• DocumentCode
    2478540
  • Title

    Task-related MEG source localization via discriminant analysis

  • Author

    Zhang, Jinyin ; Sudre, Gustavo ; Li, Xin ; Wang, Wei ; Weber, Douglas J. ; Bagic, Anto

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Carnegie Mellon Univ., Pittsburgh, PA, USA
  • fYear
    2011
  • fDate
    Aug. 30 2011-Sept. 3 2011
  • Firstpage
    2351
  • Lastpage
    2354
  • Abstract
    To investigate the neural activity corresponding to different cognitive states, it is of great importance to localize the cortical areas that are associated with task-related modulation. In this paper, we propose a novel discriminant pattern source localization (DPSL) method to analyze MEG data. Unlike most traditional source localization methods that aim to find “dominant” sources, DPSL is developed to capture the “differential” sources that distinguish different cognitive states. As will be demonstrated by the experimental results in this paper, the proposed DPSL method offers superior accuracy to identify the spatial locations of task-related sources.
  • Keywords
    cognition; magnetoencephalography; medical signal processing; DPSL method; MEG data analysis; cognitive states; cortical area localisation; differential sources; discriminant analysis; discriminant pattern source localization; neural activity; task related MEG source localization; task related modulation; Algorithm design and analysis; Educational institutions; Modulation; Spatial filters; Support vector machines; Vectors; Visualization; Brain; Brain Mapping; Cognition; Discriminant Analysis; Humans; Magnetoencephalography; Nerve Net; Pattern Recognition, Automated; Task Performance and Analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
  • Conference_Location
    Boston, MA
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-4121-1
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/IEMBS.2011.6090657
  • Filename
    6090657