation schemes; speech production signal analysis; time-domain analysis; Electromagnetic analysis; Electromagnetic measurements; Frequency domain analysis; Information analysis; Mutual information; Signal analysis; Signal processing; Signal representations; Speech analysis; Time domain analysis; Analysis of articulatory measurements; automatic speech recognition; non-parametric mutual information estimation; phonological classification;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on
  • Conference_Location
    Honolulu, HI
  • ISSN
    1520-6149
  • Print_ISBN
    1-4244-0727-3
  • Type

    conf

  • DOI
    10.1109/ICASSP.2007.366948
  • Filename
    4218136