Correlation distances in social networks

被引:0
|
作者
MacCarron, Padraig [1 ]
Mannion, Shane [1 ]
Platini, Thierry [2 ]
机构
[1] Univ Limerick, Dept Math & Stat, MACSI, Limerick V94 T9PX, Ireland
[2] Coventry Univ, Appl Math Res Ctr, Coventry CV1 5FB, England
基金
爱尔兰科学基金会;
关键词
social networks; assortativity; correlation distances; COMMUNITY STRUCTURE; ASSORTATIVITY;
D O I
10.1093/comnet/cnad016
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
In this work, we explore degree assortativity in complex networks, and extend its usual definition beyond that of nearest neighbours. We apply this definition to model networks, and describe a rewiring algorithm that induces assortativity. We compare these results to real networks. Social networks in particular tend to be assortatively mixed by degree in contrast to many other types of complex networks. However, we show here that these positive correlations diminish after one step and in most of the empirical networks analysed. Properties besides degree support this, such as the number of papers in scientific coauthorship networks, with no correlations beyond nearest neighbours. Beyond next-nearest neighbours we also observe a disassortative tendency for nodes three steps away indicating that nodes at that distance are more likely different than similar.
引用
收藏
页数:19
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