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Typical kernel size and number of sparse random matrices over Galois fields: a statistical physics approach.

作者信息

Alamino R C, Saad D

机构信息

Neural Computing Research Group, Aston University, Birmingham, United Kingdom.

出版信息

Phys Rev E Stat Nonlin Soft Matter Phys. 2008 Jun;77(6 Pt 1):061123. doi: 10.1103/PhysRevE.77.061123. Epub 2008 Jun 17.

DOI:10.1103/PhysRevE.77.061123
PMID:18643233
Abstract

Using methods of statistical physics, we study the average number and kernel size of general sparse random matrices over Galois fields GF(q) , with a given connectivity profile, in the thermodynamical limit of large matrices. We introduce a mapping of GF(q) matrices onto spin systems using the representation of the cyclic group of order q as the q th complex roots of unity. This representation facilitates the derivation of the average kernel size of random matrices using the replica approach, under the replica-symmetric ansatz, resulting in saddle point equations for general connectivity distributions. Numerical solutions are then obtained for particular cases by population dynamics. Similar techniques also allow us to obtain an expression for the exact and average numbers of random matrices for any general connectivity profile. We present numerical results for particular distributions.

摘要

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