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Ramsey J. D., Hanson S. J. & Hanson C. et al. (2010). « Six problems for causal inference from fMRI ». NeuroImage, vol. 49, n° 2, janvier, p. 1545–1558. ISSN 1095-9572. 
Added by: Catherine Reverdy (25 Jul 2013 11:52:06 Europe/Paris)   Last edited by: Catherine Reverdy (25 Jul 2013 15:40:32 Europe/Paris)
Resource type: Journal Article
DOI: 10.1016/j.neuroimage.2009.08.065
ID no. (ISBN etc.): 1095-9572
BibTeX citation key: Ramsey2010
Categories: Apprentissages et psychologie
Subcategories: Neurosciences et Ă©ducation
Keywords: neurosciences
Creators: Glymour, Halchenko, Hanson, Hanson, Poldrack, Ramsey
Collection: {NeuroImage}
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Views index: 17%
Popularity index: 4.25%
Neuroimaging (e.g. fMRI) data are increasingly used to attempt to identify not only brain regions of interest ROIs that are especially active during perception, cognition, and action, but also the qualitative causal relations among activity in these regions (known as effective connectivity; Friston, 1994). Previous investigations and anatomical and physiological knowledge may somewhat constrain the possible hypotheses, but there often remains a vast space of possible causal structures. To find actual effective connectivity relations, search methods must accommodate indirect measurements of nonlinear time series dependencies, feedback, multiple subjects possibly varying in identified regions of interest, and unknown possible location-dependent variations in BOLD response delays. We describe combinations of procedures that under these conditions find feed-forward sub-structure characteristic of a group of subjects. The method is illustrated with an empirical data set and confirmed with simulations of time series of non-linear, randomly generated, effective connectivities, with feedback, subject to random differences of BOLD delays, with regions of interest missing at random for some subjects, measured with noise approximating the signal to noise ratio of the empirical data.
Added by: Catherine Reverdy  Last edited by: Catherine Reverdy
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