Before revision:  We first propose information theoretic measures for the impact of different subsets of features on the accuracy and discrimination of the model. Subsequently, we deduce the marginal impact of each feature using Shapley value function  .
After revision:  We first propose information theoretic measures for the impact of different subsets of features on the accuracy and discrimination of the decision outcomes. We then deduce the marginal impact of each feature using Shapley value function .