Sciweavers

108 search results - page 5 / 22
» Planning under uncertainty using model predictive control fo...
Sort
View
ICRA
2006
IEEE
131views Robotics» more  ICRA 2006»
14 years 2 months ago
Using Reinforcement Learning to Improve Exploration Trajectories for Error Minimization
Abstract— The mapping and localization problems have received considerable attention in robotics recently. The exploration problem that drives mapping has started to generate sim...
Thomas Kollar, Nicholas Roy
ICRA
2008
IEEE
191views Robotics» more  ICRA 2008»
14 years 3 months ago
Active SLAM in structured environments
— This paper considers the trajectory planning problem for line-feature based SLAM in structured indoor environments. The robot poses and line features are estimated using Smooth...
Cindy Leung, Shoudong Huang, Gamini Dissanayake
ARTMED
2000
105views more  ARTMED 2000»
13 years 8 months ago
Planning treatment of ischemic heart disease with partially observable Markov decision processes
Diagnosis of a disease and its treatment are not separate, one-shot activities. Instead, they are very often dependent and interleaved over time. This is mostly due to uncertainty...
Milos Hauskrecht, Hamish S. F. Fraser
CDC
2009
IEEE
118views Control Systems» more  CDC 2009»
14 years 16 days ago
The Kullback-Leibler rate metric for comparing dynamical systems
This paper is concerned with information theoretic "metrics" for comparing two dynamical systems. Following the recent work of Tryphon Georgiou [1], we outline a predicti...
Sun Yu, Prashant G. Mehta
FLAIRS
2009
13 years 6 months ago
Beating the Defense: Using Plan Recognition to Inform Learning Agents
In this paper, we investigate the hypothesis that plan recognition can significantly improve the performance of a casebased reinforcement learner in an adversarial action selectio...
Matthew Molineaux, David W. Aha, Gita Sukthankar