Fair Forests: Regularized Tree Induction to Minimize Model Bias

Edward Raff, Jared Sylvester, Steven Mills

The potential lack of fairness in the outputs of machine learning algorithms has recently gained attention both within the research community as well as in society more broadly. Su…