EEG and MEG Data Analysis in SPM8

SPM is a free and open source software written in MATLAB (The MathWorks, Inc.). In addition to standard M/EEG preprocessing, we presently offer three main analysis tools: (i) statistical analysis of scalp-maps, time-frequency images, and volumetric 3D source reconstruction images based on the genera...

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Bibliographic Details
Published in:Computational Intelligence and Neuroscience 2011-01, Vol.2011 (2011), p.304-335
Main Authors: Mattout, Jérémie, Litvak, Vladimir, Kiebel, Stefan, Phillips, Christophe, Henson, Richard, Kilner, James, Barnes, Gareth, Oostenveld, Robert, Daunizeau, Jean, Flandin, Guillaume, Penny, Will, Friston, Karl
Format: Article
Language:English
Subjects:
Bayes Theorem
Brain - anatomy & histology
Brain - physiology
Brain Mapping
Brain research
Cognition & reasoning
Computer Simulation
Data analysis
Diagnostic Imaging
EEG
Electroencephalography
Electroencephalography - methods
Electronic data processing
Engineering, computing & technology
Humans
Image Processing, Computer-Assisted - methods
Ingénierie, informatique & technologie
Magnetoencephalography
Magnetoencephalography - methods
Medical imaging
MEG
Methods
Models, Neurological
Neuroimaging
Public software
Software
SPM
Statistical analysis
Technology application
Time Factors
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Description
Summary:SPM is a free and open source software written in MATLAB (The MathWorks, Inc.). In addition to standard M/EEG preprocessing, we presently offer three main analysis tools: (i) statistical analysis of scalp-maps, time-frequency images, and volumetric 3D source reconstruction images based on the general linear model, with correction for multiple comparisons using random field theory; (ii) Bayesian M/EEG source reconstruction, including support for group studies, simultaneous EEG and MEG, and fMRI priors; (iii) dynamic causal modelling (DCM), an approach combining neural modelling with data analysis for which there are several variants dealing with evoked responses, steady state responses (power spectra and cross-spectra), induced responses, and phase coupling. SPM8 is integrated with the FieldTrip toolbox , making it possible for users to combine a variety of standard analysis methods with new schemes implemented in SPM and build custom analysis tools using powerful graphical user interface (GUI) and batching tools.
ISSN:1687-5265
1687-5273
1687-5273
DOI:10.1155/2011/852961