Causal Fair Machine Learning via Rank-Preserving Interventional Distributions

Ludwig Bothmann, Susanne Dandl, Michael Schomaker

A decision can be defined as fair if equal individuals are treated equally and unequals unequally. Adopting this definition, the task of designing machine learning (ML) models that…