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Memorias de investigación
Artículos en revistas:
Towards the identification of Idiopathic Parkinson's Disease from the speech. New articulatory kinetic biomarkers
Año:2017
Áreas de investigación
  • Ciencias de la computación y tecnología informática
Datos
Descripción
Although a large amount of acoustic indicators have already been proposed in the literature to evaluate the hypokinetic dysarthria of people with Parkinson's Disease, the goal of this work is to identify and interpret new reliable and complementary articulatory biomarkers that could be applied to predict/evaluate Parkinson's Disease from a diadochokinetic test, contributing to the possibility of a further multidimensional analysis of the speech of parkinsonian patients. The new biomarkers proposed are based on the kinetic behaviour of the envelope trace, which is directly linked with the articulatory dysfunctions introduced by the disease since the early stages. The interest of these new articulatory indicators stands on their easiness of identification and interpretation, and their potential to be translated into computer based automatic methods to screen the disease from the speech. Throughout this paper, the accuracy provided by these acoustic kinetic biomarkers is compared with the one obtained with a baseline system based on speaker identification techniques. Results show accuracies around 85% that are in line with those obtained with the complex state of the art speaker recognition techniques, but with an easier physical interpretation, which open the possibility to be transferred to a clinical setting.
Internacional
Si
JCR del ISI
Si
Título de la revista
Plos One
ISSN
1932-6203
Factor de impacto JCR
3,057
Información de impacto
Datos JCR del año 2015
Volumen
DOI
10.1371/journal.pone.0189583
Número de revista
Desde la página
1
Hasta la página
35
Mes
SIN MES
Ranking
Q1
Esta actividad pertenece a memorias de investigación
Participantes
  • Autor: Juan Ignacio Godino Llorente (UPM)
  • Autor: Stefanie Shattuck-Hufnagel (Massachusetts Institute of Technology)
  • Autor: J.Y Choi (Massachusetts Institute of Technology)
  • Autor: Laureano Moro Velazquez (UPM)
  • Autor: Jorge Andres Gomez Garcia (UPM)
Grupos de investigación, Departamentos, Centros e Institutos de I+D+i relacionados
  • Creador: Departamento: Teoría de la Señal y Comunicaciones (Provisional)
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