Fig. 3.

Model evidence as a function of prior variance for relevant and irrelevant parameters. This example comes from the inversion described in the previous figure and highlights the qualitative difference in the dependency of model evidence on prior variance. The important thing here is that only relevant parameters (that were used in generating data) have a maximum at a non-zero variance (marked with an arrow).