Before revision:  In this work, we develop a framework for fairness-aware feature selection , based on information theoretic measures for the accuracy and discriminatory impacts of features.
After revision:  In this work, we develop a framework for fairness-aware feature selection which takes into account the correlation among the features and the decision outcome, and is based on information theoretic measures for the accuracy and discriminatory impacts of features.