English

Neighborhood properties of complex networks

Data Analysis, Statistics and Probability 2009-11-11 v1 Computational Physics

Abstract

A concept of neighborhood in complex networks is addressed based on the criterion of the minimal number os steps to reach other vertices. This amounts to, starting from a given network R1R_1, generating a family of networks R,=2,3,...R_\ell, \ell=2,3,... such that, the vertices that are \ell steps apart in the original R1R_1, are only 1 step apart in RR_\ell. The higher order networks are generated using Boolean operations among the adjacency matrices MM_\ell that represent RR_\ell. The families originated by the well known linear and the Erd\"os-Renyi networks are found to be invariant, in the sense that the spectra of MM_\ell are the same, up to finite size effects. A further family originated from small world network is identified.

Keywords

Cite

@article{arxiv.physics/0508068,
  title  = {Neighborhood properties of complex networks},
  author = {R. F. S. Andrade and J. G. V. Miranda and Thierry Petit Lobao},
  journal= {arXiv preprint arXiv:physics/0508068},
  year   = {2009}
}
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