SamIam supports the generation of MPE-based explanations.

An MPE-based explanation is the most likely configuration of all network variables given evidence. This type of explanation is a special case of MAP-based explanations. MPE-based explanations are much easier to compute than MAP-based explanations but may not be adequate for certain applications [UAI02:P].