@CONFERENCE\{IMM2009-05804, author = "M. M{\o}rup and K. H. Madsen and L. K. Hansen", title = "Latent Causal Modelling of Neuroimaging Data", year = "2009", booktitle = "{NIPS} Workshop on Connectivity Inference in Neuroimaing", volume = "", series = "", editor = "", publisher = "", organization = "", address = "", url = "http://www2.compute.dtu.dk/pubdb/pubs/5804-full.html", abstract = "We establish a close connection between Granger causality and convolutive bilinear models. Contrary to Granger causality that considers causal relations between the measurement variables the convolutive model operate with causal relations to underlying latent sources. We derive a Bayesian approach to estimate the model parameters and demonstrate its success on real and artificial {EEG} data." }