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Published on: March 13, 2013
Equivalence of replica and cavity methods for computing spectra of sparse random matrices
1Institute of Physics, Academy of Sciences of the Czech Republic, Prague, Czech Republic. slanina@fzu.cz
Abstract:
We show by direct calculation that the replica and cavity methods are exactly equivalent for the spectrum of an Erdős-Rényi 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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