CLASSIFICATION OF ECoG PATTERNS RELATED TO FINGER MOVEMENTS WITH WAVELET BASED SVM METHODS

Basit Öğe Kaydı
dc.contributor.authorKaradag, Kerim
dc.contributor.authorOzerdem, Mehmet Sirac
dc.date.accessioned2024-04-24T17:47:30Z
dc.date.available2024-04-24T17:47:30Z
dc.date.issued2014
dc.departmentDicle Üniversitesien_US
dc.description22nd IEEE Signal Processing and Communications Applications Conference (SIU) -- APR 23-25, 2014 -- Karadeniz Teknik Univ, Trabzon, TURKEYen_US
dc.description.abstractClassification of finger movement related to (electrocorticography) ECoG records is the main purpose of this study. Data set IV presented in BCI Competition IV was used in this study. This data set contains brain signals from three epileptic subjects and the data records consist of both ECoG and electronic glove data. ECoG segments related finger movements were extracted by means of finger movement records generated by electronic glove. Features of segments with different lengths were extracted using wavelets and the channels having high performance were determined. The coefficients were classified with Support Vector Machine (SVM) classifier. The mean performances of three subjects were obtained as follows; classification rate 91.76% for two fingers, classification rate 76.16% for three fingers, classification rate 61.34% for four fingers and classification rate 48.51% for five fingers.en_US
dc.description.sponsorshipIEEE,Karadeniz Tech Univ, Dept Comp Engn & Elect & Elect Engnen_US
dc.identifier.endpage2177en_US
dc.identifier.isbn978-1-4799-4874-1
dc.identifier.issn2165-0608
dc.identifier.startpage2174en_US
dc.identifier.urihttps://hdl.handle.net/11468/22545
dc.identifier.wosWOS:000356351400523
dc.identifier.wosqualityN/A
dc.indekslendigikaynakWeb of Science
dc.language.isotren_US
dc.publisherIeeeen_US
dc.relation.ispartof2014 22nd Signal Processing and Communications Applications Conference (Siu)
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.subjectEcogen_US
dc.subjectFinger Movementsen_US
dc.subjectClassificationsen_US
dc.subjectWaveletsen_US
dc.subjectSvmen_US
dc.titleCLASSIFICATION OF ECoG PATTERNS RELATED TO FINGER MOVEMENTS WITH WAVELET BASED SVM METHODSen_US
dc.titleCLASSIFICATION OF ECoG PATTERNS RELATED TO FINGER MOVEMENTS WITH WAVELET BASED SVM METHODS
dc.typeConference Objecten_US

Dosyalar

Koleksiyon

WoS İndeksli Yayınlar Koleksiyonu