About: A TREATMENT OF EEG DATA BY UNDERDETERMINED BLIND SOURCE SEPARATION FOR MOTOR IMAGERY CLASSIFICATION

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An Entity of Type : http://linked.opendata.cz/ontology/domain/vavai/Vysledek, within Data Space : linked.opendata.cz associated with source document(s)

Attributes	Values
rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
rdfs:seeAlso	http://apps.webofknowledge.com/full_record.do?product=WOS&search_mode=GeneralSearch&qid=1&SID=1A4p7nOLK31C2lPpNBb&page=1&doc=1
Description	Brain-Computer Interfaces (BCI) controlled through imagined movements cannot work properly without a correct classification of EEG signals. The difficulty of this problem consists in low signal-to-noise ratio, because EEG may contain strong signal components that are not related to motor imagery. In this paper, these artifact components are to be suppressed using a recently proposed underdetermined blind source separation method and a novel MMSE beamformer. We use these tools to remove unwanted components of EEG to increase the classification accuracy of the BCI system. In our experiments with several datasets, the classification is improved by up to 10%. Brain-Computer Interfaces (BCI) controlled through imagined movements cannot work properly without a correct classification of EEG signals. The difficulty of this problem consists in low signal-to-noise ratio, because EEG may contain strong signal components that are not related to motor imagery. In this paper, these artifact components are to be suppressed using a recently proposed underdetermined blind source separation method and a novel MMSE beamformer. We use these tools to remove unwanted components of EEG to increase the classification accuracy of the BCI system. In our experiments with several datasets, the classification is improved by up to 10%. (en)
Title	A TREATMENT OF EEG DATA BY UNDERDETERMINED BLIND SOURCE SEPARATION FOR MOTOR IMAGERY CLASSIFICATION A TREATMENT OF EEG DATA BY UNDERDETERMINED BLIND SOURCE SEPARATION FOR MOTOR IMAGERY CLASSIFICATION (en)
skos:prefLabel	A TREATMENT OF EEG DATA BY UNDERDETERMINED BLIND SOURCE SEPARATION FOR MOTOR IMAGERY CLASSIFICATION A TREATMENT OF EEG DATA BY UNDERDETERMINED BLIND SOURCE SEPARATION FOR MOTOR IMAGERY CLASSIFICATION (en)
skos:notation	RIV/46747885:24220/12:#0002020!RIV13-GA0-24220___
http://linked.open...avai/predkladatel	Fakulta mechatroniky, informatiky a mezioborových studií
http://linked.open...avai/riv/aktivita	I P
http://linked.open...avai/riv/aktivity	I, P(GAP103/11/1947)
http://linked.open...vai/riv/dodaniDat	2013
http://linked.open...aciTvurceVysledku	Koldovský, Zbyněk
http://linked.open.../riv/druhVysledku	D - Článek ve sborníku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Technická univerzita v Liberci / Fakulta mechatroniky, informatiky a mezioborových studií
http://linked.open...dnocenehoVysledku	120706
http://linked.open...ai/riv/idVysledku	RIV/46747885:24220/12:#0002020
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	Underdetermined Blind Source Separation (en)
http://linked.open.../riv/klicoveSlovo	Underdetermined Blind Source Separation
http://linked.open...ontrolniKodProRIV	[85197677D120]
http://linked.open...v/mistoKonaniAkce	Bucharest, ROMANIA
http://linked.open...i/riv/nazevZdroje	2012 PROCEEDINGS OF THE 20TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO)
http://linked.open...in/vavai/riv/obor	JD
http://linked.open...ichTvurcuVysledku	1 (xsd:int)
http://linked.open...cetTvurcuVysledku	4 (xsd:int)
http://linked.open...vavai/riv/projekt	Methods of Latent Variable Analysis in Blind Speech and Audio Processing
http://linked.open...UplatneniVysledku	2012
http://linked.open...iv/tvurceVysledku	Koldovský, Zbyněk Tichavský, P. Cichocki, A. Phan, A. P.
http://linked.open...vavai/riv/typAkce	WRD - Světová
http://linked.open...ain/vavai/riv/wos	000310623800298
http://linked.open.../riv/zahajeniAkce	2012-08-27 (xsd:date)
issn	2076-1465
number of pages	5 (xsd:int)
http://purl.org/ne...btex#hasPublisher	IEEE COMPUTER SOC, 10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1264 USA
https://schema.org/isbn	978-1-4673-1068-0
http://localhost/t...ganizacniJednotka	24220
is http://linked.open...avai/riv/vysledek of	A TREATMENT OF EEG DATA BY UNDERDETERMINED BLIND SOURCE SEPARATION FOR MOTOR IMAGERY CLASSIFICATION

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