Observatorio de I+D+i UPM

Memorias de investigación
Book chapters:
Influence of delay time on regularity estimation for voice pathology detection
Year:2012
Research Areas
  • Engineering,
  • Voice processing
Information
Abstract
The employment of nonlinear analysis techniques for automatic voice pathology detection systems has gained popularity due to the ability of such techniques for dealing with the underlying nonlinear phenomena. On this respect, characterization using nonlinear analysis typically employs the classical Correlation Dimension and the largest Lyapunov Exponent, as well as some regularity quantifiers computing the system predictability. Mostly, regularity features highly depend on a correct choosing of some parameters. One of those, the delay time ?, is usually fixed to be 1. Nonetheless, it has been stated that a unity ? can not avoid linear correlation of the time series and hence, may not correctly capture system nonlinearities. Therefore, present work studies the influence of the ? parameter on the estimation of regularity features. Three ? estimations are considered: the baseline value 1; a ? based on the Average Automutual Information criterion; and ? chosen from the embedding window. Testing results obtained for pathological voice suggest that an improved accuracy might be obtained by using a ? value different from 1, as it accounts for the underlying nonlinearities of the voice signal.
International
Si
Book Edition
Book Publishing
ISBN
978-1-4244-4120-4
Series
Book title
Proceedings de IEEE EMBC?12
From page
4217
To page
4220
Participants
  • Autor: Jorge Andres Gomez Garcia (UPM)
  • Autor: Juan Ignacio Godino Llorente (UPM)
  • Autor: German Castellanos Dominguez
Research Group, Departaments and Institutes related
  • Creador: Grupo de Investigación: Informática Aplicada al Procesado de Señal e Imagen
  • Centro o Instituto I+D+i: Tecnologías del Software y Sistemas Multimedia para la Sostenibilidad (CITSEM)
  • Departamento: Ingeniería de Circuitos y Sistemas
S2i 2021 Observatorio de investigación @ UPM con la colaboración del Consejo Social UPM
Cofinanciación del MINECO en el marco del Programa INNCIDE 2011 (OTR-2011-0236)
Cofinanciación del MINECO en el marco del Programa INNPACTO (IPT-020000-2010-22)