Temporal

It can be seen that blindly using a temporal AR(3) is worse than an AR(1) unless an ARD or MRF prior is used. There are clearly benefits in allowing the order to vary and in spatially regularising the temporal AR estimates, although, performing these two things in the same model is not straightforward.