Maximum a posteriori probability estimate (MAP)
Suppose we have a hypothesis space
and we want to pick the best hypothesis given some data . Further more suppose we have prior belief about the likelihood of each hypothesis represented by a probability distribution over . The maximum a posteriori probability estimate is