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Finite size corrections to random Boolean networks

Michele Leone1, Andrea Pagnani1, Giorgio Parisi2 and Osvaldo Zagordi3

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Since their introduction, Boolean networks have been traditionally studied in view of their rich dynamical behaviour under different update protocols and for their qualitative analogy with cell regulatory networks. More recently, tools borrowed from the statistical physics of disordered systems and from computer science have provided a more complete characterization of their equilibrium behaviour. However, the largest number of results have been obtained in the thermodynamic limit, which is often far from being reached when dealing with realistic instances of the problem. The numerical analysis presented here aims at comparing—for a specific family of models—the outcomes given by the heuristic belief propagation algorithm with those given by exhaustive enumeration. In the second part of the paper some analytical considerations on the validity of the annealed approximation are discussed.


Keywords

random graphs, networks

message-passing algorithms

PACS

05.70.Ce Thermodynamic functions and equations of state

05.40.-a Fluctuation phenomena, random processes, noise, and Brownian motion

02.30.-f Function theory, analysis

02.70.-c Computational techniques

02.10.Ox Combinatorics; graph theory

MSC

05C80 Random graphs

82C35 Irreversible thermodynamics, including Onsager-Machlup theory

Subjects

Mathematical physics

Computational physics

Statistical physics and nonlinear systems

Dates

Issue 12 (December 2006)

Received 31 October 2006, accepted for publication 27 November 2006

Published 18 December 2006



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