Advice-Exchange in Heterogeneous Groups of Learning Agents

Proceedings of the International Conference on Autonomous Agents

Volumn 2, Issue , 2003, Pages 1084-1085

  Nunes, Luis ^a   Oliveira, Eugénio ^a  

^a UNIVERSITY OF PORTO   (Portugal)

Author keywords

Advice Exchange; Machine Learning; Multiagent Systems

Indexed keywords

ALGORITHMS; ARTIFICIAL INTELLIGENCE; DYNAMIC PROGRAMMING; HEURISTIC METHODS; INTELLIGENT AGENTS; MULTI AGENT SYSTEMS; NEURAL NETWORKS; PROBLEM SOLVING;

ADVICE EXCHANGE; GLOBAL LEARNING PERFORMANCE; LEARNING AGENTS;

LEARNING SYSTEMS;

EID: 1142280399     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/860722.860807     Document Type: Conference Paper

References (7)

1. J. H. Holland. Adaptation in Natural and Artificial Systems. University of Michigan Press, 1975.
2. L. Nunes and E. Oliveira. Advice-exchange in heterogeneous groups of learning agents. Technical Report 1 12/02, FEUP/LIACC, 2002.
3. L. Nunes and E. Oliveira. On learning by exchanging advice. In Proc. of the First Symposium on Adaptive Agents and Multi-Agent Systems (AISB'02), 2002.
4. L. Nunes and E. Oliveira. Advice exchange between evolutionary algorithms and reinforcement learning agents: Experimental results in the pursuit domain. Technical Report 2 03/03, FEUP/LIACC, 2003.
5. D. E. Rumelhart, G. E. Hinton, and R. J. Williams. Learning internal representations by error propagation. Parallel Distributed Processing: Exploration in the Microstructure of Cognition, 1:318-362, 1986.
6. C. J. C. H. Watkins and P. D. Dayan. Technical note: Q-learning. Machine Learning, 8(3):279-292, 1992.
7. S. D. Whitehead. A complexity analisys of cooperative mechanisms in reinforcement learning. Proc. of the 9th National Conf. on AI (AAAI-91), pages 607-613, 1991.