Algorithms are increasingly used to aid with high-stakes decision making. Yet, their predictive ability frequently … literature, such as (i) whether excluding group identity from use in training the algorithm is optimal and (ii) whether there are … less discriminatory alternatives to a given algorithm. In addition, we construct an estimator for the distance between a …

develops the necessary background and formalism from the theory of algorithms and complexity developed in computer science, in …