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Analytic solution of the two-star model with correlated degrees.

作者信息

Bolfe Maíra, Metz Fernando L, Guzmán-González Edgar, Castillo Isaac Pérez

机构信息

Physics Department, Federal University of Santa Maria, 97105-900 Santa Maria, Brazil.

Physics Institute, Federal University of Rio Grande do Sul, 91501-970 Porto Alegre, Brazil and London Mathematical Laboratory, 8 Margravine Gardens, London W6 8RH, United Kingdom.

出版信息

Phys Rev E. 2021 Jul;104(1-1):014147. doi: 10.1103/PhysRevE.104.014147.

Abstract

Exponential random graphs are important to model the structure of real-world complex networks. Here we solve the two-star model with degree-degree correlations in the sparse regime. The model constraints the average correlation between the degrees of adjacent nodes (nearest neighbors) and between the degrees at the end-points of two-stars (next nearest neighbors). We compute exactly the network free energy and show that this model undergoes a first-order transition to a condensed phase. For non-negative degree correlations between next nearest neighbors, the degree distribution inside the condensed phase has a single peak at the largest degree, while for negative degree correlations between next nearest neighbors the condensed phase is characterized by a bimodal degree distribution. We calculate the degree assortativities and show they are nonmonotonic functions of the model parameters, with a discontinuous behavior at the first-order transition. The first-order critical line terminates at a second-order critical point, whose location in the phase diagram can be accurately determined. Our results can help to develop more detailed models of complex networks with correlated degrees.

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