• DocumentCode
    2307558
  • Title

    Diagnosis of vocal and voice disorders by the speech signal

  • Author

    Hernandez-Espinosa, C. ; Gomez-Vilda, P. ; Godino-Llorente, J.I. ; Aguilera-Navarro, S.

  • Author_Institution
    Dept. de Inf., Univ. Jaume I, Castellon
  • Volume
    4
  • fYear
    2000
  • fDate
    2000
  • Firstpage
    253
  • Abstract
    We present a neural network application to the diagnosis of vocal and voice disorders, these disorders should be diagnosed in the early stage and normally cause changes in the voice signal. So we use acoustic parameters extracted from the voice as inputs for the neural network. In this paper, we focus our application on the distinction between pathologic and nonpathologic voices. The performance of the neural network is very good, 100% percent correct in the test. Furthermore, we have used neural network techniques to reduce the initial number of inputs (35), we conclude that only two acoustic parameters are needed for the classification between normal and pathological voices. The application can be a very useful diagnostic tool because it is noninvasive, makes possible to develop an automatic computer-based diagnosis system, is objective and can also be useful for evaluation of surgical, pharmacological and rehabilitation processes. Finally, we discuss the limitation of our work and possible future research
  • Keywords
    medical diagnostic computing; medical signal processing; neural nets; speech; speech processing; acoustic parameters; automatic computer-based diagnosis system; neural network; noninvasive diagnostic tool; nonpathologic voices; pathologic voices; pharmacological processes; rehabilitation processes; speech signal; surgical processes; vocal disorder diagnosis; voice disorder diagnosis; Acoustic testing; Bibliographies; Databases; Diseases; Neural networks; Pathology; Signal processing; Speech analysis; Surgery; Telecommunication standards;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks, 2000. IJCNN 2000, Proceedings of the IEEE-INNS-ENNS International Joint Conference on
  • Conference_Location
    Como
  • ISSN
    1098-7576
  • Print_ISBN
    0-7695-0619-4
  • Type

    conf

  • DOI
    10.1109/IJCNN.2000.860781
  • Filename
    860781