Aleatoric and Epistemic Discrimination: Fundamental Limits of Fairness Interventions

Hao Wang, Luxi He, Rui Gao +1

Machine learning (ML) models can underperform on certain population groups due to choices made during model development and bias inherent in the data. We categorize sources of disc…