树上最大俱乐部问题的动态规划算法

IF 6 2区 管理学 Q1 OPERATIONS RESEARCH & MANAGEMENT SCIENCE
José Alberto Fernández-Zepeda, Alejandro Flores-Lamas, Matthew Hague, Joel Antonio Trejo-Sánchez
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引用次数: 0

摘要

无向图G=(VG,EG)中的派系计算是社会网络分析中的一个基本问题。然而,在某些情况下,团的严格定义(G中成对相邻的顶点子集)通常限制了它在现实环境中的适用性。为了解决这个问题,我们研究了s俱乐部:一个团松弛,它诱导一个直径最多为s的子图。注意,一个团只是一个1俱乐部。计算最大s俱乐部是一个具有计算挑战性的问题,因为对于任意图中的任何正整数s来说,它都是np困难的。因此,本文提出了一种简单的动态规划算法,该算法在O(s·n)时间内有效地计算出n顶点树上的最大s俱乐部。该算法在理论和实践上都优于现有的树算法。这种方法是在树状图上计算最大s俱乐部的垫脚石。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A dynamic programming algorithm for the maximum [formula omitted]-club problem on trees
Computing cliques in an undirected graph G=(VG,EG) is a fundamental problem in social network analysis. However, in some cases, the strict definition of a clique (a subset of vertices pairwise adjacent in G) often limits its applicability in real-world settings. To address this issue, we study the s-club: a clique relaxation that induces a subgraph of diameter at most s. Note that a clique is simply a 1-club. Computing a maximum s-club is a computationally challenging problem, as it is NP-hard for any positive integer s in arbitrary graphs. Thus, this paper presents a simple dynamic programming algorithm that efficiently computes a maximum s-club on an n-vertex tree in O(sn) time. This algorithm outperforms existing algorithms for trees in theory and practice. This approach is a stepping stone towards computing maximum s-clubs on tree-like graphs.
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来源期刊
European Journal of Operational Research
European Journal of Operational Research 管理科学-运筹学与管理科学
CiteScore
11.90
自引率
9.40%
发文量
786
审稿时长
8.2 months
期刊介绍: The European Journal of Operational Research (EJOR) publishes high quality, original papers that contribute to the methodology of operational research (OR) and to the practice of decision making.
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