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
fDate :
Aug. 30 2011-Sept. 3 2011
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;
Conference_Titel :
Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
Conference_Location :
Boston, MA
Print_ISBN :
978-1-4244-4121-1
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2011.6090657