large factored markov

NIPS
2000

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Using Free Energies to Represent Q-values in a Multiagent Reinforcement Learning Task

14 years 26 days ago

The problem of reinforcement learning in large factored Markov decision processes is explored. The Q-value of a state-action pair is approximated by the free energy of a product o...

Brian Sallans, Geoffrey E. Hinton

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AIPS
2004

142views Artificial Intelligence» more AIPS 2004»

Heuristic Refinements of Approximate Linear Programming for Factored Continuous-State Markov Decision Processes

14 years 28 days ago

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Approximate linear programming (ALP) offers a promising framework for solving large factored Markov decision processes (MDPs) with both discrete and continuous states. Successful ...

Branislav Kveton, Milos Hauskrecht

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