What Is Fairness? On the Role of Protected Attributes and Fictitious Worlds

Ludwig Bothmann, Kristina Peters, Bernd Bischl

A growing body of literature in fairness-aware machine learning (fairML) aims to mitigate machine learning (ML)-related unfairness in automated decision-making (ADM) by defining me…