Fairness criteria through the lens of directed acyclic graphical models

Benjamin R. Baer, Daniel E. Gilbert, Martin T. Wells

A substantial portion of the literature on fairness in algorithms proposes, analyzes, and operationalizes simple formulaic criteria for assessing fairness. Two of these criteria, E…