• 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