Classification of EEG Records for the Cursor Movement with the Convolutional Neural Network

dc.contributor.authorTurk, Omer
dc.contributor.authorOzerdem, Mehmet Sirac
dc.date.accessioned2024-04-24T17:33:20Z
dc.date.available2024-04-24T17:33:20Z
dc.date.issued2018
dc.departmentDicle Üniversitesien_US
dc.descriptionInnovations in Intelligent Systems and Applications Conference (ASYU) -- OCT 04-06, 2018 -- Adana, TURKEYen_US
dc.description.abstractNowadays, very successful results are obtained with deep learning architectures which can be applied to many fields. Because of the high performances it provides in many areas, deep learning has come to a central position in machine learning and pattern recognition. In this study, electroencephalogram (EEG) signals related to up and down cursor movements were represented as image pattern by using obtained approximation coefficients after wavelet transform. The Obtained image patterns were classified by applying Convolutional Neural Network. In this study, EEG records related to cursor movements were classified and classification accuracy was obtained as 88.13%.en_US
dc.description.sponsorshipCUKUROVA Univ,Yildiz Tech Univ,IEEE Turkey Sect,Cukurova Univ Comp Eng Depten_US
dc.identifier.endpage32en_US
dc.identifier.isbn978-1-5386-7786-5
dc.identifier.scopus2-s2.0-85059975910
dc.identifier.scopusqualityN/A
dc.identifier.startpage29en_US
dc.identifier.urihttps://hdl.handle.net/11468/20630
dc.identifier.wosWOS:000455592800035
dc.identifier.wosqualityN/A
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.language.isotren_US
dc.publisherIeeeen_US
dc.relation.ispartof2018 Innovations in Intelligent Systems and Applications Conference (Asyu)
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectConvolutional Neural Networken_US
dc.subjectEegen_US
dc.subjectWavelet Transformen_US
dc.titleClassification of EEG Records for the Cursor Movement with the Convolutional Neural Networken_US
dc.titleClassification of EEG Records for the Cursor Movement with the Convolutional Neural Network
dc.typeConference Objecten_US

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