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» Relational Partially Observable MDPs
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AAAI
1993
13 years 11 months ago
Relative Utility of EBG based Plan Reuse in Partial Ordering vs. Total Ordering Planning
This paper provides a systematic analysisof the relativeutility of basingEBG based plan reuse techniques in partial ordering vs. total ordering planning frameworks. We separate th...
Subbarao Kambhampati, Jengchin Chen
ACL
2008
13 years 11 months ago
Mixture Model POMDPs for Efficient Handling of Uncertainty in Dialogue Management
In spoken dialogue systems, Partially Observable Markov Decision Processes (POMDPs) provide a formal framework for making dialogue management decisions under uncertainty, but effi...
James Henderson, Oliver Lemon
IROS
2006
IEEE
121views Robotics» more  IROS 2006»
14 years 3 months ago
Planning and Acting in Uncertain Environments using Probabilistic Inference
— An important problem in robotics is planning and selecting actions for goal-directed behavior in noisy uncertain environments. The problem is typically addressed within the fra...
Deepak Verma, Rajesh P. N. Rao
CDC
2010
IEEE
138views Control Systems» more  CDC 2010»
13 years 4 months ago
Design of a navigation filter by analysis of local observability
This paper presents an inertial navigation filter designed for an automotive vehicle not equipped with any GPS receiver. The task of this filter is to provide relative position inf...
Pierre-Jean Bristeau, Nicolas Petit, Laurent Praly
ICML
2010
IEEE
13 years 10 months ago
Generalizing Apprenticeship Learning across Hypothesis Classes
This paper develops a generalized apprenticeship learning protocol for reinforcementlearning agents with access to a teacher who provides policy traces (transition and reward obse...
Thomas J. Walsh, Kaushik Subramanian, Michael L. L...