A measure of centrality based on network efficiency

A measure of centrality based on network efficiency
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DOI:
10.1088/1367-2630/9/6/188
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发表时间:
2007-06-28
影响因子:
3.3
通讯作者:
Marchiori, M.
Marchiori, M.
中科院分区:
物理与天体物理2区
文献类型:
--
作者:
Latora, V.;Marchiori, M.

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我们介绍了三角洲中心,一类新的措施的结构中心的网络。特别是,我们专注于在这类措施,信息中心C-I,这是基于网络上的信息的有效传播的概念。C-I是为有值图和无值图定义的,适用于群体和个人。该措施的说明和比较标准的中心性措施,通过使用一个经典的网络数据集。通过考虑计算机生成的大型图和来自真实的世界的两个网络,研究了信息中心度的统计分布。
We introduce delta centralities, a new class of measures of structural centrality for networks. In particular, we focus on a measure in this class, the information centrality C-I, which is based on the concept of efficient propagation of information over the network. C-I is defined for both valued and non-valued graphs, and applies to groups as well as individuals. The measure is illustrated and compared with respect to the standard centrality measures by using a classic network data set. The statistical distribution of information centrality is investigated by considering large computer generated graphs and two networks from the real world.