Entropic Origin of Disassortativity in Complex Networks

被引:103
作者
Johnson, Samuel [1 ]
Torres, Joaquin J.
Marro, J.
Munoz, Miguel A.
机构
[1] Univ Granada, Fac Ciencias, Dept Electromagnetismo & Fis Mat, E-18071 Granada, Spain
关键词
STATISTICAL-MECHANICS;
D O I
10.1103/PhysRevLett.104.108702
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Why are most empirical networks, with the prominent exception of social ones, generically degree-degree anticorrelated? To answer this long-standing question, we define the ensemble of correlated networks and obtain the associated Shannon entropy. Maximum entropy can correspond to either assortative (correlated) or disassortative (anticorrelated) configurations, but in the case of highly heterogeneous, scale-free networks a certain disassortativity is predicted-offering a parsimonious explanation for the question above. Our approach provides a neutral model from which, in the absence of further knowledge regarding network evolution, one can obtain the expected value of correlations. When empirical observations deviate from the neutral predictions-as happens for social networks-one can then infer that there are specific correlating mechanisms at work.
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页数:4
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