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ECAI
2010
Springer
14 years 10 months ago
Constraint-Based Controller Synthesis in Non-Deterministic and Partially Observable Domains
Controller synthesis consists in automatically building controllers taking as inputs observation data and returning outputs guaranteeing that the controlled system satisfies some d...
Cédric Pralet, Gérard Verfaillie, Mi...
AIPS
2003
14 years 10 months ago
A Framework for Planning with Extended Goals under Partial Observability
Planning in nondeterministic domains with temporally extended goals under partial observability is one of the most challenging problems in planning. Subsets of this problem have b...
Piergiorgio Bertoli, Alessandro Cimatti, Marco Pis...
ICML
1999
IEEE
15 years 10 months ago
Monte Carlo Hidden Markov Models: Learning Non-Parametric Models of Partially Observable Stochastic Processes
We present a learning algorithm for non-parametric hidden Markov models with continuous state and observation spaces. All necessary probability densities are approximated using sa...
Sebastian Thrun, John Langford, Dieter Fox
AAAI
2000
14 years 10 months ago
A Logic for Planning under Partial Observability
We propose an epistemic dynamic logic EDL able to represent the interactions between action and knowledge that are fundamental to planning under partial observability. EDL enables...
Andreas Herzig, Jérôme Lang, Dominiqu...
AIPS
2006
14 years 10 months ago
Bounded Branching and Modalities in Non-Deterministic Planning
We study the consequences on complexity that arise when bounds on the number of branch points on the solutions for non-deterministic planning problems are imposed as well as when ...
Blai Bonet