Generalised filtering and stochastic DCM for fMRI

► Inversion of stochastic dynamic causal models (DCMs) is feasible. ► Random fluctuations in stochastic DCMs have nontrivial amplitude and smoothness. ► Stochastic DCM has face validity. ► Generalised filtering reveals group differences not disclosed by variational schemes.