Measuring Database Unfairness via Dependency Quantification Under Differential Privacy
This paper proposes a formal framework and three complementary measures for quantifying database unfairness under differential privacy, offering privacy-preserving algorithms that effectively approximate non-private bias assessments while maintaining strong privacy guarantees.