Consensus, polarisation and coexistence in a continuous opinion dynamics model with quenched disorder
arXiv:2105.06123 · doi:10.1103/PhysRevE.104.044309
Abstract
A general model of opinion dynamics is introduced in which each individual's opinion is measured on a bounded continuous spectrum. Each opinion is influenced heterogeneously by every other opinion in the population. It is demonstrated that consensus, polarisation and a spread of moderate opinions are all possible within this model. Using dynamic mean-field theory, we are able to identify the statistical features of the interactions between individuals that give rise to each of the aforementioned emergent phenomena. The nature of the transitions between each of the observed macroscopic states is also studied. It is demonstrated that heterogeneity of interactions between individuals can lead to polarisation, that mostly antagonistic or contrarian interactions can promote consensus at a moderate opinion, and that mostly reinforcing interactions encourage the majority to take an extreme opinion.
arXiv comment13 pages, 8 figures
References in corpus (29)
- Statistical physics of social dynamics
- Voter model dynamics in complex networks: Role of dimensionality, disorder and degree distribution
- Analytical Solution of the Voter Model on Disordered Networks
- Marginally Stable Equilibria in Critical Ecosystems
- Transition to chaos in random networks with cell-type-specific connectivity
- The noisy voter model on complex networks
- Heterogeneous Voter Models
- Numerical implementation of dynamical mean field theory for disordered systems: application to the Lotka-Volterra model of ecosystems
- Opinion Polarization by Learning from Social Feedback
- Dynamically evolved community size and stability of random Lotka-Volterra ecosystems
- Analytical and numerical study of the non-linear noisy voter model on complex networks
- Stochastic processes with distributed delays: chemical Langevin equation and linear-noise approximation
- The undecided have the key: Interaction-driven opinion dynamics in a three state model
- Conformity, anticonformity and polarization of opinions: insights from a mathematical model of opinion dynamics
- Random replicators with asymmetric couplings
- The noisy voter model under the influence of contrarians
- Voter models with contrarian agents
- The influence of persuasion in opinion formation and polarization
- Consensus and diversity in multi-state noisy voter models
- Fixation and Polarization in a Three-Species Opinion Dynamics Model
- The role of voting intention in public opinion polarization
- A multi-state voter model with imperfect copying
- From Microscopic Heterogeneity to Macroscopic Complexity in the Contrarian Voter Model
- On the effect of heterogeneity in stochastic interacting-particle systems
- Zealots in multi-state noisy voter models
- A model for the competition between political mono-polarization and bi-polarization
- Ferromagnetic and spin-glass like transition in the -neighbor Ising model on random graphs
- Competing local and global interactions in social dynamics: how important is the friendship network?
- Persistent individual bias in a voter model with quenched disorder
Cited by in corpus (8)
- The effect of Collaborative-Filtering based Recommendation Algorithms on Opinion Polarization
- Eigenvalue spectra and stability of directed complex networks
- Pair approximation for the q-voter models with quenched disorder on networks
- Filter Bubble effect in the multistate voter model
- Incorporating Heterogeneous Interactions for Ecological Biodiversity
- Nonlinear -voter model involving nonconformity on networks
- -voter model with independence on signed random graphs: homogeneous approximations
- Exact solution of Dynamical Mean-Field Theory for a linear system with annealed disorder