Causality in Time Series - ClopiNet

Roebroeck Seth Valdes-SosaDaniel Commenges and Anne Gegout-Petit. A general dynamical statistical modelwith possible causal interpretation. journal of the Royal Statistical Society: Series B(Statistical Methodology), 71(3):1–43, 2009.J. Daunizeau, O. David, and K. E. Stephan. Dynamic causal modelling: A criticalreview of the biophysical and statistical foundations. Neuroimage, 2009a.J. Daunizeau, K. J. Friston, and S. J. Kiebel. Variational bayesian identification andprediction of stochastic nonlinear dynamic causal models. Physica D, 238(21):2089–2118, 2009b.O. David. fmri connectivity, meaning and empiricism comments on: Roebroeck et al.the identification of interacting networks in the brain using fmri: Model selection,causality and deconvolution. Neuroimage, 2009.O. David, I. Guillemain, S. Saillet, S. Reyt, C. Deransart, C. Segebarth, and A. Depaulis.Identifying neural drivers with functional mri: an electrophysiological validation.PLoS Biol, 6(12):2683–97, 2008.J. A. de Zwart, P. van Gelderen, X. Golay, V. N. Ikonomidou, and J. H. Duyn. Acceleratedparallel imaging for functional imaging of the human brain. NMR Biomed, 19(3):342–51, 2006.G. Deco, V. K. Jirsa, P. A. Robinson, M. Breakspear, and K. Friston. The dynamicbrain: from spiking neurons to neural masses and cortical fields. PLoS Comput Biol,4(8):e1000092, 2008.T. Deneux and O. Faugeras. Eeg-fmri fusion of paradigm-free activity using kalmanfiltering. Neural Comput, 22(4):906–48, 2010.G. Deshpande, X. Hu, R. Stilla, and K. Sathian. Effective connectivity during hapticperception: a study using granger causality analysis of functional magnetic resonanceimaging data. Neuroimage, 40(4):1807–14, 2008.G. Deshpande, S. LaConte, G. A. James, S. Peltier, and X. Hu. Multivariate grangercausality analysis of fmri data. Hum Brain Mapp, 30(4):1361–73, 2009.G. Deshpande, K. Sathian, and X. Hu. Effect of hemodynamic variability on grangercausality analysis of fmri. Neuroimage, 52(3):884–96, 2010.J Florens. Some technical issues in defining causality. journal of Econometrics, 112:127–128, 2003.J.P. Florens and D. Fougere. Noncausality in continuous time. Econometrica, 64(5):1195–1212, 1996.K. Friston. Functional and effective connectivity in neuroimaging: A synthesis. HumBrain Mapp, 2:56–78, 1994.98