7 search results - page 1 / 2 » Robustness in Markov Decision Problems with Uncertain Transi... |
NIPS
2003
13 years 6 months ago
2003
Optimal solutions to Markov Decision Problems (MDPs) are very sensitive with respect to the state transition probabilities. In many practical problems, the estimation of those pro...
FLAIRS
2006
13 years 6 months ago
2006
We propose a new decision-theoretic approach for solving execution-time deliberation scheduling problems using recent advances in Generalized Semi-Markov Decision Processes (GSMDP...
DATE
2007
IEEE
13 years 11 months ago
2007
IEEE
This paper tackles the problem of dynamic power management (DPM) in nanoscale CMOS design technologies that are typically affected by increasing levels of process, voltage, and te...
AIPS
2009
13 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...
ROBOCUP
2007
Springer
13 years 11 months ago
2007
Springer
Abstract. Two main challenges of robot action planning in real domains are uncertain action effects and dynamic environments. In this paper, an instance-based action model is lear...