(MAP) estimate is then the maximum likelihood estimate (MLE), which is equivalent to the optimization problem from above,

where the optimization problem has been re-written using the fact that the logarithm is a strictly increasing function and the property that the argument solving an optimization problem is independent of terms in the objective