• 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