Semidefinite Approximations for Bicliques and Bi-Independent Pairs

IF 1.4 3区 数学 Q2 MATHEMATICS, APPLIED Mathematics of Operations Research Pub Date : 2024-03-13 DOI:10.1287/moor.2023.0046
Monique Laurent, Sven Polak, Luis Felipe Vargas
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Abstract

We investigate some graph parameters dealing with bi-independent pairs (A, B) in a bipartite graph [Formula: see text], that is, pairs (A, B) where [Formula: see text], and [Formula: see text] are independent. These parameters also allow us to study bicliques in general graphs. When maximizing the cardinality [Formula: see text], one finds the stability number [Formula: see text], well-known to be polynomial-time computable. When maximizing the product [Formula: see text], one finds the parameter g(G), shown to be NP-hard by Peeters in 2003, and when maximizing the ratio [Formula: see text], one finds h(G), introduced by Vallentin in 2020 for bounding product-free sets in finite groups. We show that h(G) is an NP-hard parameter and, as a crucial ingredient, that it is NP-complete to decide whether a bipartite graph G has a balanced maximum independent set. These hardness results motivate introducing semidefinite programming (SDP) bounds for g(G), h(G), and [Formula: see text] (the maximum cardinality of a balanced independent set). We show that these bounds can be seen as natural variations of the Lovász ϑ-number, a well-known semidefinite bound on [Formula: see text]. In addition, we formulate closed-form eigenvalue bounds, and we show relationships among them as well as with earlier spectral parameters by Hoffman and Haemers in 2001 and Vallentin in 2020.Funding: This work was supported by H2020 Marie Skłodowska-Curie Actions [Grant 813211 (POEMA)].
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双桥和双独立对的半无限逼近法
我们研究了一些处理双向图[公式:见正文]中的双独立成对(A,B)的图参数,即[公式:见正文]和[公式:见正文]是独立的成对(A,B)。通过这些参数,我们还可以研究一般图中的双阙。当最大化心数[公式:见正文]时,我们会发现稳定数[公式:见正文],众所周知,稳定数是可以用多项式时间计算的。当最大化乘积[公式:见正文]时,我们会发现参数 g(G),Peeters 在 2003 年证明它是 NP 难的,而当最大化比值[公式:见正文]时,我们会发现 h(G),Vallentin 在 2020 年引入它用于限定有限群中的无乘积集。我们证明,h(G) 是一个 NP-困难参数,而且作为一个关键要素,决定一个双方图 G 是否有一个平衡的最大独立集也是 NP-困难的。这些困难性结果促使我们为 g(G)、h(G) 和 [公式:见正文](平衡独立集的最大心数)引入了半定量编程 (SDP) 边界。我们证明,这些约束可以看作是 Lovász ϑ数的自然变化,而 Lovász ϑ数是[式: 见正文]的一个著名的半有限约束。此外,我们还提出了闭式特征值边界,并展示了它们之间的关系,以及与霍夫曼和海默斯(Hoffman and Haemers)于 2001 年、瓦伦汀(Vallentin)于 2020 年提出的光谱参数之间的关系:这项工作得到了 H2020 玛丽-斯克沃多夫斯卡-居里行动[第 813211 号拨款(POEMA)]的支持。
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
Mathematics of Operations Research
Mathematics of Operations Research 管理科学-应用数学
CiteScore
3.40
自引率
5.90%
发文量
178
审稿时长
15.0 months
期刊介绍: Mathematics of Operations Research is an international journal of the Institute for Operations Research and the Management Sciences (INFORMS). The journal invites articles concerned with the mathematical and computational foundations in the areas of continuous, discrete, and stochastic optimization; mathematical programming; dynamic programming; stochastic processes; stochastic models; simulation methodology; control and adaptation; networks; game theory; and decision theory. Also sought are contributions to learning theory and machine learning that have special relevance to decision making, operations research, and management science. The emphasis is on originality, quality, and importance; correctness alone is not sufficient. Significant developments in operations research and management science not having substantial mathematical interest should be directed to other journals such as Management Science or Operations Research.
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