Classification of Simple Text Reading and Mathematical Tasks from EEG

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dc.authoridERALDEMIR, SERVER GOKSEL/0000-0003-0835-2601
dc.contributor.authorEraldemir, S. Goksel
dc.contributor.authorYildirim, Esen
dc.date.accessioned2024-09-18T20:16:40Z
dc.date.available2024-09-18T20:16:40Z
dc.date.issued2014
dc.departmentHatay Mustafa Kemal Üniversitesien_US
dc.description22nd IEEE Signal Processing and Communications Applications Conference (SIU) -- APR 23-25, 2014 -- Karadeniz Teknik Univ, Trabzon, TURKEYen_US
dc.description.abstractAll types of brain activity produce electrical signals. These signals emerge during body movement, as well as at the stage of thinking and they can be recorded using an EEG device. In this study EEG signals of healthy volunteers were recorded during simple mathematical tasks and text reading. The aim of the study is to discriminate these activities from recorded EEG signals. For this purpose we used EEG signals recorded from healthy volunteers using international 10-20 electrode placing system. Features are extracted using wavelet transform and they used for classification using Bayesian Classifiers. As a result of the study EEG signals, recorded during mathematical operations and text reading, were classified with a true positive rate of 89.1% and a precision rate of 89.2% on the average.en_US
dc.description.sponsorshipIEEE,Karadeniz Tech Univ, Dept Comp Engn & Elect & Elect Engnen_US
dc.identifier.endpage183en_US
dc.identifier.isbn978-1-4799-4874-1
dc.identifier.issn2165-0608
dc.identifier.scopus2-s2.0-84903772819en_US
dc.identifier.scopusqualityN/Aen_US
dc.identifier.startpage180en_US
dc.identifier.urihttps://hdl.handle.net/20.500.12483/9682
dc.identifier.wosWOS:000356351400025en_US
dc.identifier.wosqualityN/Aen_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isotren_US
dc.publisherIeeeen_US
dc.relation.ispartof2014 22nd Signal Processing and Communications Applications Conference (Siu)en_US
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectEEGen_US
dc.subjectSignal Processingen_US
dc.subjectWavelet Transformen_US
dc.subjectClassifieden_US
dc.titleClassification of Simple Text Reading and Mathematical Tasks from EEGen_US
dc.typeConference Objecten_US

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