Self-Organizing Maps as Data Classifier in Medical Applications
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F11%3A00191146" target="_blank" >RIV/68407700:21230/11:00191146 - isvavai.cz</a>
Result on the web
<a href="http://www.ncta.ijcci.org" target="_blank" >http://www.ncta.ijcci.org</a>
DOI - Digital Object Identifier
—
Alternative languages
Result language
angličtina
Original language name
Self-Organizing Maps as Data Classifier in Medical Applications
Original language description
Many researchers use mathematical-engineering methods in different domains of life, and medical research is no exception. One area for application of such methods is to assist people with different forms of disabilities. The methods described in the following text are oriented towards the analysis of disordered children's speech with the diagnosis of Specific Language Impairment (SLI), also named as Developmental Dysphasia (DD), and the analysis of the expressive speech. Both methods make use of KohonenSelf-Organizing Maps (KSOM) or Supervised Self-Organizing Maps (SSOM) for the analysis and the classification of features from utterances of healthy and ill children, or adult speakers for emotions analysis. The possibility of cluster visualisation is used for monitoring of disorder trends and therapy success. These experiments also demonstrate the ability of the KSOM or SSOM to classify emotions.
Czech name
—
Czech description
—
Classification
Type
D - Article in proceedings
CEP classification
IN - Informatics
OECD FORD branch
—
Result continuities
Project
<a href="/en/project/GA102%2F09%2F0989" target="_blank" >GA102/09/0989: New innovative methods for high-quality synthesis of Czech speech</a><br>
Continuities
Z - Vyzkumny zamer (s odkazem do CEZ)
Others
Publication year
2011
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Proceedings of the International Conference on neural Computation Theory and Applications
ISBN
978-989-8425-84-3
ISSN
—
e-ISSN
—
Number of pages
8
Pages from-to
422-429
Publisher name
SciTePress
Place of publication
Madeira
Event location
Paris
Event date
Oct 24, 2011
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
—