DocumentCode
2404349
Title
Regression-based analysis of synchronization in multichannel EEG in epilepsy
Author
Graef, Andreas ; Hartmann, Manfred ; Deistler, Manfred ; Kluge, Tilmann
Author_Institution
Safety & Security Dept., AIT Austrian Inst. of Technol. GmbH, Vienna, Austria
fYear
2009
fDate
3-6 Sept. 2009
Firstpage
4743
Lastpage
4746
Abstract
In this paper we assess a dependency measure for multivariate time series termed extrinsic-to-intrinsic-power-ratio (EIPR) using two different signal models. In a comparison with partial directed coherence (PDC) we show that both measures correctly identify imposed couplings, but that limitations of the PDC do not affect EIPR. Moreover, EIPR is successfully used for the localization of the seizure onset zone in ECoG recordings from two epilepsy patients, given the exact seizure onset time. The electrodes identified by the proposed method are in excellent accordance with the clinical findings.
Keywords
electroencephalography; medical disorders; medical signal processing; neurophysiology; regression analysis; synchronisation; time series; ECoG recordings; extrinsic-to-intrinsic-power-ratio; multichannel EEG in epilepsy; multivariate time series; regression-based analysis; seizure onset zone; signal model; synchronization; Electroencephalography; Epilepsy; Humans; Models, Theoretical; Regression Analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society, 2009. EMBC 2009. Annual International Conference of the IEEE
Conference_Location
Minneapolis, MN
ISSN
1557-170X
Print_ISBN
978-1-4244-3296-7
Electronic_ISBN
1557-170X
Type
conf
DOI
10.1109/IEMBS.2009.5334186
Filename
5334186
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