Interplay between consensus and coherence in a model of interacting opinions
arXiv:1506.04544 · doi:10.1016/j.physd.2015.10.013
Abstract
The formation of agents' opinions in a social system is the result of an intricate equilibrium among several driving forces. On the one hand, the social pressure exerted by peers favours the emergence of local consensus. On the other hand, the concurrent participation of agents to discussions on different topics induces each agent to develop a coherent set of opinions across all the topics in which he is active. Moreover, the pervasive action of external stimuli, such as mass media, pulls the entire population towards a specific configuration of opinions on different topics. Here we propose a model in which agents with interrelated opinions, interacting on several layers representing different topics, tend to spread their own ideas to their neighbourhood, strive to maintain internal coherence, due to the fact that each agent identifies meaningful relationships among its opinions on the different topics, and are at the same time subject to external fields, resembling the pressure of mass media. We show that the presence of heterogeneity in the internal coupling assigned by agents to their different opinions allows to obtain states with mixed levels of consensus, still ensuring that all the agents attain a coherent set of opinions. Furthermore, we show that all the observed features of the model are preserved in the presence of thermal noise up to a critical temperature, after which global consensus is no longer attainable. This suggests the relevance of our results for real social systems, where noise is inevitably present in the form of information uncertainty and misunderstandings. The model also demonstrates how mass media can be effectively used to favour the propagation of a chosen set of opinions, thus polarising the consensus of an entire population.
8 pages, 4 figures, accepted for publication in Physica D
References in corpus (8)
- Statistical physics of social dynamics
- The structure and dynamics of multilayer networks
- Homophily, Cultural Drift and the Co-Evolution of Cultural Groups
- Generic Absorbing Transition in Coevolution Dynamics
- Analytical Solution of the Voter Model on Disordered Networks
- Irreducibility of multilayer network dynamics: the case of the voter model
- Absorbing and Shattered Fragmentation Transitions in Multilayer Coevolution
- Phase transitions in the q-voter model with noise on a duplex clique
Cited by in corpus (11)
- Multiplex lexical networks reveal patterns in early word acquisition in children
- Determinants of public cooperation in multiplex networks
- Irreducibility of multilayer network dynamics: the case of the voter model
- Efficient exploration of multiplex networks
- Modeling Radicalization Phenomena in Heterogeneous Populations
- The Role of Noise in the Spatial Public Goods Game
- Tipping points in opinion dynamics: a universal formula in five dimensions
- Link overlap influences opinion dynamics on multiplex networks: spin model approach
- A generalized voter model with time-decaying memory on a multilayer network
- The Investigation of Social Media Data Thresholds for Opinion Formation
- Opinion formation in multiplex networks with general initial distributions