Learning Individually Fair Classifier with Path-Specific Causal-Effect Constraint

Yoichi Chikahara, Shinsaku Sakaue, Akinori Fujino +1

Machine learning is used to make decisions for individuals in various fields, which require us to achieve good prediction accuracy while ensuring fairness with respect to sensitive…