Local Search Algorithms for the Red-Blue Median Problem

被引:22
|
作者
Hajiaghayi, M. [2 ,3 ]
Khandekar, R. [1 ]
Kortsarz, G. [4 ]
机构
[1] IBM Corp, Thomas J Watson Res Ctr, Yorktown Hts, NY USA
[2] Univ Maryland, College Pk, MD 20742 USA
[3] AT&T Labs Res, College Pk, MD USA
[4] Rutgers State Univ, Camden, NJ 08102 USA
基金
美国国家科学基金会;
关键词
Facility location; k-median; Prize-collecting; Local search algorithms; FACILITY LOCATION; APPROXIMATION ALGORITHMS;
D O I
10.1007/s00453-011-9547-9
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
In this paper, we consider the following red-blue median problem which is a generalization of the well-studied k-median problem. The input consists of a set of red facilities, a set of blue facilities, and a set of clients in a metric space and two integers k (r) ,k (b) a parts per thousand yen0. The problem is to open at most k (r) red facilities and at most k (b) blue facilities and minimize the sum of distances of clients to their respective closest open facilities. We show, somewhat surprisingly, that the following simple local search algorithm yields a constant factor approximation for this problem. Start by opening any k (r) red and k (b) blue facilities. While possible, decrease the cost of the solution by closing a pair of red and blue facilities and opening a pair of red and blue facilities. We also improve the approximation factor for the prize-collecting k-median problem from 4 (Charikar et al. in Proceedings of the ACM-SIAM Symposium on Discrete Algorithms, pp. 642-641, 2001) to 3+I mu, which matches the current best approximation factor for the k-median problem.
引用
收藏
页码:795 / 814
页数:20
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