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
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;
Conference_Titel :
Engineering in Medicine and Biology Society, 2009. EMBC 2009. Annual International Conference of the IEEE
Conference_Location :
Minneapolis, MN
Print_ISBN :
978-1-4244-3296-7
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2009.5334186