• DocumentCode
    2573578
  • Title

    Modulation of scale-free properties of brain activity in MEG

  • Author

    Zilber, Nicolas ; Ciuciu, Philippe ; Abry, Patrice ; Van Wassenhove, Virginie

  • Author_Institution
    IBM NeuroSpin center, CEA, Gif-sur-Yvette, France
  • fYear
    2012
  • fDate
    2-5 May 2012
  • Firstpage
    1531
  • Lastpage
    1534
  • Abstract
    The analysis of scale-free (i.e., 1/f power spectrum) brain activity has emerged in the last decade since it has been shown that low frequency fluctuations interact with oscillatory activity in electrophysiology, noticeably when exogenous factors (stimuli, task) are delivered to the human brain. However, there are some major difficulties in measuring scale-free activity in neuroimaging data: they are noisy, possibly nonstationary ... Here, we make use of multifractal analysis to better understand the biological meaning of scale-free activity recorded with Magnetoencephalography (MEG) data. On a cohort of 20 subjects, we demonstrate the presence of self-similarity on all sensors during rest and visually evoked activity. Also, we report significant multifractality on the norm of gradiometers. Finally, on the latter signals we show how self-similarity and multifractality are modulated between ongoing and evoked activity.
  • Keywords
    magnetoencephalography; medical signal processing; neurophysiology; visual evoked potentials; MEG; brain activity; electrophysiology; gradiometer; low frequency fluctuation; magnetoencephalography; multifractal analysis; multifractality; neuroimaging data; oscillatory activity; rest activity; scale-free activity; self-similarity; signal modulation; visually evoked activity; Brain; Electroencephalography; Fractals; Modulation; Sensors; Time series analysis; Wavelet analysis; MEG; multifractal analysis; scale-free activity; scaling;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biomedical Imaging (ISBI), 2012 9th IEEE International Symposium on
  • Conference_Location
    Barcelona
  • ISSN
    1945-7928
  • Print_ISBN
    978-1-4577-1857-1
  • Type

    conf

  • DOI
    10.1109/ISBI.2012.6235864
  • Filename
    6235864