Bayes Decision Rule or Maximum A Posteriori

Maximum A Posteriori is obtained by taking the argument that maximizes the Bayes Classifier

$$s^{\ast }=\arg \underset{i\in \mathcal{S}}{\max }P(s=i\mid \mathbf{x})$$