For a well sampled system, the maximum of the a posteriori distribution (MAP), i.e. the most likely values for a given parameter set, should fall within the HPD region. For BPE, the MAP values and their corresponding HPD regions represent the "feasible set" of values and their uncertainties when both the experimental data and prior uncertainties are considered.