• DocumentCode
    2040329
  • Title

    Visualization of information flows in a brain stemming from alpha waves: Using multidimensional directed information

  • Author

    Sakata, Osamu ; Suzuki, Yutaka

  • Author_Institution
    Fac. of Eng., Univ. of Yamanashi, Kofu, Japan
  • fYear
    2010
  • fDate
    21-24 Nov. 2010
  • Firstpage
    1752
  • Lastpage
    1756
  • Abstract
    This article proposes a method to visualize information flows in the brain stemming from specific components making up electroencephalograms (EEGs). This method combines multidimensional directed information analysis, which is a method used in causality analysis of multidimensional time series, with independent component analysis to extract only directed information related to specific EEG components. This method will enable us to find problems in brain information communication that are caused by specific diseases or organic disorders in the brain, and observe several information flows occurring simultaneously but completely independent of information communication in the brain. In this paper, as an example of applying the proposed method, an attempt was made to extract only information flows related to alpha waves from information flows in the multi-channel EEGs of a healthy individual.
  • Keywords
    causality; electroencephalography; independent component analysis; medical signal processing; time series; alpha waves; brain information communication; brain stemming; causality analysis; diseases; electroencephalograms; independent component analysis; information extraction; information flow visualization; multichannel EEG; multidimensional directed information analysis; multidimensional time series; organic disorders; alpha wave; electroencephalogram; independent component analysis; information flow;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    TENCON 2010 - 2010 IEEE Region 10 Conference
  • Conference_Location
    Fukuoka
  • ISSN
    pending
  • Print_ISBN
    978-1-4244-6889-8
  • Type

    conf

  • DOI
    10.1109/TENCON.2010.5686129
  • Filename
    5686129