A Notion of Individual Fairness for Clustering

Matthäus Kleindessner, Pranjal Awasthi, Jamie Morgenstern

A common distinction in fair machine learning, in particular in fair classification, is between group fairness and individual fairness. In the context of clustering, group fairness…