decision theoretic planning

32

AAAI
1996

119views Intelligent Agents» more AAAI 1996»

14 years 6 days ago

Markov decision processes (MDPs) are a very popular tool for decision theoretic planning (DTP), partly because of the welldeveloped, expressive theory that includes effective solu...

Fahiem Bacchus, Craig Boutilier, Adam J. Grove

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35

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UAI
1997

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14 years 6 days ago

Correlated Action Effects in Decision Theoretic Regression

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Much recent research in decision theoretic planning has adopted Markov decision processes (MDPs) as the model of choice, and has attempted to make their solution more tractable by...

Craig Boutilier

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37

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UAI
1998

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Structured Reachability Analysis for Markov Decision Processes

14 years 7 days ago

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Recent research in decision theoretic planning has focussedon making the solution of Markov decision processes (MDPs) more feasible. We develop a family of algorithms for structur...

Craig Boutilier, Ronen I. Brafman, Christopher W. ...

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34

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AAAI
1997

119views Intelligent Agents» more AAAI 1997»

Structured Solution Methods for Non-Markovian Decision Processes

14 years 7 days ago

Download www.cs.toronto.edu

Markov Decision Processes (MDPs), currently a popular method for modeling and solving decision theoretic planning problems, are limited by the Markovian assumption: rewards and dy...

Fahiem Bacchus, Craig Boutilier, Adam J. Grove

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