Title :
Equivalence of linear approaches in bioelectromagnetic inverse solutions
Author :
Mosher, John C. ; Baillet, Sylvain ; Leahy, Richard M.
Author_Institution :
Los Alamos Nat. Lab., NM, USA
fDate :
28 Sept.-1 Oct. 2003
Abstract :
Several different techniques have appeared in the magnetoencephalography (MEG) literature for solving the ambiguous inverse problem. We show that if the same second order statistics are uniformly applied in each case, then the resulting solutions are the same. Additionally, for the common assumption of independent sources, then the "noise significance " measure emphasises the need to select the data and noise covariance statistics, not the specific values of source statistics. Thus such algorithms as "dynamic SPM" and "synthetic aperture magnetoencephalography " are theoretically equivalent and differ in practice by practical matters of specification or estimation of data covariances.
Keywords :
inverse problems; magnetoencephalography; medical signal processing; statistical analysis; MEG; ambiguous inverse problem; bioelectromagnetic inverse solutions; data covariance statistics; dynamic SPM; linear approaches; magnetoencephalography; noise covariance statistics; second order statistics; synthetic aperture magnetoencephalography; Current measurement; Equations; Forward contracts; Laboratories; Lead; Sensor arrays; Sensor systems; Statistics; Terminology; Time measurement;
Conference_Titel :
Statistical Signal Processing, 2003 IEEE Workshop on
Print_ISBN :
0-7803-7997-7
DOI :
10.1109/SSP.2003.1289402