Authors
Konstantin Avrachenkov, Laura Cottatellucci, Arun Kadavankandy
Publication date
2015/5/25
Conference
2015 13th International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOpt)
Pages
537-544
Publisher
IEEE
Description
We consider an extension of Erdös-Rényi graph known in literature as Stochastic Block Model (SBM). We analyze the limiting empirical distribution of the eigenvalues of the adjacency matrix of SBM. We derive a fixed point equation for the Stieltjes transform of the limiting eigenvalue empirical distribution function (e.d.f.), concentration results on both the support of the limiting e.s.f. and the extremal eigenvalues outside the support of the limiting e.d.f. Additionally, we derive analogous results for the normalized Laplacian matrix and discuss potential applications of the general results in epidemics and random walks.
Total citations
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Scholar articles
K Avrachenkov, L Cottatellucci, A Kadavankandy - 2015 13th International Symposium on Modeling and …, 2015