Equivalence of replica and cavity methods for computing spectra of sparse random matrices

被引:13
|
作者
Slanina, Frantisek [1 ]
机构
[1] Acad Sci Czech Republ, Inst Phys, CZ-18221 Prague, Czech Republic
来源
PHYSICAL REVIEW E | 2011年 / 83卷 / 01期
关键词
DENSITY-OF-STATES; CHARACTERISTIC VECTORS; ANALYTIC COMPUTATION; EIGENVALUE SPECTRUM; BORDERED MATRICES; APPROXIMATION; LOCALIZATION; STATISTICS; DIFFUSION; PHYSICS;
D O I
10.1103/PhysRevE.83.011118
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
We show by direct calculation that the replica and cavity methods are exactly equivalent for the spectrum of an Erdos-Renyi random graph. We introduce a variational formulation based on the cavity method and use it to find approximate solutions for the density of eigenvalues. We also use this variational method for calculating spectra of sparse covariance matrices.
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页数:8
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