Detail publikace

Identification of Hypokinetic Dysarthria Using Acoustic Analysis of Poem Recitation

MUCHA, J. GALÁŽ, Z. MEKYSKA, J. KISKA, T. ZVONČÁK, V. SMÉKAL, Z. ELIÁŠOVÁ, I. MRAČKOVÁ, M. KOŠŤÁLOVÁ, M. REKTOROVÁ, I.

Originální název

Identification of Hypokinetic Dysarthria Using Acoustic Analysis of Poem Recitation

Typ

článek ve sborníku ve WoS nebo Scopus

Jazyk

angličtina

Originální abstrakt

Up to 90% of patients with Parkinson’s disease (PD) suffer from hypokinetic dysarthria (HD). In this work, we analysed the power of conventional speech features quantifying imprecise articulation, dysprosody, speech dysfluency and speech quality deterioration extracted from a specialized poem recitation task to discriminate dysarthric and healthy speech. For this purpose, 152 speakers (53 healthy speakers, 99 PD patients) were examined. Only mildly strong correlation between speech features and clinical status of the speakers was observed. In the case of univariate classification analysis, sensitivity of 62.63% (imprecise articulation), 61.62% (dysprosody), 71.72% (speech dysfluency) and 59.60% (speech quality deterioration) was achieved. Multivariate classification analysis improved the classification performance. Sensitivity of 83.42% using only two features describing imprecise articulation and speech quality deterioration in HD was achieved. We showed the promising potential of the selected speech features and especially the use of poem recitation task to quantify and identify HD in PD.

Klíčová slova

acoustic analysis; binary classification; hypokinetic dysarthria; Parkinson’s disease; poem recitation

Autoři

MUCHA, J.; GALÁŽ, Z.; MEKYSKA, J.; KISKA, T.; ZVONČÁK, V.; SMÉKAL, Z.; ELIÁŠOVÁ, I.; MRAČKOVÁ, M.; KOŠŤÁLOVÁ, M.; REKTOROVÁ, I.

Vydáno

5. 7. 2017

Místo

Barcelona, Španělsko

ISBN

978-1-5090-3981-4

Kniha

40th Anniversary of International Conference on Telecommunications and Signal Processing (TSP)

Strany od

739

Strany do

742

Strany počet

4

URL

http://ieeexplore.ieee.org/document/8076086/

BibTex

@inproceedings{BUT135600,
  author="Ján {Mucha} and Zoltán {Galáž} and Jiří {Mekyska} and Tomáš {Kiska} and Vojtěch {Zvončák} and Zdeněk {Smékal} and Ilona {Eliášová} and Martina {Mračková} and Milena {Košťálová} and Irena {Rektorová}",
  title="Identification of Hypokinetic Dysarthria Using Acoustic Analysis of Poem Recitation",
  booktitle="40th Anniversary of International Conference on Telecommunications and Signal Processing (TSP)",
  year="2017",
  pages="739--742",
  address="Barcelona, Španělsko",
  doi="10.1109/TSP.2017.8076086",
  isbn="978-1-5090-3981-4",
  url="http://ieeexplore.ieee.org/document/8076086/"
}