Contribution of different handwriting modalities to differential diagnosis of Parkinson's Disease
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26220%2F15%3APU114697" target="_blank" >RIV/00216305:26220/15:PU114697 - isvavai.cz</a>
Result on the web
<a href="http://dx.doi.org/10.1109/MeMeA.2015.7145225" target="_blank" >http://dx.doi.org/10.1109/MeMeA.2015.7145225</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/MeMeA.2015.7145225" target="_blank" >10.1109/MeMeA.2015.7145225</a>
Alternative languages
Result language
angličtina
Original language name
Contribution of different handwriting modalities to differential diagnosis of Parkinson's Disease
Original language description
In this paper, we evaluate the contribution of different handwriting modalities to the diagnosis of Parkinson's disease. We analyse on-surface movement, in-air movement and pressure exerted on the tablet surface. Especially in-air movement and pressure-based features have been rarely taken into account in previous studies. We show that pressure and in-air movement also possess information that is relevant for the diagnosis of Parkinson's Disease (PD) from handwriting. In addition to the conventional kinematic and spatio-temporal features, we present a group of the novel features based on entropy and empirical mode decomposition of the handwriting signal. The presented results indicate that handwriting can be used as biomarker for PD providing classification performance around 89% area under the ROC curve (AUC) for PD classification.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
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OECD FORD branch
20201 - Electrical and electronic engineering
Result continuities
Project
Result was created during the realization of more than one project. More information in the Projects tab.
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach
Others
Publication year
2015
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Medical Measurements and Applications (MeMeA), 2015 IEEE International Symposium on
ISBN
978-1-4799-6476-5
ISSN
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e-ISSN
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Number of pages
5
Pages from-to
344-348
Publisher name
Neuveden
Place of publication
Neuveden
Event location
Turín
Event date
May 7, 2015
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
000380610600064