English

The rank of diluted random graphs

Probability 2015-03-13 v4

Abstract

We investigate the rank of the adjacency matrix of large diluted random graphs: for a sequence of graphs (Gn)n0(G_n)_{n\geq0} converging locally to a Galton--Watson tree TT (GWT), we provide an explicit formula for the asymptotic multiplicity of the eigenvalue 0 in terms of the degree generating function ϕ\phi_* of TT. In the first part, we show that the adjacency operator associated with TT is always self-adjoint; we analyze the associated spectral measure at the root and characterize the distribution of its atomic mass at 0. In the second part, we establish a sufficient condition on ϕ\phi_* for the expectation of this atomic mass to be precisely the normalized limit of the dimension of the kernel of the adjacency matrices of (Gn)n0(G_n)_{n\geq 0}. Our proofs borrow ideas from analysis of algorithms, functional analysis, random matrix theory and statistical physics.

Keywords

Cite

@article{arxiv.0907.4244,
  title  = {The rank of diluted random graphs},
  author = {Charles Bordenave and Marc Lelarge and Justin Salez},
  journal= {arXiv preprint arXiv:0907.4244},
  year   = {2015}
}

Comments

Published in at http://dx.doi.org/10.1214/10-AOP567 the Annals of Probability (http://www.imstat.org/aop/) by the Institute of Mathematical Statistics (http://www.imstat.org)

R2 v1 2026-06-21T13:28:35.078Z