Mean-field solution for critical behavior of signed networks in competitive balance theory

The competitive balance model has been proposed as an extension to the balance model to address the conflict of interests in signed networks. In this model, two different paradigms or interests compete with each other to dominate the network's relations and impose their own values. In this paper, using the mean-field method, we examine the thermal behavior of the competitive balance model. Our results show that under a certain temperature, the symmetry between two competing interests will spontaneously break which leads to a discrete phase transition. So, starting with a heterogeneous signed network, if agents aim to decrease tension stemming from competitive balance theory, evolution ultimately chooses only one of the existing interests and stability arises where one paradigm dominates the system. The critical temperature depends linearly on the number of nodes, which is a linear dependence in the thermal balance theory as well. Finally, the results obtained through the mean-field method are verified by a series of simulations.

Automated summary

The study of the competitive balance model reveals that under a certain temperature, the symmetry between competing interests in a signed network will spontaneously break, leading to a discrete phase transition, ultimately resulting in the dominance of one paradigm for system stability. The critical temperature depends linearly on the number of nodes, showing a linear dependence in the thermal balance theory. Results obtained through the mean-field method are supported by simulations.