COVAriance-Induced Fairness Gap Penalty for Subgroup-Fair Clustering

Kyungseon Lee, Hankyo Jeong, Kunwoong Kim +2

Fair clustering aims to make cluster assignments independent of sensitive attributes, but this goal becomes challenging when multiple sensitive attributes jointly define many subgr…