Testing Relative Fairness in Human Decisions With Machine Learning

no code implementations • 21 Dec 2021 • Zhe Yu, Xiaoyin Xi

Such relative fairness has the following benefits: (1) it avoids the ambiguous and contradictory definition of "absolute" fair decisions; (2) it reveals the relative preference and bias between different human decisions; (3) if a reference set of decisions is provided, relative fairness of other decision sets against this reference set can reflect whether those decision sets are fair by the standard of that reference set.

Decision Making Fairness