Destructive influence of interlayer coupling on Heider balance in bilayer networks
Piotr J Górski1, Krzysztof Kułakowski2, Przemysław Gawroński2
1Faculty of Physics, Warsaw University of Technology, Koszykowa 75, 00-662, Warsaw, Poland.
Scientific Reports
|November 24, 2017
Summary
Interlayer connections in multilayer networks hinder Heider balance, especially with negative couplings. Larger networks decrease the probability of achieving Heider balance in these complex social systems.
Area of Science:
- Network Science
- Statistical Physics
- Social Dynamics
Background:
- Heider balance theory explains cognitive consistency in social triads.
- Multilayer networks, where interactions occur across interconnected layers, are increasingly relevant for modeling complex systems.
Purpose of the Study:
- To investigate the impact of interlayer coupling on Heider balance in link multiplex networks.
- To determine how network size and coupling strength influence the emergence of Heider balance.
Main Methods:
- Numerical simulations were employed to model the dynamics of Heider balance.
- Analytical calculations were performed to derive theoretical predictions for balance emergence.
- The study analyzed the effect of varying interlayer coupling strengths and signs.
Main Results:
- Interlayer connections were found to impede the emergence of Heider balance.
- Negative interlayer couplings, analogous to antiferromagnetic interactions, significantly reduce balance.
- The probability of achieving Heider balance decreases with network size (N) as N^(-1/2).
Conclusions:
- Multilayer structures with interlayer coupling can explain the absence of Heider balance in real-world social systems.
- The findings highlight the critical role of network topology and interlayer interactions in social balance phenomena.
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