[HTML][HTML] On coresets for fair clustering in metric and euclidean spaces and their applications

S Bandyapadhyay, FV Fomin, K Simonov - Journal of Computer and …, 2024 - Elsevier
Fair clustering is a constrained clustering problem where we need to partition a set of
colored points. The fraction of points of each color in every cluster should be more or less …

Proportional representation in metric spaces and low-distortion committee selection

Y Kalayci, D Kempe, V Kher - Proceedings of the AAAI Conference on …, 2024 - ojs.aaai.org
We introduce a novel definition for a small set R of k points being" representative" of a larger
set in a metric space. Given a set V (eg, documents or voters) to represent, and a set C of …

On the fixed-parameter tractability of capacitated clustering

V Cohen-Addad, J Li - arxiv preprint arxiv:2208.14129, 2022 - arxiv.org
We study the complexity of the classic capacitated k-median and k-means problems
parameterized by the number of centers, k. These problems are notoriously difficult since the …

Approximation algorithms for hard capacitated k-facility location problems

K Aardal, PL van den Berg, D Gijswijt, S Li - European Journal of …, 2015 - Elsevier
We study the capacitated k-facility location problem, in which we are given a set of clients
with demands, a set of facilities with capacities and a positive integer k. It costs fi to open …

On Uniform Capacitated k-Median Beyond the Natural LP Relaxation

S Li - ACM Transactions on Algorithms (TALG), 2017 - dl.acm.org
In this article, we study the uniform capacitated k-median (CKM) problem. In the problem, we
are given a set F of potential facility locations, a set C of clients, a metric d over F∪ C, an …

FPT constant-approximations for capacitated clustering to minimize the sum of cluster radii

S Bandyapadhyay, W Lochet, S Saurabh - arxiv preprint arxiv:2303.07923, 2023 - arxiv.org
Clustering with capacity constraints is a fundamental problem that attracted significant
attention throughout the years. In this paper, we give the first FPT constant-factor …

Approximating capacitated k-median with (1 + ∊)k open facilities

S Li - Proceedings of the twenty-seventh annual ACM-SIAM …, 2016 - SIAM
In the capacitated k-median (CKM) problem, we are given a set F of facilities, each facility i∊
F with a capacity ui, a set C of clients, a metric d over F∪ C and an integer k. The goal is to …

Constant factor FPT approximation for capacitated k-median

M Adamczyk, J Byrka, J Marcinkowski… - arxiv preprint arxiv …, 2018 - arxiv.org
Capacitated k-median is one of the few outstanding optimization problems for which the
existence of a polynomial time constant factor approximation algorithm remains an open …

Constant Approximation for Capacitated -Median with -Capacity Violation

G Demirci, S Li - arxiv preprint arxiv:1603.02324, 2016 - arxiv.org
We study the Capacitated k-Median problem for which existing constant-factor
approximation algorithms are all pseudo-approximations that violate either the capacities or …

An Approximation Algorithm for Uniform Capacitated k-Median Problem with Capacity Violation

J Byrka, B Rybicki, S Uniyal - International Conference on Integer …, 2016 - Springer
We study the Capacitated k-Median problem, for which all the known constant factor
approximation algorithms violate either the number of facilities or the capacities. While the …