7 citations · 12 across the 7 of their papers we have counts for
4 papers · 1 filter
Exact ratio preservation via outliers for fair -center clustering
Anna Arutyunova, Irina Fast, Annika Hennes +3
We study the -center clustering problem under demographic fairness constraints, where the point set is partitioned into groups, and the aim is to compute clusters that exhibit a…
On the cost of essentially fair clusterings
Ioana O. Bercea, Martin Groß, Samir Khuller +4
Clustering is a fundamental tool in data mining. It partitions points into groups (clusters) and may be used to make decisions for each point based on its group. However, this proc…
A Local-Search Algorithm for Steiner Forest
Martin Groß, Anupam Gupta, Amit Kumar +4
In the Steiner Forest problem, we are given a graph and a collection of source-sink pairs, and the goal is to find a subgraph of minimum total length such that all pairs are connec…
Solving -means on High-dimensional Big Data
Jan-Philipp W. Kappmeier, Daniel R. Schmidt, Melanie Schmidt
In recent years, there have been major efforts to develop data stream algorithms that process inputs in one pass over the data with little memory requirement. For the -means pro…