DocumentCode
1898986
Title
Detection and localization of epileptic seizures using ICA
Author
Sanei, Saeid ; Latif, Mohammad A. ; Shoker, Leor
Author_Institution
Centre for Digital Signal Process. Res., King´´s Coll., London, UK
fYear
2004
fDate
18-21 July 2004
Firstpage
173
Lastpage
176
Abstract
An effective and simple algorithm for localization of epileptiform sources of the EEG signals within the brain has been developed here. The method includes a constrained blind source separation (CBSS) algorithm, which attempts to separate and localize the epileptifom EEG sources. The significance of the new developed algorithm is the incorporation of a proper constraint into the joint approximate diagonalization formulation. The fixed locations of the electrodes together with the normalized correlations between the estimated sources and the observed EEGs provide a sufficient geometrical information to localize the sources.
Keywords
blind source separation; diseases; electroencephalography; independent component analysis; medical signal detection; neurophysiology; CBSS algorithm; EEG signal; ICA; brain; constrained blind source separation; epileptic seizure detection; epileptic seizure localization; geometrical information; joint approximate diagonalization formulation; Blind source separation; Direction of arrival estimation; Electrodes; Electroencephalography; Epilepsy; Frequency; Independent component analysis; Signal processing; Signal processing algorithms; Working environment noise;
fLanguage
English
Publisher
ieee
Conference_Titel
Sensor Array and Multichannel Signal Processing Workshop Proceedings, 2004
Print_ISBN
0-7803-8545-4
Type
conf
DOI
10.1109/SAM.2004.1502931
Filename
1502931
Link To Document