PC-Fairness: A Unified Framework for Measuring Causality-based Fairness

Yongkai Wu, Lu Zhang, Xintao Wu +1

A recent trend of fair machine learning is to define fairness as causality-based notions which concern the causal connection between protected attributes and decisions. However, on…