Gibbs entropy of networks ensembles by cavity methods

Details Gibbs entropy of networks ensembles by cavity methods Gibbs entropy of networks ensembles by cavity methods

2010-01-26

arxiv.org/abs/1001.4717v2

Phys. Rev. E 82, 011116 (2010)

Physics

Condensed Matter

Disordered Systems and Neural Networks

8 pages

Scientific paper

10.1103/PhysRevE.82.011116

The Gibbs entropy of a microcanonical network ensemble is the logarithm of the number of network configurations compatible with a set of hard constraints. This quantity characterizes the level of order and randomness encoded in features of a given real network. Here we show how to relate this entropy to large deviations of conjugated canonical ensembles. We derive exact expression for this correspondence using the cavity methods for some hard constraints.

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