Fig. 2.

The log-evidence for different order VAR models. The variational Bayes approach described in the text provides the log model evidence for different VAR model orders. This analysis illustrates a large increase in model evidence up to order twelve (black) and small increases thereafter (grey). This increase in evidence occurs at an order that is equal to the number of poles of the DCMs transfer function (see Appendix B).