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20132023
most citedScalable Fair Clustering

58 citations · 119 across the 14 of their papers we have counts for

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10 papers · 1 filter

cs.DS2023

Constant Approximation for Individual Preference Stable Clustering

Anders Aamand, Justin Y. Chen, Allen Liu +4

Individual preference (IP) stability, introduced by Ahmadi et al. (ICML 2022), is a natural clustering objective inspired by stability and fairness constraints. A clustering is …

cs.DS2022

Fair Representation Clustering with Several Protected Classes

Zhen Dai, Yury Makarychev, Ali Vakilian

We study the problem of fair -median where each cluster is required to have a fair representation of individuals from different groups. In the fair representation -median pro…

cs.DS2021★ 8 cited

Approximation Algorithms for Socially Fair Clustering

Yury Makarychev, Ali Vakilian

We present an -approximation algorithm for socially fair clustering with the -objective. In this problem, we are given a set of p…

cs.DS2020★ 31 cited

Individual Fairness for -Clustering

Sepideh Mahabadi, Ali Vakilian

We give a local search based algorithm for -median and -means (and more generally for any -clustering with norm cost function) from the perspective of individual…

cs.DS2019

Node-Weighted Network Design in Planar and Minor-Closed Families of Graphs

Chandra Chekuri, Alina Ene, Ali Vakilian

We consider node-weighted survivable network design (SNDP) in planar graphs and minor-closed families of graphs. The input consists of a node-weighted undirected graph an…

cs.DS2019★ 11 cited

Sample-Optimal Low-Rank Approximation of Distance Matrices

Piotr Indyk, Ali Vakilian, Tal Wagner +1

A distance matrix represents all pairwise distances, , between two point sets and in an arbit…

cs.DS2019

Local Computation Algorithms for Spanners

Merav Parter, Ronitt Rubinfeld, Ali Vakilian +1

A graph spanner is a fundamental graph structure that faithfully preserves the pairwise distances in the input graph up to a small multiplicative stretch. The common objective in t…

cs.DS2019★ 3 cited

Set Cover in Sub-linear Time

Piotr Indyk, Sepideh Mahabadi, Ronitt Rubinfeld +2

We study the classic set cover problem from the perspective of sub-linear algorithms. Given access to a collection of sets over elements in the query model, we show that su…

cs.DS2019★ 58 cited

Scalable Fair Clustering

Arturs Backurs, Piotr Indyk, Krzysztof Onak +3

We study the fair variant of the classic -median problem introduced by Chierichetti et al. [2017]. In the standard -median problem, given an input pointset , the goal is t…

cs.DS2013★ 2 cited

Connected Domatic Packings in Node-capacitated Graphs

Alina Ene, Nitish Korula, Ali Vakilian

A set of vertices in a graph is a dominating set if every vertex outside the set has a neighbor in the set. A dominating set is connected if the subgraph induced by its vertices is…