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ATAL
2005
Springer
14 years 1 months ago
Preprocessing techniques for accelerating the DCOP algorithm ADOPT
Methods for solving Distributed Constraint Optimization Problems (DCOP) have emerged as key techniques for distributed reasoning. Yet, their application faces significant hurdles...
Syed Muhammad Ali, Sven Koenig, Milind Tambe
ATAL
2009
Springer
14 years 2 months ago
Multiagent reinforcement learning: algorithm converging to Nash equilibrium in general-sum discounted stochastic games
This paper introduces a multiagent reinforcement learning algorithm that converges with a given accuracy to stationary Nash equilibria in general-sum discounted stochastic games. ...
Natalia Akchurina
ATAL
2005
Springer
14 years 1 months ago
Integrating a MAS and a Pandemonium: the open-source framework AKIRA
The open-source framework AKIRA integrates Multiagent and Pandemonium elements. We describe the main components of the framework, showing that the hybrid nature of the Agents, hav...
Giovanni Pezzulo, Gianguglielmo Calvi, Rino Falcon...
ATAL
2009
Springer
13 years 5 months ago
Replicator Dynamics for Multi-agent Learning: An Orthogonal Approach
Today's society is largely connected and many real life applications lend themselves to be modeled as multi-agent systems. Although such systems as well as their models are d...
Michael Kaisers, Karl Tuyls
ATAL
2008
Springer
13 years 9 months ago
An adaptive agent model for self-organizing MAS
Self-organizing multi-agent systems (MAS) use different mechanisms to mimic the adaptation exhibited by complex systems situated in unpredictable and dynamic environments. These m...
Candelaria Sansores, Juan Pavón