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GALÁŽ, Z. MEKYSKA, J. KISKA, T. ZVONČÁK, V. MUCHA, J. SMÉKAL, Z. ELIÁŠOVÁ, I. MRAČKOVÁ, M. KOŠŤÁLOVÁ, M. REKTOROVÁ, I. FAÚNDEZ ZANUY, M.
Originální název
Assessing Freezing of Gait in Parkinson's Disease Using Analysis of Hypokinetic Dysarthria
Typ
článek ve sborníku ve WoS nebo Scopus
Jazyk
angličtina
Originální abstrakt
Hypokinetic dysarthria (HD) and freezing of gait (FOG) are frequent symptoms of Parkinson's disease (PD). The aim of this work is to reveal pathological mechanisms common for HD and FOG, and use acoustic analysis of dysarthric speech to assess the gait difficulties in PD. We used a correlation analysis to investigate a relationship between speech features and FOG evaluated by freezing of gait questionnaire (FOG-Q). We found speech features quantifying reduced mobility of the articulatory organs significantly correlated with all parts of the questionnaire. Next, we built multivariate regression models to estimate the FOG-Q total score. With this approach, mean estimation error rate of 14.71% was achieved. We confirmed the previous findings of a close relationship between HD and FOG in PD. Furthermore, we showed it is possible to accurately (with the error of approximately 0.5 points) estimate FOG-Q using a reasonable number of conventional speech features.
Klíčová slova
acoustic analysis; freeying of gait; hypokinetic dysarthria; Parkinson’s disease; regression
Autoři
GALÁŽ, Z.; MEKYSKA, J.; KISKA, T.; ZVONČÁK, V.; MUCHA, J.; SMÉKAL, Z.; ELIÁŠOVÁ, I.; MRAČKOVÁ, M.; KOŠŤÁLOVÁ, M.; REKTOROVÁ, I.; FAÚNDEZ ZANUY, M.
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
735
Strany do
738
Strany počet
4
URL
https://ieeexplore.ieee.org/document/8076085
BibTex
@inproceedings{BUT135640, author="Zoltán {Galáž} and Irena {Rektorová} and Jiří {Mekyska} and Tomáš {Kiska} and Vojtěch {Zvončák} and Ján {Mucha} and Zdeněk {Smékal} and Ilona {Eliášová} and Martina {Mračková} and Milena {Košťálová} and Marcos {Faúndez Zanuy}", title="Assessing Freezing of Gait in Parkinson's Disease Using Analysis of Hypokinetic Dysarthria", booktitle="40th Anniversary of International Conference on Telecommunications and Signal Processing (TSP)", year="2017", pages="735--738", address="Barcelona, Španělsko", doi="10.1109/TSP.2017.8076085", isbn="978-1-5090-3981-4", url="https://ieeexplore.ieee.org/document/8076085" }