Consistent Range Approximation for Fair Predictive Modeling

Jiongli Zhu, Sainyam Galhotra, Nazanin Sabri +1

This paper proposes a novel framework for certifying the fairness of predictive models trained on biased data. It draws from query answering for incomplete and inconsistent databas…