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ATAL
2004
Springer

132views Intelligent Agents» more ATAL 2004»

Decentralized Markov Decision Processes with Event-Driven Interactions

16 years 11 days ago

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Decentralized MDPs provide a powerful formal framework for planning in multi-agent systems, but the complexity of the model limits its usefulness. We study in this paper a class o...

Raphen Becker, Shlomo Zilberstein, Victor R. Lesse...

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138

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ATAL
2004
Springer

91views Intelligent Agents» more ATAL 2004»

Graphical Models in Local, Asymmetric Multi-Agent Markov Decision Processes

16 years 11 days ago

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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

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172

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CDC
2009
IEEE

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Parametric regret in uncertain Markov decision processes

15 years 11 months ago

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— We consider decision making in a Markovian setup where the reward parameters are not known in advance. Our performance criterion is the gap between the performance of the best ...

Huan Xu, Shie Mannor

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168

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CONCUR
2001
Springer

133views Distributed And Parallel Com...» more CONCUR 2001»

Performance Evaluation : = (Process Algebra + Model Checking) × Markov Chains

15 years 11 months ago