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Improved Approximation Algorithms for the Facility Location Problems with Linear/Submodular Penalties

机译:线性/次模罚分的设施选址问题的一种改进的近似算法

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摘要

We consider the facility location problem with submodular penalties (FLPSP) and the facility location problem with linear penalties (FLPLP), two extensions of the classical facility location problem (FLP). First, we introduce a general algorithmic framework for a class of covering problems with submodular penalties, extending the recent result of Geunes et al. (Math Program 130:85-106, 2011) with linear penalties. This framework leverages existing approximation results for the original covering problems to obtain corresponding results for their counterparts with submodular penalties. Specifically, any LP-based -approximation for the original covering problem can be leveraged to obtain an -approximation algorithm for the counterpart with submodular penalties. Consequently, any LP-based approximation algorithm for the classical FLP (as a covering problem) can yield, via this framework, an approximation algorithm for the counterpart with submodular penalties. Second, by exploiting some special properties of submodular/linear penalty function, we present an LP rounding algorithm which has the currently best -approximation ratio over the previously best by Li et al. (Theoret Comput Sci 476:109-117, 2013) for the FLPSP and another LP-rounding algorithm which has the currently best -approximation ratio over the previously best by Xu and Xu (J Comb Optim 17:424-436, 2008) for the FLPLP, respectively.
机译:我们考虑具有亚模罚分的设施位置问题(FLPSP)和具有线性罚分的设施位置问题(FLPLP),这是经典设施位置问题(FLP)的两个扩展。首先,我们为一类涉及亚模罚分的覆盖问题引入了通用算法框架,扩展了Geunes等人的最新结果。 (Math Program 130:85-106,2011),并处以线性罚款。该框架利用了原始覆盖问题的现有近似结果,以得到具有亚模罚分的对应问题的对应结果。具体地,可以利用原始覆盖问题的任何基于LP的近似来获得具有亚模罚分的对应物的近似算法。因此,通过该框架,用于经典FLP的任何基于LP的近似算法(作为覆盖问题)都可以通过亚模罚分产生对应的近似算法。其次,通过利用子模/线性罚函数的一些特殊性质,我们提出了一种LP舍入算法,该算法具有当前最佳的逼近率,超过了Li等人先前的最佳逼近率。 (Theoret Comput Sci 476:109-117,2013)for FLPSP和另一种LP舍入算法,该算法具有比Xu和Xu先前最好的近似最佳比率的当前最佳逼近比(J Comb Optim 17:424-436,2008) FLPLP。

著录项

  • 来源
    《Algorithmica》 |2015年第2期|460-482|共23页
  • 作者单位

    Beijing Jiaotong Univ, Sch Sci, Dept Math, Beijing 100044, Peoples R China;

    Univ New Brunswick, Fac Business Adm, Fredericton, NB E3B 5A3, Canada;

    Beijing Jiaotong Univ, Sch Sci, Dept Math, Beijing 100044, Peoples R China;

    Beijing Univ Technol, Dept Appl Math, Beijing 100124, Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Approximation algorithm; Facility location problem; LP rounding; Submodular function;

    机译:近似算法;设施位置问题;LP舍入;亚模函数;

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