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We present an approach to couple the resolution of Combinatorial Optimization problems with methods from Machine Learning, applied to the single source, capacitated, facility location problem. Our study is framed in the context where a…

最优化与控制 · 数学 2024-04-09 Andrea Lodi , Luca Mossina , Emmanuel Rachelson

There is a large discrepancy in our understanding of uncapacitated and capacitated versions of network location problems. This is perhaps best illustrated by the classical k-center problem: there is a simple tight 2-approximation algorithm…

数据结构与算法 · 计算机科学 2013-04-11 Hyung-Chan An , Aditya Bhaskara , Ola Svensson

We present prior robust algorithms for a large class of resource allocation problems where requests arrive one-by-one (online), drawn independently from an unknown distribution at every step. We design a single algorithm that, for every…

数据结构与算法 · 计算机科学 2019-03-12 Nikhil R. Devanur , Kamal Jain , Balasubramanian Sivan , Christopher A. Wilkens

We study a variant of the uncapacitated facility location problem (UFL), where connection costs of clients are defined by (client specific) concave nondecreasing functions of the connection distance in the underlying metric. A special case…

数据结构与算法 · 计算机科学 2020-10-13 Jarosław Byrka , Mateusz Lewandowski

We consider the problem of maximizing a nonnegative (possibly non-monotone) submodular set function with or without constraints. Feige et al. [FOCS'07] showed a 2/5-approximation for the unconstrained problem and also proved that no…

数据结构与算法 · 计算机科学 2010-07-12 Shayan Oveis Gharan , Jan Vondrák

Given a bidirected ring with capacities and a demand graph, we present an approximation algorithm to the problem of finding the minimum $\alpha$ such that there exists a feasible unsplittable routing of the demands after multiplying each…

网络与互联网体系结构 · 计算机科学 2010-06-03 Johanna Becker , Zsolt Csizmadia , Alexandre Laugier , Jácint Szabó , László Szegö

A 2.75-approximation algorithm is proposed for the unconstrained traveling tournament problem, which is a variant of the traveling tournament problem. For the unconstrained traveling tournament problem, this is the first proposal of an…

数据结构与算法 · 计算机科学 2016-01-15 Shinji Imahori , Tomomi Matsui , Ryuhei Miyashiro

The optimal placement of healthcare facilities, including the placement of diagnostic test centers, plays a pivotal role in ensuring efficient and equitable access to healthcare services. However, the emergence of unique complexities in the…

最优化与控制 · 数学 2023-11-28 Mansoor Davoodia , Justin M. Calabrese

We revisit two well-studied scheduling problems in the unrelated machines setting where each job can have a different processing time on each machine. For minimizing total weighted completion time we give a 1.45-approximation, which…

数据结构与算法 · 计算机科学 2022-11-21 Sungjin Im , Shi Li

The (Non-Preemptive) Throughput Maximization problem is a natural and fundamental scheduling problem. We are given $n$ jobs, where each job $j$ is characterized by a processing time and a time window, contained in a global interval $[0,T)$,…

数据结构与算法 · 计算机科学 2026-04-01 Alexander Armbruster , Fabrizio Grandoni , Antoine Tinguely , Andreas Wiese

A local algorithm is a distributed algorithm that completes after a constant number of synchronous communication rounds. We present local approximation algorithms for the minimum dominating set problem and the maximum matching problem in…

分布式、并行与集群计算 · 计算机科学 2010-02-02 Matti Åstrand , Valentin Polishchuk , Joel Rybicki , Jukka Suomela , Jara Uitto

The restricted max-min fair allocation problem seeks an allocation of resources to players that maximizes the minimum total value obtained by any player. It is NP-hard to approximate the problem to a ratio less than 2. Comparing the current…

数据结构与算法 · 计算机科学 2018-08-09 Siu-Wing Cheng , Yuchen Mao

Given a simple connected graph $G = (V, E)$, we seek to partition the vertex set $V$ into $k$ non-empty parts such that the subgraph induced by each part is connected, and the partition is maximally balanced in the way that the maximum…

数据结构与算法 · 计算机科学 2019-10-08 Yong Chen , Zhi-Zhong Chen , Guohui Lin , Yao Xu , An Zhang

An algorithm is given for determining an optimal $b$-step approximation of weighted data, where the error is measured with respect to the $L_\infty$ norm. For data presorted by the independent variable the algorithm takes $\Theta(n + \log n…

数据结构与算法 · 计算机科学 2015-05-05 Quentin F. Stout

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 approximation algorithm for the problem of clustering points in a…

数据结构与算法 · 计算机科学 2024-02-21 Sayan Bandyapadhyay , William Lochet , Saket Saurabh

Learning-augmented algorithms have been attracting increasing interest, but have only recently been considered in the setting of explorable uncertainty where precise values of uncertain input elements can be obtained by a query and the goal…

数据结构与算法 · 计算机科学 2023-05-17 Thomas Erlebach , Murilo Santos de Lima , Nicole Megow , Jens Schlöter

In this paper we develop a numerical method for solving a class of optimization problems known as optimal location or quantization problems. The target energy can be written either in terms of atomic measures and the Wasserstein distance or…

数值分析 · 数学 2014-09-10 David Bourne , Steven Roper

We give a concentration inequality for a stochastic version of the facility location problem. We show the objective $C_n = \min_{F \subseteq [0,1]^2}|F|+\sum_{x\in X}\min_{f\in F}\|x-f\|$ is concentrated in an interval of length…

数据结构与算法 · 计算机科学 2022-07-26 Sandeep Silwal

Graph Balancing is the problem of orienting the edges of a weighted multigraph so as to minimize the maximum weighted in-degree. Since the introduction of the problem the best algorithm known achieves an approximation ratio of $1.75$ and it…

数据结构与算法 · 计算机科学 2018-11-05 Klaus Jansen , Lars Rohwedder

In this work we consider the problem of maximizing the PageRank of a given target node in a graph by adding $k$ new links. We consider the case that the new links must point to the given target node (backlinks). Previous work shows that…

数据结构与算法 · 计算机科学 2015-03-20 Martin Olsen , Anastasios Viglas , Ilia Zvedeniouk