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 (27)
- SciPy 1.0--Fundamental Algorithms for Scientific Computing in Python
- Statistical physics of social dynamics
- The spread of low-credibility content by social bots
- Activity driven modeling of time varying networks
- Nonequilibrium phase transition in the coevolution of networks and opinions
- Modeling echo chambers and polarization dynamics in social networks
- Partisan Asymmetries in Online Political Activity
- Controlling Contagion Processes in Time-Varying Networks
- Social Influence and Unfollowing Accelerate the Emergence of Echo Chambers
- Quantifying echo chamber effects in information spreading over political communication networks
- How social information can improve estimation accuracy in human groups
- Trend of Narratives in the Age of Misinformation
- Majority Model on a network with communities
- Opinion Polarization by Learning from Social Feedback
- Burstiness and aging in social temporal networks
- Emergence of polarized ideological opinions in multidimensional topic spaces
- Topological properties of a time-integrated activity driven network
- Effect of heterogeneous risk perception on information diffusion, behavior change, and disease transmission
- Phase transitions in the q-voter model with noise on a duplex clique
- Coexistence of opposite opinions in a network with communities
- Homophily based on few attributes can impede structural balance
- Conformity, anticonformity and polarization of opinions: insights from a mathematical model of opinion dynamics
- Ising model on two connected Barabasi-Albert networks
- Epidemic spreading in multiplex networks influenced by opinion exchanges on vaccination
- Majority-vote dynamics on multiplex networks
- A veritable zoology of successive phase transitions in the asymmetric -voter model on multiplex networks
- Tricriticality in the -neighbor Ising model on a partially duplex clique
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- Temperature-Noise Interplay in a Coupled Model of Opinion Dynamics
- Polarization-induced stress in the noisy voter model