Statistical Models for Degree Distributions of Networks

14 Nov 2014Kayvan SadeghiAlessandro Rinaldo

We define and study the statistical models in exponential family form whose sufficient statistics are the degree distributions and the bi-degree distributions of undirected labelled simple graphs. Graphs that are constrained by the joint degree distributions are called $dK$-graphs in the computer science literature and this paper attempts to provide the first statistically grounded analysis of this type of models... (read more)

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