Hierarchical Models and Tuning of Random Walk Metropolis Algorithms

Figure 1

Efficiency of RWM algorithm against acceptance rate for the normal-normal hierarchical target. (a) Efficiency of only; the top set of curves corresponds to homogeneous proposal variances. (b) Efficiency of all components; the top set of curves now corresponds to inhomogeneous proposal variances.

(a)

(b)