LP-based Approximation Algorithms for Capacitated Facility Location
Retsef Levi,David B. Shmoys,Chaitanya Swamy +2 more
- 07 Jun 2004
- pp 206-218
TL;DR: In this article, the authors considered the capacitated facility location problem with hard capacities and proposed an approximation algorithm to minimize the sum of the facility opening costs and the client assignment costs.
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Abstract: There has been a great deal of recent work on approximation algorithms for facility location problems [9]. We consider the capacitated facility location problem with hard capacities. We are given a set of facilities, \({\mathcal F}\), and a set of clients \({\mathcal D}\) in a common metric space. Each facility i has a facility opening costf i and capacityu i that specifies the maximum number of clients that may be assigned to this facility. We want to open some facilities from the set \({\mathcal F}\) and assign each client to an open facility so that at most u i clients are assigned to any open facility i. The cost of assigning client j to facility i is given by their distance c ij , and our goal is to minimize the sum of the facility opening costs and the client assignment costs.
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Citations
LP Rounding for k-Centers with Non-uniform Hard Capacities
Marek Cygan,MohammadTaghi Hajiaghayi,Samir Khuller +2 more
- 20 Oct 2012
TL;DR: This paper considers a generalization of the classical k-center problem with capacities, and develops the first constant factor approximation algorithm for this problem, which works for the case of non-uniform hard capacities, when multiple copies of a node may not be chosen and can be extended to the case when there is a hard bound on the number of copies of the node that may be selected.
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- 08 Jul 2014
TL;DR: This paper proposes a 3-approximation algorithm, that is, an optimal approximation algorithm, for resolving the problem in the price of higher time complexity and conducts simulations for evaluating the performance of the algorithms.
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Online mixed packing and covering
Yossi Azar,Umang Bhaskar,Lisa Fleischer,Debmalya Panigrahi +3 more
- 06 Jan 2013
TL;DR: This work demonstrates that the classical framework of solving optimization problems by obtaining a fractional solution to a linear program and rounding it to an integer solution can be extended to the online setting using primal-dual techniques and obtains the first algorithm that obtains a polylogarithmic competitive ratio for solving mixed LPs online.
Centrality of trees for capacitated $$k$$k-center
TL;DR: Evidence is given to show that more powerful preprocessing could lead to better algorithms, by giving an approximation algorithm that beats the integrality gap for instances where all non-zero capacities are the same.
Assignment problem in content distribution networks: Unsplittable hard-capacitated facility location
TL;DR: In this article, a bicriteria O(log n, 1+e)-approximation algorithm was given for general metrics and a (1+e, 1 + e) approximation algorithm for tree metrics.
55
References
Approximation algorithms for metric facility location and k-Median problems using the primal-dual schema and Lagrangian relaxation
Kamal Jain,Vijay V. Vazirani +1 more
TL;DR: A new extension of the primal-dual schema and the use of Lagrangian relaxation to derive approximation algorithms for the metric uncapacitated facility location problem and the metric k-median problem achieving guarantees of 3 and 6 respectively.
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An approximation algorithm for the generalized assignment problem
David B. Shmoys,Éva Tardos +1 more
TL;DR: The generalized assignment problem can be viewed as the following problem of scheduling parallel machines with costs; each job is to be processed by exactly one machine; processing jobj on machinei requires timepij and incurs a cost ofcij; each machinei is available forTi time units, and the objective is to minimize the total cost incurred.
Approximation algorithms for facility location problems
TL;DR: This note is intended as companion to the lecture at CONF 2000, mainly to give pointers to the appropriate references.
Approximation algorithms for facility location problems (extended abstract)
David B. Shmoys,Éva Tardos,Karen Aardal +2 more
- 04 May 1997
TL;DR: A polynomial-time algorithm is given that finds a solution of cost within a factor of 3.16 of the optimal for the uncapacitated facility location, which is the first constant performance guarantee known for this problem.
Approximation algorithms for facility location problems
David B. Shmoys,Éva Tardos,Karen Aardal +2 more
- 01 Jan 1997
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