Basic information theory, thermolimits for network structures: Basic information theory for random networks based on large devi,Used

Basic information theory, thermolimits for network structures: Basic information theory for random networks based on large devi,Used

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SKU: DADAX3659260347
Brand: LAP Lambert Academic Publishing
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For suitably defined empirical measures of a class of models of sparse coloured random graphs, we prove large deviation principles,with rate functions explicitly expressed in terms of relative entropies, in the weak topology. Also, under fairly general assumption we prove a joint large deviation principle (LDP), for the empirical pair measure and empirical offspring measure of multitype GaltonWatson tree conditioned to have exactly n vertices in the weak topology. Using these large deviation principles, we find asymptotic equipartition properties for hierarchical structures (modelled as multitype GaltonWatson trees) and networked structures (modelled as coloured random graphs). From our LDP results, we compute Thermodynamic limit of physical quantities such as the magnetization, specific heat, internal energy, susceptibility for the ferromagnetic Ising model on a finite random network.

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