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» One-Counter Markov Decision Processes
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105
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MP
2010
98views more  MP 2010»
15 years 2 months ago
Risk-averse dynamic programming for Markov decision processes
Andrzej Ruszczynski
150
Voted
AAAI
2011
14 years 3 months ago
Policy Gradient Planning for Environmental Decision Making with Existing Simulators
In environmental and natural resource planning domains actions are taken at a large number of locations over multiple time periods. These problems have enormous state and action s...
Mark Crowley, David Poole
181
Voted
SOCIALCOM
2010
15 years 1 months ago
A Decision Theoretic Approach to Data Leakage Prevention
Abstract--In both the commercial and defense sectors a compelling need is emerging for rapid, yet secure, dissemination of information. In this paper we address the threat of infor...
Janusz Marecki, Mudhakar Srivatsa, Pradeep Varakan...
130
Voted
ATAL
2008
Springer
15 years 5 months ago
Controlling deliberation in a Markov decision process-based agent
Meta-level control manages the allocation of limited resources to deliberative actions. This paper discusses efforts in adding meta-level control capabilities to a Markov Decision...
George Alexander, Anita Raja, David J. Musliner
125
Voted
CORR
2010
Springer
101views Education» more  CORR 2010»
15 years 3 months ago
Finite Optimal Control for Time-Bounded Reachability in CTMDPs and Continuous-Time Markov Games
We establish the existence of optimal scheduling strategies for time-bounded reachability in continuous-time Markov decision processes, and of co-optimal strategies for continuous-...
Markus Rabe, Sven Schewe