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On Krause's Multi-Agent Consensus Model With State-Dependent Connectivity
- Source :
- IEEE Transactions on Automatic Control, Vol. 54, no. 11, p. 2586-2597 (2009)
- Publication Year :
- 2009
- Publisher :
- Ieee-inst Electrical Electronics Engineers Inc, 2009.
-
Abstract
- We study a model of opinion dynamics introduced by Krause: each agent has an opinion represented by a real number, and updates its opinion by averaging all agent opinions that differ from its own by less than one. We give a new proof of convergence into clusters of agents, with all agents in the same cluster holding the same opinion. We then introduce a particular notion of equilibrium stability and provide lower bounds on the inter-cluster distances at a stable equilibrium. To better understand the behavior of the system when the number of agents is large, we also introduce and study a variant involving a continuum of agents, obtaining partial convergence results and lower bounds on inter-cluster distances, under some mild assumptions.
- Subjects :
- Physics::Physics and Society
decentralized control
Consensus
Social network
Continuum (topology)
Computer science
business.industry
Multi-agent system
Stability (learning theory)
Public opinion
Decentralised system
Upper and lower bounds
Computer Science Applications
Computer Science::Multiagent Systems
Control and Systems Engineering
multi-agent system
Artificial intelligence
opinion dynamics
Electrical and Electronic Engineering
business
Mathematical economics
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- IEEE Transactions on Automatic Control, Vol. 54, no. 11, p. 2586-2597 (2009)
- Accession number :
- edsair.doi.dedup.....4655baccfc3d38361daf4cb7965c9b5d