Mean-field solution of structural balance dynamics in nonzero temperature
Abstract
In signed networks with simultaneous friendly and hostile interactions, there is a general tendency to a global structural balance, based on the dynamical model of links status. Although the structural balance represents a state of the network with a lack of contentious situations, there are always tensions in real networks. To study such networks, we generalize the balance dynamics in nonzero temperatures. The presented model uses elements from Boltzmann-Gibbs statistical physics to assign an energy to each type of triad, and it introduces the temperature as a measure of tension tolerance of the network. Based on the mean-field solution of the model, we find out that the model undergoes a first-order phase transition from an imbalanced random state to structural balance with a critical temperature , where in the case of there is no chance to reach the balanced state. A main feature of the first-order phase transition is the occurrence of a hysteresis loop crossing the balanced and imbalanced regimes.
Cite
@article{arxiv.1907.09773,
title = {Mean-field solution of structural balance dynamics in nonzero temperature},
author = {F. Rabbani and Amir H. Shirazi and G. R. Jafari},
journal= {arXiv preprint arXiv:1907.09773},
year = {2019}
}