Effectiveness of Recurrence Quantification Measures in Discriminating Subjects With and Without Voice Disorders.


Journal

Journal of voice : official journal of the Voice Foundation
ISSN: 1873-4588
Titre abrégé: J Voice
Pays: United States
ID NLM: 8712262

Informations de publication

Date de publication:
Mar 2020
Historique:
received: 18 07 2018
revised: 05 09 2018
accepted: 06 09 2018
pubmed: 10 10 2018
medline: 12 1 2021
entrez: 10 10 2018
Statut: ppublish

Résumé

The objective of this study was to analyze the accuracy of recurrence quantification measurements (RQMs) in discriminating between individuals with and without voice disorders. This study consisted of a total of 541 recorded voice samples from normal and dysphonic subjects. All subjects recorded a sustained vowel /Ɛ/ and underwent a laryngoscopic examination of the larynx. Twelve RQMs and three parameters related to the topology of the phonatory system were extracted from the samples, for a total of 15 measures. The classification used quadratic discriminant analysis and includes the measures of accuracy, sensitivity, and specificity. Single measurements such as Shannon's entropy, average diagonal length, and transitivity had only acceptable performance ratings (≥70%) in discriminating between individuals with and without voice disorders. The combination of the parameters average diagonal length, Shannon's entropy, trapping time, length of the longest vertical line, tau, imbedding dimension, neighborhood radius, and transitivity produced the highest accuracy in discrimination (83.27%). Therefore, the performance of RQMs related to the formation of diagonal lines in classifying individuals with and without voice disorders was acceptable at ≥70%. A combination of RQMs showed good performance in discriminating between the study groups, with higher sensitivity and specificity.

Identifiants

pubmed: 30297102
pii: S0892-1997(18)30344-8
doi: 10.1016/j.jvoice.2018.09.004
pii:
doi:

Types de publication

Journal Article Observational Study

Langues

eng

Sous-ensembles de citation

IM

Pagination

208-220

Informations de copyright

Copyright © 2018 The Voice Foundation. Published by Elsevier Inc. All rights reserved.

Auteurs

Leonardo Wanderley Lopes (LW)

Speech and Language Pathology Department, Universidade Federal da Paraíba (UFPB), Cidade Universitária, João Pessoa, Paraíba, Brazil. Electronic address: lwlopes@hotmail.com.

Vinícius Jefferson Dias Vieira (VJD)

I Linguistic Graduate Program, Universidade Federal da Paraíba (UFPB), Cidade Universitária, João Pessoa, Paraíba, Brazil.

Silvana Luciene do Nascimento Cunha Costa (SLDNC)

Electrical Engineering Department, Instituto Federal de Educação, Ciência e Tecnologia (IFPB), João Pessoa, Paraíba, Brazil.

Suzete Élida Nóbrega Correia (SÉN)

Electrical Engineering Department, Instituto Federal de Educação, Ciência e Tecnologia (IFPB), João Pessoa, Paraíba, Brazil.

Mara Behlau (M)

Department of Speech-Language Pathology and Audiology, Universidade Federal de São Paulo (UNIFESP), Rua Sena Madureira, São Paulo, São Paulo, Brazil; Centro de Estudos da Voz (CEV), Rua Machado Bitencourt, São Paulo, São Paulo, Brazil.

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Classifications MeSH