Causality in Time Series - ClopiNet

Causal analysis of fMRIK. Friston. Beyond phrenology: what can neuroimaging tell us about distributed circuitry?Annu Rev Neurosci, 25:221–50, 2002.K. Friston. Dynamic causal modeling and granger causality comments on: The identificationof interacting networks in the brain using fmri: Model selection, causalityand deconvolution. Neuroimage, 2009a.K. Friston, J. Mattout, N. Trujillo-Barreto, J. Ashburner, and W. Penny. Variational freeenergy and the laplace approximation. Neuroimage, 34(1):220–34, 2007.K. J. Friston, A. Mechelli, R. Turner, and C. J. Price. Nonlinear responses in fmri:the balloon model, volterra kernels, and other hemodynamics. Neuroimage, 12(4):466–77, 2000.K. J. Friston, L. Harrison, and W. Penny. Dynamic causal modelling. Neuroimage, 19(4):1273–302, 2003.K. J. Friston, N. Trujillo-Barreto, and J. Daunizeau. Dem: a variational treatment ofdynamic systems. Neuroimage, 41(3):849–85, 2008.Karl Friston. Hierarchical models in the brain. PLoS Computational Biology, 4, 2008.Karl Friston. Causal modelling and brain connectivity in functional magnetic resonanceimaging. PLoS biology, 7:e33, 2009b.Karl Friston, Klaas Stephan, Baojuan Li, and Jean Daunizeau. Generalised filtering.Mathematical Problems in Engineering, 2010:1–35, 2010.J. F. Geweke. Measurement of linear dependence and feedback between multiple timeseries. journal of the American Statistical Association, 77(378):304–324, 1982.G. H. Glover. Deconvolution of impulse response in event-related bold fmri. Neuroimage,9(4):416–29, 1999.C. Glymour. Learning, prediction and causal bayes nets. Trends Cogn Sci, 7(1):43–48,2003.R. Goebel, A. Roebroeck, D. S. Kim, and E. Formisano. Investigating directed corticalinteractions in time-resolved fmri data using vector autoregressive modeling andgranger causality mapping. Magn Reson Imaging, 21(10):1251–61, 2003.C. W. J. Granger. Investigating causal relations by econometric models and crossspectralmethods. Econometrica, 37(3):424–438, 1969.E.M. Haacke, R.W. Brown, M.R. Thompson, and R. Venkatesan. Magnetic ResonanceImaging: Physical Principles and Sequence Design. John Wiley and Sons, Inc, NewYork, 1999.99