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Reliability Evaluation of the Minimum Spanning Tree on Uncertain Graph

机译:不确定图中最小生成树的可靠性评估

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—Minimum spanning tree is a minimum-cost spanning tree connecting the whole network, but it couldn't be directly obtained on uncertain graph. In this paper, we define the reliability as the existence probability of all minimum spanning trees and present an algorithm for evaluating reliability of the minimum spanning tree on uncertain graph. The time complexity of the algorithm is O(Nmn), where n, m and N stand for the number of vertices, edges and minimum spanning trees, respectively. Because this algorithm spends more time finding minimum spanning tree, we propose an improved algorithm whose time complexity is O(Nm). The improved algorithm uses disjoint set data structure so that the average time complexity on finding a new minimum spanning tree is O(m/n). The two algorithms are analyzed in detail and the experiment results agree with theoretical analysis.
机译:- 最高生成树是连接整个网络的最低​​成本生成树,但无法直接在不确定的图表上获得。在本文中,我们将可靠性定义为所有最小跨越树的存在概率,并提出了一种评估不确定图中最小生成树的可靠性的算法。算法的时间复杂性是O(nmn),其中n,m和n分别代表顶点,边缘和最小跨越树的数量。由于该算法花费更多的时间找到最小的生成树,所以提出了一种改进的算法,其时间复杂度是O(nm)。改进的算法使用Disjoint Set数据结构,使得在找到新的最小生成树上的平均时间复杂度是O(m / n)。详细分析了这两种算法,实验结果与理论分析一致。

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