Transitions between polarization and radicalization in a temporal bilayer echo chambers model
arXiv:2101.03430 · doi:10.1103/PhysRevE.105.024125
Abstract
Echo chambers and polarisation dynamics are as of late a very prominent topic in scientific communities around the world. As these phenomena directly affect our lives and seemingly more and more as our societies and communication channels evolve it becomes ever so important for us to understand the intricacies of opinion dynamics in the modern era. Here we extend an existing echo chambers model with activity driven agents onto a bi-layer topology and study the dynamics of the polarised state as a function of interlayer couplings. Different cases of such couplings are presented - unidirectional coupling that can be reduced to a mono-layer facing an external bias, symmetric and non-symmetric couplings. We have assumed that initial conditions impose system polarisation and agent opinions are different for both layers. Such a pre-conditioned polarised state can sustain without explicit homophilic interactions provided the coupling strength between agents belonging to different layers is weak enough. For a strong unidirectional or attractive coupling between two layers a discontinuous transition to a radicalised state takes place when mean opinions in both layers are the same. When coupling constants between the layers are of different signs the system exhibits sustained or decaying oscillations. Transitions between these states are analysed using a mean field approximation and classified in the framework of bifurcation theory.
References in corpus (10)
- Statistical physics of social dynamics
- Activity driven modeling of time varying networks
- Nonequilibrium phase transition in the coevolution of networks and opinions
- Partisan Asymmetries in Online Political Activity
- Majority Model on a network with communities
- Burstiness and aging in social temporal networks
- Emergence of polarized ideological opinions in multidimensional topic spaces
- Effect of heterogeneous risk perception on information diffusion, behavior change, and disease transmission
- Ising model on two connected Barabasi-Albert networks
- A veritable zoology of successive phase transitions in the asymmetric -voter model on multiplex networks
Cited by in corpus (5)
- Unanimity, Coexistence and Rigidity: Three Sides of Polarization
- Coexistence of positive and negative information in information-epidemic dynamics on multiplex networks
- q-neighbor Ising model on a polarized network
- Temperature-Noise Interplay in a Coupled Model of Opinion Dynamics
- Polarization-induced stress in the noisy voter model