DocumentCode
719912
Title
Spectral properties of random matrices for stochastic block model
Author
Avrachenkov, Konstantin ; Cottatellucci, Laura ; Kadavankandy, Arun
Author_Institution
INRIA, Sophia Antipolis, France
fYear
2015
fDate
25-29 May 2015
Firstpage
537
Lastpage
544
Abstract
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.
Keywords
Laplace equations; eigenvalues and eigenfunctions; matrix algebra; spectral analysis; stochastic processes; Erdos-Renyi graph; Stieltjes transform; eigenvalue empirical distribution function; fixed point equation; normalized Laplacian matrix; random matrices; spectral properties; stochastic block model; Communities; Complex networks; Eigenvalues and eigenfunctions; Erbium; Laplace equations; Limiting; Symmetric matrices;
fLanguage
English
Publisher
ieee
Conference_Titel
Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOpt), 2015 13th International Symposium on
Conference_Location
Mumbai
Type
conf
DOI
10.1109/WIOPT.2015.7151116
Filename
7151116
Link To Document