Work

Stochastic versus deterministic consensus dynamics on graphs

Year: 2019
Type: preprint
Abstract: We study two agent based models of opinion formation - one stochastic in nature and one deterministic. Both models are defined in terms of an underlying graph; we study how the structure of the graph affects the long time behavior of the models in all possible cases of graph topology. We are especially interested in the emergence of a consensus among the agents and provide a condition on the graph that is necessary and sufficient for convergence to a consensus in both models. This investigation reveals several contrasts between the models - notably the convergence rates - which are explored through analytical arguments and several numerical experiments.
Language: English
Open Access status: green
OpenAlex ID: W2963326540
Cites: 30
Cited by:
Related to: 20