**Figure 7.**

Predictive mean squared error (PMS, vertical axis) versus values of the regularization parameter of the Bayesian LASSO (horizontal axis), by environment. The vertical and horizontal dashed lines give the average (across 10 folds of the cross-validation) estimated posterior mean of λ and the estimated PMSE obtained when a prior was assigned to λ.