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20222024
most citedCluster-level Group Representativity Fairness in -means Clustering

1 citations · 1 across the 4 of their papers we have counts for

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cs.LG2022★ 1 cited

Cluster-level Group Representativity Fairness in -means Clustering

Stanley Simoes, Deepak P, Muiris MacCarthaigh

There has been much interest recently in developing fair clustering algorithms that seek to do justice to the representation of groups defined along sensitive attributes such as ra…

cs.LG2022

Exploring Rawlsian Fairness for K-Means Clustering

Stanley Simoes, Deepak P, Muiris MacCarthaigh

We conduct an exploratory study that looks at incorporating John Rawls' ideas on fairness into existing unsupervised machine learning algorithms. Our focus is on the task of cluste…