Epilepsy seizure onset detection applying 1-NN classifier based on statistical parameters

Zorgno, Ivanna; Blanc, María Cecilia; Oxenford, Simón; Gil Garbagnoli, Francisco; D'Giano, Carlos; Quintero-Rincón, Antonio

ponencia en congreso.page.titleprefix
Epilepsy seizure onset detection applying 1-NN classifier based on statistical parameters

dc.contributor.author	Zorgno, Ivanna
dc.contributor.author	Blanc, María Cecilia
dc.contributor.author	Oxenford, Simón
dc.contributor.author	Gil Garbagnoli, Francisco
dc.contributor.author	D'Giano, Carlos
dc.contributor.author	Quintero-Rincón, Antonio
dc.date.accessioned	2020-01-06T18:17:18Z
dc.date.available	2020-01-06T18:17:18Z
dc.date.issued	2018
dc.description.abstract	"Epilepsy is a disease caused by an excessive discharge of a group of neurons in the cerebral cortex. Extracting this information using EEG signals is an ongoing challenge in biomedical signal processing. In this paper, a new method is proposed for onset seizure detection in epileptic EEG signals based on parameters from the t-location-scale distribution coupled with the variance and the Pearson correlation coefficient. The 1-nearest neighbor classifier achieved a 91% sensitivity (True positive rate) and 95% specificity (True Negative Rate) with a delay of 4.5 seconds (on average) in the 45 signals analyzed, which suggests that the proposed methodology is potentially useful for seizure onset detection in epileptic EEG signals."	en
dc.identifier.uri	http://ri.itba.edu.ar/handle/123456789/1855
dc.language.iso	en	en
dc.relation	info:eu-repo/grantAgreement/ITBA/INICIACIÓN/2017/AR. Ciudad Autónoma de Buenos Aires
dc.relation	info:eu-repo/semantics/altIdentifier/10.1109/ARGENCON.2018.8646234
dc.subject	ELECTROENCEFALOGRAFIA	es
dc.subject	PROCESAMIENTO DE SEÑALES DIGITALES	es
dc.subject	EPILEPSIA	es
dc.title	Epilepsy seizure onset detection applying 1-NN classifier based on statistical parameters	en
dc.type	Ponencias en Congresos	es
dc.type	info:eu-repo/semantics/acceptedVersion
dspace.entity.type	Ponencia en Congreso
itba.description.filiation	Fil: Zorgno, Ivanna. Instituto Tecnológico de Buenos Aires; Argentina.
itba.description.filiation	Fil: Blanc, María Cecilia. Instituto Tecnológico de Buenos Aires; Argentina.
itba.description.filiation	Fil: Oxenford, Simón. Instituto Tecnológico de Buenos Aires; Argentina.
itba.description.filiation	Fil: Gil Garbagnoli, Francisco. Instituto Tecnológico de Buenos Aires; Argentina.
itba.description.filiation	Fil: D'Giano, Carlos. Fundación para la Lucha contra las Enfermedades Neurológicas de la Infancia; Argentina.
itba.description.filiation	Fil: Quintero-Rincón, Antonio. Instituto Tecnológico de Buenos Aires; Argentina.