Local Large deviation: A McMillian Theorem for Coloured Random Graph Processes (1707.01978v1)

Abstract: For a finite typed graph on $n$ nodes and with type law $\mu,$ we define the so-called spectral potential $\rho_{\lambda}(\,\cdot,\,\mu),$ of the graph.From the $\rho_{\lambda}(\,\cdot,\,\mu)$ we obtain Kullback action or the deviation function, $\mathcal{H}{\lambda}(\pi\,|\,\nu),$ with respect to an empirical pair measure, $\pi,$ as the Legendre dual. For the finite typed random graph conditioned to have an empirical link measure $\pi$ and empirical type measure $\mu$, we prove a Local large deviation principle (LLDP), with rate function $\mathcal{H}{\lambda}(\pi\,|\,\nu)$ and speed $n.$ We deduce from this LLDP, a full conditional large deviation principle and a weak variant of the classical McMillian Theorem for the typed random graphs. Given the typical empirical link measure, $\lambda\mu\otimes\mu,$ the number of typed random graphs is approximately equal $e^{n|\lambda\mu\otimes\mu|H\big(\lambda\mu\otimes\mu/|\lambda\mu\otimes\mu|\big)}.$ Note that we do not require any topological restrictions on the space of finite graphs for these LLDPs.