DocumentCode :
1732889
Title :
MEG-based imaging of focal neuronal current sources
Author :
Phillips, James W. ; Leahy, Richard M. ; Mosher, John C.
Author_Institution :
Signal & Image Process. Inst., Univ. of Southern California, Los Angeles, CA, USA
Volume :
3
fYear :
1995
Firstpage :
1746
Abstract :
The authors describe a new approach to imaging neuronal currents from measurements of the magnetoencephalogram (MEG) associated with sensory, motor, or cognitive brain activation. Previous approaches to this problem have concentrated on the use of weighted minimum norm inverse methods. While these methods ensure a unique solution, they do not introduce information specific to the MEG inverse problem, often producing overly smoothed solutions and exhibiting severe sensitivity to noise. The authors describe a Bayesian formulation of the inverse problem in which a Gibbs prior is constructed to reflect the sparse focal nature of the current sources. The authors demonstrate the method with simulated and experimental phantom data, comparing its performance with several weighted minimum norm methods
Keywords :
Bayes methods; bioelectric phenomena; biomedical imaging; inverse problems; magnetoencephalography; neurophysiology; Gibbs prior; MEG inverse problem; MEG-based imaging; cognitive brain activation; experimental phantom data; focal neuronal current sources; inverse problem Bayesian formulation; motor brain activation; neuronal currents; overly smoothed solutions; sensory brain activation; severe noise sensitivity; simulated data; sparse focal nature; weighted minimum norm inverse methods; weighted minimum norm methods; Bayesian methods; Brain modeling; Current measurement; Image processing; Imaging phantoms; Inverse problems; Magnetic field measurement; Magnetic heads; Magnetic sensors; Vectors;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Nuclear Science Symposium and Medical Imaging Conference Record, 1995., 1995 IEEE
Conference_Location :
San Francisco, CA
Print_ISBN :
0-7803-3180-X
Type :
conf
DOI :
10.1109/NSSMIC.1995.501923
Filename :
501923
Link To Document :
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