Study on spike-and-wave detection in epileptic signals using T-location-scale distribution and the K-nearest neighbors classifier

Quintero-Rincón, Antonio; Prendes, Jorge; D'Giano, Carlos; Muro, Valeria

Ponencia en Congreso:
Study on spike-and-wave detection in epileptic signals using T-location-scale distribution and the K-nearest neighbors classifier

dc.contributor.author	Quintero-Rincón, Antonio
dc.contributor.author	Prendes, Jorge
dc.contributor.author	D'Giano, Carlos
dc.contributor.author	Muro, Valeria
dc.date.accessioned	2019-08-16T16:15:27Z
dc.date.available	2019-08-16T16:15:27Z
dc.date.issued	2017-12
dc.description.abstract	"Pattern classification in electroencephalography (EEG) signals is an important problem in biomedical engineering since it enables the detection of brain activity, in particular the early detection of epileptic seizures. In this paper we propose a k-nearest neighbors classification for epileptic EEG signals based on an t-location-scale statistical representation to detect spike-and-waves. The proposed approach is demonstrated on a real dataset containing both spike-and-wave events and normal brain function signals, where our performance is evaluated in terms of classification accuracy, sensitivity and specificity."	en
dc.identifier.isbn	978-1538-63-397-7
dc.identifier.uri	http://ri.itba.edu.ar/handle/123456789/1718
dc.language.iso	en	en
dc.relation	info:eu-repo/semantics/altIdentifier/doi/10.1109/URUCON.2017.8171869
dc.relation	info:eu-repo/grantAgreement/ITBA/ITBACyT/41/AR. Ciudad Autónoma de Buenos Aires
dc.subject	ELECTROENCEFALOGRAFIA	es
dc.subject	EPILEPSIA	es
dc.subject	COMPENSACION DEL MOVIMIENTO	es
dc.subject	PROCESAMIENTO DE SEÑALES DIGITALES	es
dc.title	Study on spike-and-wave detection in epileptic signals using T-location-scale distribution and the K-nearest neighbors classifier	en
dc.type	Ponencias en Congresos	es
dc.type	info:eu-repo/semantics/acceptedVersion
dspace.entity.type	Ponencia en Congreso
itba.description.filiation	Fil: Quintero-Rincón, Antonio. Instituto Tecnológico de Buenos Aires; Argentina.
itba.description.filiation	Fil: Prendes, Jorge. Université de Toulouse; Francia.
itba.description.filiation	Fil: Muro, Valeria. Fundación para la Lucha contra las Enfermedades Neurológicas de la Infancia; Argentina.
itba.description.filiation	Fil: D'Giano, Carlos. Fundación para la Lucha contra las Enfermedades Neurológicas de la Infancia; Argentina.