83 citations · 115 across the 5 of their papers we have counts for
4 papers · 1 filter
Fair Hierarchical Clustering
Sara Ahmadian, Alessandro Epasto, Marina Knittel +6
As machine learning has become more prevalent, researchers have begun to recognize the necessity of ensuring machine learning systems are fair. Recently, there has been an interest…
Fair Correlation Clustering
Sara Ahmadian, Alessandro Epasto, Ravi Kumar +1
In this paper, we study correlation clustering under fairness constraints. Fair variants of -median and -center clustering have been studied recently, and approximation algor…
Fair Correlation Clustering
Saba Ahmadi, Sainyam Galhotra, Barna Saha +1
In this paper we study the problem of correlation clustering under fairness constraints. In the classic correlation clustering problem, we are given a complete graph where each edg…
Clustering without Over-Representation
Sara Ahmadian, Alessandro Epasto, Ravi Kumar +1
In this paper we consider clustering problems in which each point is endowed with a color. The goal is to cluster the points to minimize the classical clustering cost but with the…