Title | ||
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Continuous-Time Average-Preserving Opinion Dynamics with Opinion-Dependent Communications |
Abstract | ||
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We study a simple continuous-time multiagent system related to Krause's model of opinion dynamics: each agent holds a real value, and this value is continuously attracted by every other value differing from it by less than 1, with an intensity proportional to the difference. We prove convergence to a set of clusters, with the agents in each cluster sharing a common value, and provide a lower bound on the distance between clusters at a stable equilibrium, under a suitable notion of multiagent system stability. To better understand the behavior of the system for a large number of agents, we introduce a variant involving a continuum of agents. We prove, under some conditions, the existence of a solution to the system dynamics, convergence to clusters, and a nontrivial lower bound on the distance between clusters. Finally, we establish that the continuum model accurately represents the asymptotic behavior of a system with a finite but large number of agents. |
Year | DOI | Venue |
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2010 | 10.1137/090766188 | SIAM J. Control and Optimization |
Keywords | Field | DocType |
opinion dynamic,stable equilibrium,asymptotic behavior,real value,multiagent system stability,continuum model,system dynamic,simple continuous-time multiagent system,opinion-dependent communications,large number,common value,continuous-time average-preserving opinion dynamics,system dynamics,multiagent systems,consensus,multi agent system,lower bound,dynamic system | Convergence (routing),Cluster (physics),Mathematical optimization,Upper and lower bounds,Continuum (design consultancy),Multi-agent system,Common value auction,System dynamics,Asymptotic analysis,Mathematics | Journal |
Volume | Issue | ISSN |
48 | 8 | 0363-0129 |
Citations | PageRank | References |
55 | 2.75 | 7 |
Authors | ||
3 |
Name | Order | Citations | PageRank |
---|---|---|---|
Vincent D. Blondel | 1 | 1880 | 184.86 |
Julien M. Hendrickx | 2 | 772 | 77.11 |
John N. Tsitsiklis | 3 | 5300 | 621.34 |