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Combining MaxSAT Reasoning and Incremental Upper Bound for the Maximum Clique Problem

机译:结合MaxSat推理和增量上限,以实现最大的Clique问题

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Recently, MaxSAT reasoning has been shown to be powerful in computing upper bounds for the cardinality of a maximum clique of a graph. However, existing upper bounds based on MaxSAT reasoning have two drawbacks: (1) at every node of the search tree, MaxSAT reasoning has to be performed from scratch to compute an upper bound and is time-consuming; (2) due to the NP-hardness of the MaxSAT problem, MaxSAT reasoning generally cannot be complete at a node of a search tree, and may not give an upper bound tight enough for pruning search space. In this paper, we propose an incremental upper bound and combine it with MaxSAT reasoning to remedy the two drawbacks. The new approach is used to develop an efficient branch-and-bound algorithm for MaxClique, called IncMaxCLQ. We conduct experiments to show the complementarity of the incremental upper bound and MaxSAT reasoning and to compare IncMaxCLQ with several state-of-the-art algorithms for MaxClique.
机译:最近,MaxSat推理已被证明是在计算图形最大集团的基数的上限时强大。但是,基于MaxSAT推理的现有上限具有两个缺点:(1)在搜索树的每个节点上,必须从划痕执行MaxSAT推理以计算上限并且是耗时的; (2)由于MaxSAT问题的NP硬度,MaxSAT推理通常不能在搜索树的节点处完成,并且可能不会给出足够的上限,以便修剪搜索空间。在本文中,我们提出了一个增量的上限,并将其与MaxSAT推理相结合,以解决两个缺点。新方法用于开发一个用于MAXCLIQUE的高效分支和绑定算法,称为INCMAXCLQ。我们进行实验以显示增量上限和MaxSAT推理的互补性,并将IncmaxClQ与MaxClique的几种最先进的算法进行比较。

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