Effectiveness of Recurrence Quantification Measures in Discriminating Subjects With and Without Voice Disorders.
Acoustics
Adolescent
Adult
Aged
Auditory Perception
Case-Control Studies
Cross-Sectional Studies
Female
Humans
Judgment
Laryngoscopy
Male
Middle Aged
Nonlinear Dynamics
Phonation
Predictive Value of Tests
Reproducibility of Results
Signal Processing, Computer-Assisted
Speech Acoustics
Speech Production Measurement
Voice Disorders
/ diagnosis
Voice Quality
Young Adult
Accuracy diagnostic
Acoustic
Laryngeal diseases
Nonlinear models
Voice
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
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
208-220Informations de copyright
Copyright © 2018 The Voice Foundation. Published by Elsevier Inc. All rights reserved.