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27 April 2024
 
  » arxiv » cond-mat/0506002

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Correlations in interacting systems with a network topology
S.N. Dorogovtsev ; A.V. Goltsev ; J.F.F. Mendes ;
Date 31 May 2005
Subject Statistical Mechanics; Physics and Society; Networking and Internet Architecture; Mathematical Physics | cond-mat.stat-mech cs.NI math-ph math.MP physics.soc-ph
AbstractWe study pair correlations in cooperative systems placed on complex networks. We show that usually in these systems, the correlations between two interacting objects (e.g., spins), separated by a distance $ell$, decay, on average, faster than $1/(ell z_ell)$. Here $z_ell$ is the mean number of the $ell$-th nearest neighbors of a vertex in a network. This behavior, in particular, leads to a dramatic weakening of correlations between second and more distant neighbors on networks with fat-tailed degree distributions, which have a divergent number $z_2$ in the infinite network limit. In this case, only the pair correlations between the nearest neighbors are observable. We obtain the pair correlation function of the Ising model on a complex network and also derive our results in the framework of a phenomenological approach.
Source arXiv, cond-mat/0506002
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