Muiris MacCarthaigh

Towards Fairer Centroids in K-means Clustering

There has been much recent interest in developing fair clustering algorithms that seek to do justice to the representation of groups defined along sensitive attributes such as race and sex. Within the centroid clustering paradigm, these algorithms are seen to generate clusterings where different gro…