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Sparse random matrices: the eigenvalue spectrum revisited

Guilhem Semerjian et al 2002 J. Phys. A: Math. Gen. 35 4837-4851   doi: 10.1088/0305-4470/35/23/303  Help

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Guilhem Semerjian1 and Leticia F Cugliandolo1,2
1 Laboratoire de Physique Théorique de l'École Normale Supérieure, 24 rue Lhomond, 75231 Paris Cedex 05, France
2 Laboratoire de Physique Théorique et Hautes Énergies, Jussieu, 1er étage, Tour 16, 4 Place Jussieu, 75252 Paris Cedex 05, France
E-mail: guilhem@lpt.ens.fr and leticia@lpt.ens.fr

Abstract. We revisit the derivation of the density of states of sparse random matrices. We derive a recursion relation that allows one to compute the spectrum of the matrix of incidence for finite trees that determines completely the low concentration limit. Using the iterative scheme introduced by Biroli and Monasson (1999 J. Phys. A: Math. Gen. 32 L255) we find an approximate expression for the density of states expected to hold exactly in the opposite limit of large but finite concentration. The combination of the two methods yields a very simple geometric interpretation of the tails of the spectrum. We test the analytic results with numerical simulations and we suggest an indirect numerical method to explore the tails of the spectrum.

PACS numbers: 02.10.Yn, 02.60.−x, 05.50.+q, 75.50.Lk

Print publication: Issue 23 (14 June 2002)
Received 27 February 2002, in final form 19 April 2002
Published 31 May 2002

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