EEG signal analysis via a cleaning procedure based on multivariate empirical mode decomposition

Gallego Jutglà, Esteve; Rutkowski, E.; Cichocki, Andrej; Solé-Casals, Jordi

dc.contributor	Universitat de Vic. Escola Politècnica Superior
dc.contributor	Universitat de Vic. Grup de Recerca en Tecnologies Digitals
dc.contributor	International Joint Conference on Computational Intelligence (4rt : 2012 : Barcelona, Catalunya)
dc.contributor.author	Gallego Jutglà, Esteve
dc.contributor.author	Rutkowski, E.
dc.contributor.author	Cichocki, Andrej
dc.contributor.author	Solé-Casals, Jordi
dc.date.accessioned	2013-11-27T12:34:20Z
dc.date.available	2013-11-27T12:34:20Z
dc.date.created	2012
dc.date.issued	2012
dc.identifier.citation	Gallego-Jutglà, E., Rutkowski, T. M., Cichocki, A., & Solé-Casals, J. (2012). EEG signal analysis via a cleaning procedure based on multivariate empirical mode decomposition. Paper presented at the IJCCI 2012 - Proceedings of the 4th International Joint Conference on Computational Intelligence, 670-676	ca_ES
dc.identifier.isbn	978-989-8565-33-4
dc.identifier.uri	http://hdl.handle.net/10854/2486
dc.description	IJCCI 2012	ca_ES
dc.description.abstract	Artifacts are present in most of the electroencephalography (EEG) recordings, making it difficult to interpret or analyze the data. In this paper a cleaning procedure based on a multivariate extension of empirical mode decomposition is used to improve the quality of the data. This is achieved by applying the cleaning method to raw EEG data. Then, a synchrony measure is applied on the raw and the clean data in order to compare the improvement of the classification rate. Two classifiers are used, linear discriminant analysis and neural networks. For both cases, the classification rate is improved about 20%.	ca_ES
dc.format	application/pdf
dc.format.extent	7 p.	ca_ES
dc.language.iso	eng	ca_ES
dc.publisher	SciTePress - Science and Technology Publications	ca_ES
dc.rights	(c) SciTePress - Science and Technology Publications
dc.rights	Tots els drets reservats	ca_ES
dc.subject.other	Alzheimer, Malaltia d'	ca_ES
dc.title	EEG signal analysis via a cleaning procedure based on multivariate empirical mode decomposition	ca_ES
dc.type	info:eu-repo/semantics/conferenceObject	ca_ES
dc.rights.accessRights	info:eu-repo/semantics/openAccess	ca_ES