C4.5: programs for machine learning
C4.5: programs for machine learning
Artificial intelligence: a modern approach
Artificial intelligence: a modern approach
Learning in multiagent systems
Multiagent systems
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part II
Learning in a multi-agent approach to a fish bank game
CEEMAS'05 Proceedings of the 4th international Central and Eastern European conference on Multi-Agent Systems and Applications
Agent Strategy Generation by Rule Induction in Predator-Prey Problem
ICCS 2009 Proceedings of the 9th International Conference on Computational Science
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This paper contains a proposal of an architecture for learning agents. The architecture supports centralized learning. Learning may be performed by several agents in the system, but it should be independent (without communication or cooperation connected with the learning process). An agent may have several learning modules for different aspects of its activity. Each module can use different learning strategy. Application of the architecture is studied on example of Fish-Banks game simulator.