Please use this identifier to cite or link to this item:
http://hdl.handle.net/10553/55753
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Galaz, Zoltan | en_US |
dc.contributor.author | Mekyska, Jiri | en_US |
dc.contributor.author | Zvoncak, Vojtech | en_US |
dc.contributor.author | Mucha, Jan | en_US |
dc.contributor.author | Kiska, Tomas | en_US |
dc.contributor.author | Smekal, Zdenek | en_US |
dc.contributor.author | Eliasova, Ilona | en_US |
dc.contributor.author | Mrackova, Martina | en_US |
dc.contributor.author | Kostalova, Milena | en_US |
dc.contributor.author | Rektorova, Irena | en_US |
dc.contributor.author | Faundez-Zanuy, Marcos | en_US |
dc.contributor.author | Alonso Hernández, Jesús Bernardino | en_US |
dc.contributor.author | Gomez-Vilda, Pedro | en_US |
dc.date.accessioned | 2019-06-10T21:44:51Z | - |
dc.date.available | 2019-06-10T21:44:51Z | - |
dc.date.issued | 2018 | en_US |
dc.identifier.issn | 2076-3417 | en_US |
dc.identifier.other | WoS | - |
dc.identifier.uri | http://hdl.handle.net/10553/55753 | - |
dc.description.abstract | Hypokinetic dysarthria, which is associated with Parkinson's disease (PD), affects several speech dimensions, including phonation. Although the scientific community has dealt with a quantitative analysis of phonation in PD patients, a complex research revealing probable relations between phonatory features and progress of PD is missing. Therefore, the aim of this study is to explore these relations and model them mathematically to be able to estimate progress of PD during a two-year follow-up. We enrolled 51 PD patients who were assessed by three commonly used clinical scales. In addition, we quantified eight possible phonatory disorders in five vowels. To identify the relationship between baseline phonatory features and changes in clinical scores, we performed a partial correlation analysis. Finally, we trained XGBoost models to predict the changes in clinical scores during a two-year follow-up. For two years, the patients' voices became more aperiodic with increased microperturbations of frequency and amplitude. Next, the XGBoost models were able to predict changes in clinical scores with an error in range 11-26%. Although we identified some significant correlations between changes in phonatory features and clinical scores, they are less interpretable. This study suggests that it is possible to predict the progress of PD based on the acoustic analysis of phonation. Moreover, it recommends utilizing the sustained vowel /i/ instead of /a/. | en_US |
dc.language | eng | en_US |
dc.relation.ispartof | Applied Sciences (Basel) | en_US |
dc.source | Applied Sciences (Basel) [ISSN 2076-3417], v. 8 (12), 2339, (2018) | en_US |
dc.subject | 3307 Tecnología electrónica | en_US |
dc.subject.other | Phonation | en_US |
dc.subject.other | Acoustic analysis | en_US |
dc.subject.other | Follow-up study | en_US |
dc.subject.other | Hypokinetic dysarthria | en_US |
dc.subject.other | Parkinson’s disease | en_US |
dc.title | Changes in phonation and their relations with progress of Parkinson's disease | en_US |
dc.type | info:eu-repo/semantics/article | en_US |
dc.type | Article | en_US |
dc.identifier.doi | 10.3390/app8122339 | en_US |
dc.identifier.scopus | 85057112571 | - |
dc.identifier.isi | 000455145000007 | - |
dc.contributor.orcid | #NODATA# | - |
dc.contributor.orcid | #NODATA# | - |
dc.contributor.orcid | #NODATA# | - |
dc.contributor.orcid | #NODATA# | - |
dc.contributor.orcid | #NODATA# | - |
dc.contributor.orcid | #NODATA# | - |
dc.contributor.orcid | #NODATA# | - |
dc.contributor.orcid | #NODATA# | - |
dc.contributor.orcid | #NODATA# | - |
dc.contributor.orcid | #NODATA# | - |
dc.contributor.orcid | #NODATA# | - |
dc.contributor.orcid | #NODATA# | - |
dc.contributor.orcid | #NODATA# | - |
dc.contributor.authorscopusid | 56888706700 | - |
dc.contributor.authorscopusid | 35746344400 | - |
dc.contributor.authorscopusid | 57201027097 | - |
dc.contributor.authorscopusid | 57201029686 | - |
dc.contributor.authorscopusid | 57192544834 | - |
dc.contributor.authorscopusid | 36855362600 | - |
dc.contributor.authorscopusid | 55524322100 | - |
dc.contributor.authorscopusid | 24598046000 | - |
dc.contributor.authorscopusid | 15044536700 | - |
dc.contributor.authorscopusid | 6603054591 | - |
dc.contributor.authorscopusid | 6701452104 | - |
dc.contributor.authorscopusid | 57195466969 | - |
dc.contributor.authorscopusid | 6507800333 | - |
dc.identifier.issue | 12 | - |
dc.relation.volume | 8 | en_US |
dc.investigacion | Ingeniería y Arquitectura | en_US |
dc.type2 | Artículo | en_US |
dc.contributor.daisngid | 3828823 | - |
dc.contributor.daisngid | 1102140 | - |
dc.contributor.daisngid | 9955641 | - |
dc.contributor.daisngid | 223658 | - |
dc.contributor.daisngid | 7689834 | - |
dc.contributor.daisngid | 355338 | - |
dc.contributor.daisngid | 2834636 | - |
dc.contributor.daisngid | 2427358 | - |
dc.contributor.daisngid | 1551952 | - |
dc.contributor.daisngid | 157722 | - |
dc.contributor.daisngid | 259157 | - |
dc.contributor.daisngid | 29084685 | - |
dc.contributor.daisngid | 30347157 | - |
dc.description.notas | This article belongs to the Special Issue Selected Papers from the 2018 41st International Conference on Telecommunications and Signal Processing (TSP) | en_US |
dc.description.numberofpages | 18 | en_US |
dc.utils.revision | Sí | en_US |
dc.contributor.wosstandard | WOS:Galaz, Z | - |
dc.contributor.wosstandard | WOS:Mekyska, J | - |
dc.contributor.wosstandard | WOS:Zvoncak, V | - |
dc.contributor.wosstandard | WOS:Mucha, J | - |
dc.contributor.wosstandard | WOS:Kiska, T | - |
dc.contributor.wosstandard | WOS:Smekal, Z | - |
dc.contributor.wosstandard | WOS:Eliasova, I | - |
dc.contributor.wosstandard | WOS:Mrackova, M | - |
dc.contributor.wosstandard | WOS:Kostalova, M | - |
dc.contributor.wosstandard | WOS:Rektorova, I | - |
dc.contributor.wosstandard | WOS:Faundez-Zanuy, M | - |
dc.contributor.wosstandard | WOS:Alonso-Hernandez, JB | - |
dc.contributor.wosstandard | WOS:Gomez-Vilda, P | - |
dc.identifier.ulpgc | Sí | en_US |
dc.contributor.buulpgc | BU-TEL | en_US |
dc.description.sjr | 0,379 | |
dc.description.jcr | 2,217 | |
dc.description.sjrq | Q1 | |
dc.description.jcrq | Q2 | |
dc.description.scie | SCIE | |
item.fulltext | Con texto completo | - |
item.grantfulltext | open | - |
crisitem.author.dept | GIR IDeTIC: División de Procesado Digital de Señales | - |
crisitem.author.dept | IU para el Desarrollo Tecnológico y la Innovación | - |
crisitem.author.dept | Departamento de Señales y Comunicaciones | - |
crisitem.author.orcid | 0000-0002-7866-585X | - |
crisitem.author.parentorg | IU para el Desarrollo Tecnológico y la Innovación | - |
crisitem.author.fullName | Alonso Hernández, Jesús Bernardino | - |
Appears in Collections: | Artículos |
Items in accedaCRIS are protected by copyright, with all rights reserved, unless otherwise indicated.