FADE: FAir Double Ensemble Learning for Observable and Counterfactual Outcomes

Alan Mishler, Edward Kennedy

Methods for building fair predictors often involve tradeoffs between fairness and accuracy and between different fairness criteria, but the nature of these tradeoffs varies. Recent…