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» Communication in Multi-Agent Markov Decision Processes
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ICMAS
2000
13 years 6 months ago
Communication in Multi-Agent Markov Decision Processes
In this paper, we formulate agent's decision process under the framework of Markov decision processes, and in particular, the multi-agent extension to Markov decision process...
Ping Xuan, Victor R. Lesser, Shlomo Zilberstein
ATAL
2004
Springer
13 years 10 months ago
Graphical Models in Local, Asymmetric Multi-Agent Markov Decision Processes
In multi-agent MDPs, it is generally necessary to consider the joint state space of all agents, making the size of the problem and the solution exponential in the number of agents...
Dmitri A. Dolgov, Edmund H. Durfee
ICML
1994
IEEE
13 years 8 months ago
Markov Games as a Framework for Multi-Agent Reinforcement Learning
In the Markov decision process (MDP) formalization of reinforcement learning, a single adaptive agent interacts with an environment defined by a probabilistic transition function....
Michael L. Littman
HICSS
2003
IEEE
123views Biometrics» more  HICSS 2003»
13 years 10 months ago
Issues in Rational Planning in Multi-Agent Settings
We adopt the decision-theoretic principle of expected utility maximization as a paradigm for designing autonomous rational agents operating in multi-agent environments. We use the...
Piotr J. Gmytrasiewicz
AMAI
2004
Springer
13 years 10 months ago
A Framework for Sequential Planning in Multi-Agent Settings
This paper extends the framework of partially observable Markov decision processes (POMDPs) to multi-agent settings by incorporating the notion of agent models into the state spac...
Piotr J. Gmytrasiewicz, Prashant Doshi