DocumentCode
3430695
Title
Generalized Mean Phase Coherence for asynchrony abnormality detection in multichannel newborn EEG
Author
Omidvarnia, Amir ; Vanhatalo, Sampsa ; Mesbah, Mostefa ; Azemi, Ghasem ; Colditz, Paul ; Boashash, Boualem
Author_Institution
Clinical Res. Centre, Univ. of Queensland, Brisbane, QLD, Australia
fYear
2012
fDate
2-5 July 2012
Firstpage
274
Lastpage
279
Abstract
Inter-hemispheric asynchrony within the multichannel recordings of newborn EEG is associated with abnormal functionality of the newborn brain. Mean Phase Coherence (MPC) as a bivariate phase synchrony measure is widely used for pair-wise comparisons of scalp EEG phase information. A bivariate measure, however, is unlikely to capture the key feature of asynchrony seen in the sick neonatal brain, which is characterized by a global disruption of synchrony. In this study, the concept of cointegration is employed to generalize the bivariate MPC to deal with the multivariate case. The performance of the generalized MPC (GMPC) is evaluated using two simulated signals. It is also tested on a multichannel newborn EEG dataset with asynchronous inter-hemispheric bursts. The proposed method can be used to detect and quantify the degree of inter-hemispheric asynchrony from EEG signals.
Keywords
brain; electroencephalography; medical signal processing; GMPC; asynchronous interhemispheric bursts; asynchrony abnormality detection; bivariate MPC; bivariate phase synchrony measure; generalized MPC; generalized mean phase coherence; interhemispheric asynchrony; multichannel newborn EEG; multichannel recordings; newborn brain; scalp EEG phase information; sick neonatal brain; Coherence; Educational institutions; Electroencephalography; Equations; Mathematical model; Pediatrics; Phase measurement;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Science, Signal Processing and their Applications (ISSPA), 2012 11th International Conference on
Conference_Location
Montreal, QC
Print_ISBN
978-1-4673-0381-1
Electronic_ISBN
978-1-4673-0380-4
Type
conf
DOI
10.1109/ISSPA.2012.6310559
Filename
6310559
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