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Fast Algorithms for Weighted Bipartite Matching

机译:加权二分匹配的快速算法

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Let G = (V_1 ∪ V_2, E) be a bipartite graph on n nodes and m edges and let w : E →R_+ be a weight function on the edges. We give several fast algorithms for computing a minimum weight (perfect) matching for a given complete bipartite graph (i.e. m = n~2) by pruning the edge set. The algorithm will also output an upper bound on the achieved approximation factor. Under the assumption that the edge weights are uniformly distributed, we show that our algorithm will compute an optimal solution with high probability. From this we deduce an algorithm with fast expected running time that will always compute an optimal solution. For real edge weights we achieve a running time of O(n~2 log n) and for integer edge weights a running time of O(n~2).
机译:设G =(v_1∈V_2,e)是n个节点和m边缘的二分钟图,让w:e→r_ +是边缘的权重函数。我们通过修剪边缘集来提供几种快速算法,用于计算给定的完整二角形图(即m = n〜2)的最小权重(即m = n〜2)。算法还将输出实现的近似因子的上限。在假设边缘权重均匀分布的假设下,我们表明我们的算法将计算具有高概率的最佳解决方案。由此,我们推断了一种快速预期运行时间的算法,它们将始终计算最佳解决方案。对于实际边缘权重,我们实现了O(n〜2 log n)的运行时间,并且为整数边缘权重O(n〜2)。

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