DC-mPJR+ is a new proportionality concept for clustering that can be verified in O(mn log n + mnk) time and ensures that any clustering satisfying it also satisfies an approximate version of the stronger mPJR fairness property.
Proceedings of the 2021 ACM conference on fairness, accountability, and transparency , pages=
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Check, Please: Verifiably Fair Clustering
DC-mPJR+ is a new proportionality concept for clustering that can be verified in O(mn log n + mnk) time and ensures that any clustering satisfying it also satisfies an approximate version of the stronger mPJR fairness property.