Approximation Algorithms for Partial Vertex Covers in Trees

IF 0.6 4区 计算机科学 Q4 COMPUTER SCIENCE, THEORY & METHODS
V. Mkrtchyan, Ojas D. Parekh, K. Subramani
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引用次数: 0

Abstract

This paper is concerned with designing algorithms for and analyzing the computational complexity of the partial vertex cover problem in trees. Graphs (and trees) are frequently used to model risk management in various systems. In particular, Caskurlu et al. in [4] have considered a system which essentially represents a tripartite graph. The goal in this model is to reduce the risk in the system below a predefined risk threshold level. It can be shown that the main goal in this risk management system can be formulated as a Partial Vertex Cover problem on bipartite graphs. In this paper, we focus on a special case of the partial vertex cover problem, when the input graph is a tree. We consider four possible versions of this setting, depending on whether or not, the vertices and edges are weighted. Two of these versions, where edges are assumed to be unweighted, are known to be polynomial-time solvable. However, the computational complexity of this problem with weighted edges, and possibly with weighted vertices, remained open. The main contribution of this paper is to resolve these questions by fully characterizing which variants of partial vertex cover remain NP-hard in trees, and which can be solved in polynomial time. In the paper, we propose two pseudo-polynomial DP-based algorithms for the most general case in which weights are present on both the edges and the vertices of the tree. One of these algorithms leads to a polynomial-time procedure, when weights are confined to the edges of the tree. The insights used in this algorithm are combined with additional scaling ideas to derive an FPTAS for the general case. A secondary contribution of this work is to propose a novel way of using centroid decompositions in trees, which could be useful in other settings as well.
树中部分顶点覆盖的近似算法
本文讨论了树中部分顶点覆盖问题的算法设计和计算复杂性分析。图形(和树)经常用于对各种系统中的风险管理进行建模。特别是,Caskurlu等人在[4]中考虑了一个本质上代表三元图的系统。该模型的目标是将系统中的风险降低到预定义的风险阈值水平以下。可以看出,该风险管理系统的主要目标可以表示为二部图上的部分顶点覆盖问题。在本文中,当输入图是树时,我们关注部分顶点覆盖问题的一个特例。根据顶点和边是否加权,我们考虑该设置的四种可能版本。其中两个版本,假设边是未加权的,已知是多项式时间可解的。然而,这个带有加权边的问题,以及可能带有加权顶点的问题的计算复杂性仍然是开放的。本文的主要贡献是通过充分刻画部分顶点覆盖的哪些变体在树中保持NP难,哪些变体可以在多项式时间内求解来解决这些问题。在本文中,我们提出了两种基于伪多项式DP的算法,用于最一般的情况,其中权重同时存在于树的边和顶点上。当权重被限制在树的边缘时,其中一种算法导致多项式时间过程。该算法中使用的见解与其他缩放思想相结合,得出了一般情况下的FPTAS。这项工作的第二个贡献是提出了一种在树中使用质心分解的新方法,这在其他环境中也很有用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
International Journal of Foundations of Computer Science
International Journal of Foundations of Computer Science 工程技术-计算机:理论方法
CiteScore
1.60
自引率
12.50%
发文量
63
审稿时长
3 months
期刊介绍: The International Journal of Foundations of Computer Science is a bimonthly journal that publishes articles which contribute new theoretical results in all areas of the foundations of computer science. The theoretical and mathematical aspects covered include: - Algebraic theory of computing and formal systems - Algorithm and system implementation issues - Approximation, probabilistic, and randomized algorithms - Automata and formal languages - Automated deduction - Combinatorics and graph theory - Complexity theory - Computational biology and bioinformatics - Cryptography - Database theory - Data structures - Design and analysis of algorithms - DNA computing - Foundations of computer security - Foundations of high-performance computing
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