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Approximation algorithms for the feedback vertex set problem with applications to constraint satisfaction and Bayesian inference

机译:反馈顶点集问题的近似算法及其在约束满足和贝叶斯推理中的应用

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A feedback vertex set of an undirected graph is a subset of vertices that intersects with the vertex set of each cycle in the graph. Given an undirected graph G with n vertices and weights on its vertices, polynomial-time algorithms are provided for approximating the problem of finding a feedback vertex set of G with smallest weight. When the weights of all vertices in G are equal, the performance ratio attained by these algorithms is 4 - (2). This improves a previous algorithm which achieved an approximation factor of O(root log n) for this case. For general vertex weights, the performance ratio becomes min {2 Delta(2), 4 log(2)n} where Delta denotes the maximum degree in G. For the special case of planar graphs this ratio is reduced to 10. An interesting special case of weighted graphs where a performance ratio of 4 - (2) is achieved is the one where a prescribed subset of the vertices, so-called blackout vertices, is not allowed to participate in any feedback vertex set. It is shown how these algorithms can improve the search performance for constraint satisfaction problems. An application in the area of Bayesian inference of graphs with blackout vertices is also presented. [References: 28]
机译:无向图的反馈顶点集是与图中每个循环的顶点集相交的顶点的子集。给定一个无向图G,它的顶点上具有n个顶点和权重,提供了多项式时间算法来近似求解找到权重最小的G的反馈顶点集的问题。当G中所有顶点的权重相等时,这些算法获得的性能比为4-(2 / n)。这改进了先前的算法,该算法在这种情况下达到了O(root log n)的近似因子。对于一般的顶点权重,性能比变为min {2 Delta(2),4 log(2)n},其中Delta表示最大G度。对于平面图的特殊情况,该比率减小为10。在其中权重图达到4-(2 / n)的加权图的情况下,不允许指定顶点的子集(即所谓的中断顶点)参与任何反馈顶点集。展示了这些算法如何提高约束满足问题的搜索性能。还提出了在具有遮光顶点的图的贝叶斯推断领域中的应用。 [参考:28]

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