• DocumentCode
    2761458
  • Title

    Automatic speaker recognition with formant trajectory tracking using CART and neural networks

  • Author

    Tanabian, Mohammad M. ; Tierney, Patrick ; Azami, B.Z.

  • fYear
    2005
  • fDate
    1-4 May 2005
  • Firstpage
    1225
  • Lastpage
    1228
  • Abstract
    In this paper we propose a method of speaker recognition based on tracking formant frequency trajectories. We show that the formant frequencies are viable features for clustering speakers into classes for speaker identification. We used two different classification methods and compared the results. We show that neural network classifier produces better performance than the classification and regression trees (CART) method and CART´s misclassification rate is higher
  • Keywords
    neural nets; speaker recognition; CART; automatic speaker recognition; classification and regression trees; neural networks; speaker identification; tracking formant frequency trajectories; Classification tree analysis; Forensics; Frequency; Loudspeakers; Lungs; Neural networks; Speaker recognition; Spectrogram; Speech analysis; Trajectory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electrical and Computer Engineering, 2005. Canadian Conference on
  • Conference_Location
    Saskatoon, Sask.
  • ISSN
    0840-7789
  • Print_ISBN
    0-7803-8885-2
  • Type

    conf

  • DOI
    10.1109/CCECE.2005.1557198
  • Filename
    1557198