Non-consensus opinion models on complex networks
arXiv:1210.0862 · doi:10.1007/s10955-012-0625-4
Abstract
We focus on non-consensus opinion models in which above a certain threshold two opinions coexist in a stable relationship. We revisit and extend the non-consensus opinion (NCO) model introduced by Shao. We generalize the NCO model by adding a weight factor W to individual's own opinion when determining its future opinion (NCOW model). We find that as W increases the minority opinion holders tend to form stable clusters with a smaller initial minority fraction compared to the NCO model. We also revisit another non-consensus opinion, the inflexible contrarian opinion (ICO) model, which introduces inflexible contrarians to model a competition between two opinions in the steady state. In the ICO model, the inflexible contrarians effectively decrease the size of the largest cluster of the rival opinion. All of the above models have previously been explored in terms of a single network. However opinions propagate not only within single networks but also between networks, we study here the opinion dynamics in coupled networks. We apply the NCO rule on each individual network and the global majority rule on interdependent pairs. We find that the interdependent links effectively force the system from a second order phase transition, which is characteristic of the NCO model on a single network, to a hybrid phase transition, i.e., a mix of second-order and abrupt jump-like transitions that ultimately becomes, as we increase the percentage of interdependent agents, a pure abrupt transition. We conclude that for the NCO model on coupled networks, interactions through interdependent links could push the non-consensus opinion type model to a consensus opinion type model, which mimics the reality that increased mass communication causes people to hold opinions that are increasingly similar.
References in corpus (12)
- Statistical physics of social dynamics
- Efficient Immunization Strategies for Computer Networks and Populations
- Cascade control and defense in complex networks
- On the Role of Zealotry in the Voter Model
- Optimal Paths in Disordered Complex Networks
- Dynamics of Non-Conservative Voters
- Encouraging moderation: Clues from a simple model of ideological conflict
- Synchronization in Weighted Uncorrelated Complex Networks in a Noisy Environment: Optimization and Connections with Transport Efficiency
- Different topologies for a herding model of opinion
- Navigating ultrasmall worlds in ultrashort time
- Physics peeks into the ballot box
- Comment on "Dynamic Opinion Model and Invasion Percolation"
Cited by in corpus (15)
- Effect of the Interconnected Network Structure on the Epidemic Threshold
- Opinion dynamics: models, extensions and external effects
- The Emergence of Consensus: A Primer
- Correlation between centrality metrics and their application to the opinion model
- Threshold-limited spreading in social networks with multiple initiators
- Modeling Radicalization Phenomena in Heterogeneous Populations
- Modeling of Information Diffusion on Social Networks with Applications to WeChat
- Degree Correlation in Scale-Free Graphs
- Information Dynamics in Evolving Networks Based on the Birth-Death Process: Random Drift and Natural Selection Perspective
- Competing opinions and stubbornness: connecting models to data
- Opinion percolation in structured population
- Non-consensus opinion model on directed networks
- Opinion Dynamics on Networks under Correlated Disordered External Perturbations
- Universality of the SIS prevalence in networks
- Cluster Prediction for Opinion Dynamics from Partial Observations