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Pattara Sukprasert

2 accepted papers

2023

Constant Approximation for Individual Preference Stable Clustering

NeurIPS 2023spotlight

Individual preference (IP) stability, introduced by Ahmadi et al. (ICML 2022), is a natural clustering objective inspired by stability and fairness constraints. A clustering is $\alpha$-IP stable if the average distance of every data point to its own cluster is at most $\alpha$ times the average dis…

Cited by 5SourcePDFScholar
2022

Individual Preference Stability for Clustering

ICML 2022oral

In this paper, we propose a natural notion of individual preference (IP) stability for clustering, which asks that every data point, on average, is closer to the points in its own cluster than to the points in any other cluster. Our notion can be motivated from several perspectives, including game t…