English

Spectra of random networks with arbitrary degrees

Physics and Society 2019-04-19 v1 Social and Information Networks

Abstract

We derive a message passing method for computing the spectra of locally tree-like networks and an approximation to it that allows us to compute closed-form expressions or fast numerical approximates for the spectral density of random graphs with arbitrary node degrees -- the so-called configuration model. We find the latter approximation to work well for all but the sparsest of networks. We also derive bounds on the position of the band edges of the spectrum, which are important for identifying structural phase transitions in networks.

Keywords

Cite

@article{arxiv.1901.02029,
  title  = {Spectra of random networks with arbitrary degrees},
  author = {M. E. J. Newman and Xiao Zhang and Raj Rao Nadakuditi},
  journal= {arXiv preprint arXiv:1901.02029},
  year   = {2019}
}

Comments

10 pages, 4 figures

R2 v1 2026-06-23T07:05:18.085Z