Fair Generalized Linear Models with a Convex Penalty

Hyungrok Do, Preston Putzel, Axel S. Martin, Padhraic Smyth, Judy Zhong

Abstract: Despite recent advances in algorithmic fairness, methodologies for achieving fairness with generalized linear models (GLMs) have yet to be explored in general, despite GLMs being widely used in pra...