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ORL
2007
70views more  ORL 2007»
13 years 7 months ago
Linear dependence of stationary distributions in ergodic Markov decision processes
In ergodic MDPs we consider stationary distributions of policies that coincide in all but n states, in which one of two possible actions is chosen. We give conditions and formulas...
Ronald Ortner
CDC
2010
IEEE
141views Control Systems» more  CDC 2010»
13 years 2 months ago
A dynamic programming algorithm for decentralized Markov decision processes with a broadcast structure
We give an optimal dynamic programming algorithm to solve a class of finite-horizon decentralized Markov decision processes (MDPs). We consider problems with a broadcast informati...
Jeff Wu, Sanjay Lall
COLT
2007
Springer
14 years 1 months ago
Bounded Parameter Markov Decision Processes with Average Reward Criterion
Bounded parameter Markov Decision Processes (BMDPs) address the issue of dealing with uncertainty in the parameters of a Markov Decision Process (MDP). Unlike the case of an MDP, t...
Ambuj Tewari, Peter L. Bartlett
ICMAS
2000
13 years 8 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
SIAMCO
2010
112views more  SIAMCO 2010»
13 years 2 months ago
Average Continuous Control of Piecewise Deterministic Markov Processes
In this paper we consider the long run average continuous control problem of piecewise-deterministic Markov processes (PDP's for short). The control variable acts on the jump ...
Oswaldo Luiz V. Costa, François Dufour