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Neuroscience and Neurobiology Commons

Open Access. Powered by Scholars. Published by Universities.®

Dartmouth Scholarship

2016

Cognitive neuroscience

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Full-Text Articles in Neuroscience and Neurobiology

Cosmomvpa: Multi-Modal Multivariate Pattern Analysis Of Neuroimaging Data In Matlab/Gnu Octave, Nikolaas N. Oosterhof, Andrew C. Connolly, James V. Haxby Apr 2016

Cosmomvpa: Multi-Modal Multivariate Pattern Analysis Of Neuroimaging Data In Matlab/Gnu Octave, Nikolaas N. Oosterhof, Andrew C. Connolly, James V. Haxby

Dartmouth Scholarship

Recent years have seen an increase in the popularity of multivariate pattern (MVP) analysis of functional magnetic resonance (fMRI) data, and, to a much lesser extent, magneto- and electro-encephalography (M/EEG) data. We present CoSMoMVPA, a lightweight MVPA (MVP analysis) toolbox implemented in the intersection of the Matlab and GNU Octave languages, that treats both fMRI and M/EEG data as first-class citizens. CoSMoMVPA supports all state-of-the-art MVP analysis techniques, including searchlight analyses, classification, correlations, representational similarity analysis, and the time generalization method. These can be used to address both data-driven and hypothesis-driven questions about neural organization and representations, both within and …