Spectra of random networks with arbitrary degrees

January 07, 2019 Β· Declared Dead Β· πŸ› Physical Review E

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Authors M. E. J. Newman, Xiao Zhang, Raj Rao Nadakuditi arXiv ID 1901.02029 Category physics.soc-ph Cross-listed cs.SI Citations 23 Venue Physical Review E Last Checked 3 months ago
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.
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