771 search results - page 94 / 155 » Markov Decision Processes with Arbitrary Reward Processes |
166
Voted
UAI
2007
15 years 5 months ago
2007
This paper introduces decision-theoretic planning techniques into automatic music generation. Markov decision processes (MDPs) are a mathematical model of planning under uncertain...
120
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ML
2002
ACM
15 years 3 months ago
2002
ACM
Abstract. The problemof state abstractionis of centralimportancein optimalcontrol,reinforcement learning and Markov decision processes. This paper studies the case of variable reso...
146
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ICML
2001
IEEE
16 years 4 months ago
2001
IEEE
We introduce the first algorithm for off-policy temporal-difference learning that is stable with linear function approximation. Off-policy learning is of interest because it forms...
139
Voted
AIPS
2009
15 years 5 months ago
2009
When modeling real-world decision-theoretic planning problems in the Markov decision process (MDP) framework, it is often impossible to obtain a completely accurate estimate of tr...
124
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CDC
2009
IEEE
15 years 8 months ago
2009
IEEE
Abstract— In this paper we consider several problems involving control with limited actuation and sampling rates. Event-based control has emerged as an attractive approach for ad...