Computing Betweenness Centrality in B-hypergraphs

Kwang Hee Lee, Myoung-Ho Kim
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引用次数: 1

Abstract

The directed hypergraph (especially B-hypergraph) has hyperedges that represent relations of a set of source nodes to a single target node. Author-cited networks and cellular signaling pathways can be modeled as a B-hypergraph. In this paper every source node of a hyperedge in the shortest path p in a B-hypergraph is considered a participant of p. We propose a betweenness centrality in the B-hypergraph that measures the number of shortest paths in which a node participates. The algorithm for computing the approximated betweenness centrality scores is also proposed. Through various performance experiments such as attack robustness and reachability tests, we show that our proposed betweenness centrality is a more appropriate measure in real-world B-hypergraph applications than ordinary betweenness centrality.
计算b超图的中间中心性
有向超图(特别是b超图)具有表示一组源节点到单个目标节点的关系的超边。作者引用的网络和细胞信号通路可以建模为b超图。本文将b -超图中最短路径p上的超边的每个源节点视为p的参与者。我们提出了b -超图中的中间性中心性,用来度量一个节点参与的最短路径的数量。提出了计算近似中间性中心性分数的算法。通过各种性能实验,如攻击鲁棒性和可达性测试,我们表明我们提出的中间性中心性比普通的中间性中心性更适合真实世界的b -超图应用。
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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