Solving Directed Feedback Vertex Set by Iterative Reduction to Vertex Cover

Sebastian Angrick, Ben Bals, Katrin Casel, S. Cohen, T. Friedrich, Niko Hastrich, Theresa Hradilak, Davis Issac, Otto Kißig, Jonas Schmidt, Leo Wendt
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引用次数: 1

Abstract

In the Directed Feedback Vertex Set (DFVS) problem, one is given a directed graph G = ( V, E ) and wants to find a minimum cardinality set S ⊆ V such that G − S is acyclic. DFVS is a fundamental problem in computer science and finds applications in areas such as deadlock detection. The problem was the subject of the 2022 PACE coding challenge. We develop a novel exact algorithm for the problem that is tailored to perform well on instances that are mostly bi-directed. For such instances, we adapt techniques from the well-researched vertex cover problem. Our core idea is an iterative reduction to vertex cover. To this end, we also develop a new reduction rule that reduces the number of not bi-directed edges. With the resulting algorithm, we were able to win third place in the exact track of the PACE challenge. We perform computational experiments and compare the running time to other exact algorithms, in particular to the winning algorithm in PACE. Our experiments show that we outpace the other algorithms on instances that have a low density of uni-directed edges.
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用迭代约简法求解有向反馈顶点集
在有向反馈顶点集(DFVS)问题中,给定一个有向图G = (V, E),并求出一个使G−S为无环的最小基数集S⊥V。DFVS是计算机科学中的一个基本问题,在死锁检测等领域得到了广泛的应用。这个问题是2022年PACE编码挑战的主题。我们为这个问题开发了一种新的精确算法,该算法可以在大多数双向的实例上表现良好。对于这种情况,我们采用了研究得很好的顶点覆盖问题的技术。我们的核心理念是迭代减少顶点覆盖。为此,我们还开发了一种新的减少非双向边数量的约简规则。通过最终的算法,我们在PACE挑战赛的赛道上获得了第三名。我们进行了计算实验,并将运行时间与其他精确算法进行了比较,特别是与PACE中的获胜算法进行了比较。我们的实验表明,我们在单向边密度低的实例上优于其他算法。
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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