Comparison of Wavelets for Classification of Cognitive EEG Signals
dc.authorid | ERALDEMIR, SERVER GOKSEL/0000-0003-0835-2601 | |
dc.contributor.author | Eraldemir, S. Goksel | |
dc.contributor.author | Yildirim, Esen | |
dc.date.accessioned | 2024-09-18T20:59:13Z | |
dc.date.available | 2024-09-18T20:59:13Z | |
dc.date.issued | 2015 | |
dc.department | Hatay Mustafa Kemal Üniversitesi | en_US |
dc.description | 23nd Signal Processing and Communications Applications Conference (SIU) -- MAY 16-19, 2015 -- Inonu Univ, Malatya, TURKEY | en_US |
dc.description.abstract | In this work, different wavelet types, that have been frequently used in EEG signal analysis and classification, are compared for cognitive EEG classification. EEG signals are collected from 18 healthy subjects during math processing and simple text reading. Symlet, coiflet and bior wavelet types are used for feature extraction and classification performances of BayesNet and J48 classifiers are compared. The best true positive rate of 90.6% is obtained using Boir 2.4 wavelet type with J48 classifier. | en_US |
dc.description.sponsorship | Dept Comp Engn & Elect & Elect Engn,Elect & Elect Engn,Bilkent Univ | en_US |
dc.identifier.endpage | 1384 | en_US |
dc.identifier.isbn | 978-1-4673-7386-9 | |
dc.identifier.issn | 2165-0608 | |
dc.identifier.scopus | 2-s2.0-84939142408 | en_US |
dc.identifier.scopusquality | N/A | en_US |
dc.identifier.startpage | 1381 | en_US |
dc.identifier.uri | https://hdl.handle.net/20.500.12483/12462 | |
dc.identifier.wos | WOS:000380500900326 | en_US |
dc.identifier.wosquality | N/A | en_US |
dc.indekslendigikaynak | Web of Science | en_US |
dc.indekslendigikaynak | Scopus | en_US |
dc.language.iso | tr | en_US |
dc.publisher | Ieee | en_US |
dc.relation.ispartof | 2015 23rd Signal Processing and Communications Applications Conference (Siu) | en_US |
dc.relation.publicationcategory | Konferans Öğesi - Uluslararası - Kurum Öğretim Elemanı | en_US |
dc.rights | info:eu-repo/semantics/closedAccess | en_US |
dc.subject | Symlet | en_US |
dc.subject | Coiflet | en_US |
dc.subject | Biorthogonal | en_US |
dc.subject | Discrete Wavelet Transform | en_US |
dc.subject | EEG Classification | en_US |
dc.title | Comparison of Wavelets for Classification of Cognitive EEG Signals | en_US |
dc.type | Conference Object | en_US |