Karl Tuyls, Tom Lenaerts, Katja Verbeeck, Sam Maes, Bernard Manderick  Home/Search
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Abstract: Modeling learning agents in the context of Multi-agent Systems requires insight in the type and form of interactions with the environment and other agents in the system. Usually, these agents are modeled similar to the di#erent players in a standard game theoretical model. In this paper we examine whether evolutionary game theory, and more specifically the replicator dynamics, is an adequate theoretical model for the study of the dynamics of reinforcement learning agents in a multi-agent... (Update)
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2: Evolutionary Games and Population Dynamics (context) - Hofbauer, Sigmund - 1998
2: Learning through Reinforcement and Replicator Dynamics (context) - Borgers, Sarin - 1997
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BibTeX entry: (Update)
Tuyls, K., Lenaerts, T., Verbeeck, K., Maes, S. and Manderick, B, Towards a Relation Between Learning Agents and Evolutionary Dynamics. Proceedings of BNAIC 2002. KU Leuven, Belgium. http://citeseer.ist.psu.edu/tuyls02towards.html More
@misc{ tuyls02towards,
author = "K. Tuyls and T. Lenaerts and K. Verbeeck and S. Maes and B. Manderick",
title = "Towards a Relation Between Learning Agents and Evolutionary Dynamics",
text = "Tuyls, K., Lenaerts, T., Verbeeck, K., Maes, S. and Manderick, B, Towards
a Relation Between Learning Agents and Evolutionary Dynamics. Proceedings
of BNAIC 2002. KU Leuven, Belgium.",
year = "2002",
url = "citeseer.ist.psu.edu/tuyls02towards.html" }
Citations (may not include all citations):614 Reinforcement Learning: An introduction - Sutton, Barto - 1998
282 A course in game theory (context) - Osborne, Rubinstein - 1994
106 Evolutionary Game Theory (context) - Weibull - 1996
92 Learning Automata: An Introduction (context) - Narendra, Thathachar - 1989
44 Evolutionary Games and Population Dynamics (context) - Hofbauer, Sigmund - 1998
26 Stochastic Models for Learning (context) - Bush, Mosteller - 1955
22 Learning Through Reinforcement and Replicator Dynamics (context) - Borgers, Sarin - 1997
18 Game Theory Evolving (context) - Gintis - 2000
6 Evolution and the Theory of Games (context) - Maynard-Smith - 1982
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