Uncovering Discrimination Clusters: Quantifying and Explaining Systematic Fairness Violations

Ranit Debnath Akash, Ashish Kumar, Verya Monjezi +4

Fairness in algorithmic decision-making is often framed in terms of individual fairness, which requires that similar individuals receive similar outcomes. A system violates individ…