Seizure detection via empirical mode decomposition

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dc.authorscopusid57198276954
dc.authorscopusid57188729974
dc.authorscopusid43262125900
dc.contributor.authorÖzdemir, Nilüfer
dc.contributor.authorDuman, Firat
dc.contributor.authorYildirim, Esen
dc.date.accessioned2024-09-19T15:41:13Z
dc.date.available2024-09-19T15:41:13Z
dc.date.issued2011
dc.departmentHatay Mustafa Kemal Üniversitesien_US
dc.description2011 IEEE 19th Signal Processing and Communications Applications Conference, SIU 2011 -- 20 April 2011 through 22 April 2011 -- Antalya -- 85528en_US
dc.description.abstractEpilepsy is a neurological disorder that affects a serious number of people all around the world. Detection of epileptic seizures using EEG signals occupies an important part in the diagnosis of epilepsy. The aim of this study is to develop a method for seizure detection based on Empirical Mode Decomposition. In this method, EEG signals are decomposed to their Intrinsic Mode Functions and first 4 IMFs's maximum, minimum, mean, standart deviation and energy values are used for classification. This method was tested on 123 minutes of iktal data and 200 minutes of inter-iktal data using 3 different classifiers. For all clasifiers, over %80 sensitivity and over %95 specificity were otained. These results show that epileptic seizure detection in EEG records via EMD is very promising. © 2011 IEEE.en_US
dc.identifier.doi10.1109/SIU.2011.5929776
dc.identifier.endpage816en_US
dc.identifier.isbn978-145770463-5
dc.identifier.scopus2-s2.0-79960432780en_US
dc.identifier.scopusqualityN/Aen_US
dc.identifier.startpage813en_US
dc.identifier.urihttps://doi.org/10.1109/SIU.2011.5929776
dc.identifier.urihttps://hdl.handle.net/20.500.12483/14099
dc.indekslendigikaynakScopusen_US
dc.language.isotren_US
dc.relation.ispartof2011 IEEE 19th Signal Processing and Communications Applications Conference, SIU 2011en_US
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectEEG signalsen_US
dc.subjectEmpirical Mode Decompositionen_US
dc.subjectEnergy valueen_US
dc.subjectEpileptic seizure detectionen_US
dc.subjectEpileptic seizuresen_US
dc.subjectIntrinsic Mode functionsen_US
dc.subjectNeurological disordersen_US
dc.subjectSeizure detectionen_US
dc.subjectSignal detectionen_US
dc.titleSeizure detection via empirical mode decompositionen_US
dc.title.alternativeAmpirik kip ayrişimi yoluyla epileptik nöbet teşhisien_US
dc.typeConference Objecten_US

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