Figure 1. Simulated data and comparison of dynamic and standard MAR approach.
Illustration of non-stationary fMRI time series simulation process, where time series A causes time series B (a); spectrograms of GPDC (both directions) obtained by performing dynamic MAR model based on Kalman filtering before and after smoothing procedure (b); median frequency profiles of GPDC for dynamic MAR and time-invariant MAR estimates (c). The dashed line shows upper bound of 95 % confidence interval under the hypothesis of no connectivity between the components.