Socially fair k-means clustering

M Ghadiri, S Samadi, S Vempala - … of the 2021 ACM Conference on …, 2021 - dl.acm.org
We show that the popular k-means clustering algorithm (Lloyd's heuristic), used for a variety
of scientific data, can result in outcomes that are unfavorable to subgroups of data (eg …
被引用次数：108 相关文章

[引用][C] Socially Fair k-Means Clustering

M Ghadiri, S Samadi, S Vempala - ACM Conference on Fairness …, 2021 - pure.mpg.de
Socially Fair k-Means Clustering :: MPG.PuRe Deutsch Hilfe Datenschutzhinweis
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Socially Fair k-Means Clustering

M Ghadiri, S Samadi, S Vempala - arXiv preprint arXiv:2006.10085, 2020 - arxiv.org
We show that the popular k-means clustering algorithm (Lloyd's heuristic), used for a variety
of scientific data, can result in outcomes that are unfavorable to subgroups of data (eg …
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[PDF][PDF] Socially Fair k-Means Clustering

M Ghadiri, S Samadi, S Vempala - ACM FAccT, 2021 - par.nsf.gov
We show that the popular 𝑘-means clustering algorithm (Lloyd's heuristic), used for a variety
of scientific data, can result in outcomes that are unfavorable to subgroups of data (eg …

Socially Fair k-Means Clustering

M Ghadiri, S Samadi, S Vempala - arXiv e-prints, 2020 - ui.adsabs.harvard.edu
We show that the popular k-means clustering algorithm (Lloyd's heuristic), used for a variety
of scientific data, can result in outcomes that are unfavorable to subgroups of data (eg …