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» Policy Gradient Methods for Robotics
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ICRA
2006
IEEE
101views Robotics» more  ICRA 2006»
14 years 1 months ago
Policies based on Trajectory Libraries
— We present a control approach that uses a library of trajectories to establish a global control law or policy. This is an alternative to methods for finding global policies ba...
Martin Stolle, Christopher G. Atkeson
IROS
2007
IEEE
159views Robotics» more  IROS 2007»
14 years 2 months ago
Transfer of policies based on trajectory libraries
— Libraries of trajectories are a promising way of creating policies for difficult problems. However, often it is not desirable or even possible to create a new library for ever...
Martin Stolle, Hanns Tappeiner, Joel E. Chestnutt,...
IROS
2006
IEEE
143views Robotics» more  IROS 2006»
14 years 1 months ago
A New Method of Executing Multiple Auxiliary Tasks by Redundant Nonholonomic Mobile Manipulators
— This paper addresses the multiple tasks performing issues for redundant nonholonomic mobile manipulators. An extended gradient projection redundancy resolution scheme is propos...
Yugang Liu, Yangmin Li
ICARCV
2002
IEEE
110views Robotics» more  ICARCV 2002»
14 years 26 days ago
A novel robust method for large numbers of gross errors
In computer vision tasks, it frequently happens that gross noise occupies the absolute majority of the data. Most robust estimators can tolerate no more than 50% gross errors. In ...
Hanzi Wang, David Suter
ICONIP
2007
13 years 9 months ago
Policy Learning for Motor Skills
Policy learning which allows autonomous robots to adapt to novel situations has been a long standing vision of robotics, artificial intelligence, and cognitive sciences. However, ...
Jan Peters, Stefan Schaal