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» Multiagent learning in adaptive dynamic systems
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AAMAS
2004
Springer
13 years 9 months ago
From a Conceptual Framework for Agents and Objects to a Multi-Agent System Modeling Language
In this paper we propose a multi-agent system modeling language (MAS-ML) that extends UML (Unified Modeling Language) based on structural and dynamic properties presented in a conc...
Viviane Torres da Silva, Carlos José Pereir...
ICCS
2004
Springer
14 years 2 months ago
Simulation Coercion Applied to Multiagent DDDAS
Abstract. The unpredictable run-time configurations of dynamic, datadriven application systems require flexible simulation components that can adapt to changes in the number of i...
Yannick Loitière, David C. Brogan, Paul F. ...
ATAL
2009
Springer
14 years 3 months ago
Integrating organizational control into multi-agent learning
Multi-Agent Reinforcement Learning (MARL) algorithms suffer from slow convergence and even divergence, especially in largescale systems. In this work, we develop an organization-b...
Chongjie Zhang, Sherief Abdallah, Victor R. Lesser
ESAW
2008
Springer
13 years 10 months ago
Peer Pressure as a Driver of Adaptation in Agent Societies
We consider a resource access control scenario in an open multi-agent system. We specify a mutable set of rules to determine how resource allocation is decided, and minimally assum...
Hugo Carr, Jeremy V. Pitt, Alexander Artikis
ESAW
2008
Springer
13 years 10 months ago
Contribution to the Control of a MAS's Global Behaviour: Reinforcement Learning Tools
Reactive multi-agent systems present global behaviours uneasily linked to their local dynamics. When it comes to controlling such a system, usual analytical tools are difficult to ...
François Klein, Christine Bourjot, Vincent ...