Linear Classification in Speech-Based Objective Differential Diagnosis of Parkinsonism

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00064165%3A_____%2F18%3A10381168" target="_blank" >RIV/00064165:_____/18:10381168 - isvavai.cz</a>
Alternative codes found
RIV/68407700:21230/18:00324054 RIV/00216208:11110/18:10381168
Result on the web
<a href="http://dx.doi.org/10.1109/ICASSP.2018.8462681" target="_blank" >http://dx.doi.org/10.1109/ICASSP.2018.8462681</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/ICASSP.2018.8462681" target="_blank" >10.1109/ICASSP.2018.8462681</a>

Result language
angličtina
Original language name
Linear Classification in Speech-Based Objective Differential Diagnosis of Parkinsonism
Original language description
Parkinsonism refers to Parkinsons disease (PD) and Atypical parkinsonian syndromes (APS). Speech disorder is a common and early symptom in Parkinsonism which makes speech analysis a very important research area for the purpose of early diagnosis. Most of research have however focused on discrimination between PD and healthy controls. Such research does not take into account the fact that PD and APS syndromes are very similar in early disease stages. The main problem that has to be addressed first is then differential diagnosis: discrimination between PD and APS and within APS. This paper is a continuation of an earlier pioneer work in differential diagnosis where we mostly address the machine learning problem due to the small amount of training data. We show that classical linear and generalized linear models can provide interpretable and robust classifiers in term of accuracy and generalization ability.
Czech name
—
Czech description
—

Project
<a href="/en/project/NV15-28038A" target="_blank" >NV15-28038A: Speech disorders and analysis of their mechanisms in Parkinson's disease and other movement disorders.</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Publication year
2018
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection
2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
ISBN
978-1-5386-4658-8
ISSN
1520-6149
e-ISSN
neuvedeno
Number of pages
5
Pages from-to
5999-6003
Publisher name
IEEE
Place of publication
New York
Event location
Calgary
Event date
Apr 15, 2018
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
000446384606032

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