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NIPS
2003
13 years 5 months ago
Bounded Finite State Controllers
We describe a new approximation algorithm for solving partially observable MDPs. Our bounded policy iteration approach searches through the space of bounded-size, stochastic fini...
Pascal Poupart, Craig Boutilier
UAI
2008
13 years 5 months ago
Sparse Stochastic Finite-State Controllers for POMDPs
Bounded policy iteration is an approach to solving infinitehorizon POMDPs that represents policies as stochastic finitestate controllers and iteratively improves a controller by a...
Eric A. Hansen
SFP
2003
13 years 5 months ago
FSM-Hume is finite state
Abstract Hume is a domain-specific programming language targeting resourcebounded computations. It is based on generalised concurrent bounded automata, controlled by transitions c...
Greg Michaelson, Kevin Hammond, Jocelyn Sér...
MOR
2008
87views more  MOR 2008»
13 years 4 months ago
On Near Optimality of the Set of Finite-State Controllers for Average Cost POMDP
We consider the average cost problem for partially observable Markov decision processes (POMDP) with finite state, observation, and control spaces. We prove that there exists an -...
Huizhen Yu, Dimitri P. Bertsekas
AUTOMATICA
2006
125views more  AUTOMATICA 2006»
13 years 4 months ago
Optimization over state feedback policies for robust control with constraints
This paper is concerned with the optimal control of linear discrete-time systems, which are subject to unknown but bounded state disturbances and mixed constraints on the state an...
Paul J. Goulart, Eric C. Kerrigan, Jan M. Maciejow...