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
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