聚类编辑的分支定界算法

Thomas Bläsius, Philipp Fischbeck, Lars Gottesbüren, M. Hamann, Tobias Heuer, Jonas Spinner, Christopher Weyand, Marcus Wilhelm
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引用次数: 4

摘要

聚类编辑问题要求通过插入和删除尽可能少的边,将给定的图转换成不相交的团并。我们描述并评估了一种精确的聚类编辑分支定界算法。为此,我们引入了新的减量规则,并对现有规则进行了调整。此外,我们推广了一种已知的填充技术来获得下界,实验表明它对求解器的性能有很大的贡献。我们的实验进一步评估了不同约简规则的有效性,并检查了输入图的结构属性对求解器性能的影响。我们的解算器赢得了2021年PACE挑战赛的准确赛道。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Branch-And-Bound Algorithm for Cluster Editing
The cluster editing problem asks to transform a given graph into a disjoint union of cliques by inserting and deleting as few edges as possible. We describe and evaluate an exact branch-and-bound algorithm for cluster editing. For this, we introduce new reduction rules and adapt existing ones. Moreover, we generalize a known packing technique to obtain lower bounds and experimentally show that it contributes significantly to the performance of the solver. Our experiments further evaluate the effectiveness of the different reduction rules and examine the effects of structural properties of the input graph on solver performance. Our solver won the exact track of the 2021 PACE challenge.
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