This math \ theta ^ { * } / math is normally estimated using a Maximum Likelihood ( math \ theta ^ { * } = \ theta ^ { ML } / math ) or Maximum A Posteriori ( math \ theta ^ { * } = \ theta ^ { MAP } / math ) procedure .