DocumentCode :
2491254
Title :
EEG preprocessing for synchronization estimation and epilepsy lateralization
Author :
Vélez-Pérez, H. ; Romo-Vázquez, R. ; Ranta, R. ; Louis-Dorr, V. ; Maillard, L.
Author_Institution :
Depto. Electron., CUCEI-UDG, Guadalajara, Mexico
fYear :
2011
fDate :
Aug. 30 2011-Sept. 3 2011
Firstpage :
5028
Lastpage :
5031
Abstract :
The global framework of this paper is the synchronization analysis in EEG recordings. Two main objectives are pursued: the evaluation of the synchronization estimation for lateralization purposes in epileptic EEGs and the evaluation of the effect of the preprocessing (artifact and noise cancelling by blind source separation, wavelet denoising and classification) on the synchronization analysis. We propose a new global synchronization index, based on the classical cross power spectrum, estimated for each cerebral hemisphere. After preprocessing, the proposed index is able to correctly lateralize the epileptic zone in over 90% of the cases.
Keywords :
blind source separation; electroencephalography; medical signal processing; neurophysiology; signal classification; signal denoising; synchronisation; wavelet transforms; EEG preprocessing; EEG recordings; artifact removal; blind source separation; epilepsy lateralization; noise cancelling; signal classification; synchronization analysis; synchronization estimation; wavelet denoising; Electroencephalography; Epilepsy; Indexes; Noise; Scalp; Synchronization; Adolescent; Adult; Algorithms; Brain; Cortical Synchronization; Diagnosis, Computer-Assisted; Epilepsy; Female; Functional Laterality; Humans; Male; Middle Aged; Reproducibility of Results; Sensitivity and Specificity; Young Adult;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
Conference_Location :
Boston, MA
ISSN :
1557-170X
Print_ISBN :
978-1-4244-4121-1
Electronic_ISBN :
1557-170X
Type :
conf
DOI :
10.1109/IEMBS.2011.6091246
Filename :
6091246
Link To Document :
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