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» The Role of Learning in Autonomous Robots
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ICRA
2010
IEEE
96views Robotics» more  ICRA 2010»
14 years 9 months ago
Machine-learning based control of a human-like tendon-driven neck
This paper describes the control of a human-like robotic neck actuated with tendons. The controller regulates the length of the tendons to achieve a desired orientation of the neck...
Lorenzo Jamone, Matteo Fumagalli, Giorgio Metta, L...
JFR
2006
140views more  JFR 2006»
14 years 11 months ago
Improving robot navigation through self-supervised online learning
In mobile robotics, there are often features that, while potentially powerful for improving navigation, prove difficult to profit from as they generalize poorly to novel situations...
Boris Sofman, Ellie Lin, J. Andrew Bagnell, John C...
AMS
2007
Springer
247views Robotics» more  AMS 2007»
15 years 6 months ago
Towards Machine Learning of Motor Skills
Autonomous robots that can adapt to novel situations has been a long standing vision of robotics, artificial intelligence, and cognitive sciences. Early approaches to this goal du...
Jan Peters, Stefan Schaal, Bernhard Schölkopf
IJRR
2000
117views more  IJRR 2000»
14 years 11 months ago
Singularity-Consistent Parameterization of Robot Motion and Control
The inverse kinematics problem is formulated as a parameterized autonomous dynamical system problem, and respective analysis is carried out. It is shown that a singular point of w...
Dragomir N. Nenchev, Yuichi Tsumaki, Masaru Uchiya...
104
Voted
APIN
2002
90views more  APIN 2002»
14 years 11 months ago
Scalable Techniques from Nonparametric Statistics for Real Time Robot Learning
Abstract: Locally weighted learning (LWL) is a class of techniques from nonparametric statistics that provides useful representations and training algorithms for learning about com...
Stefan Schaal, Christopher G. Atkeson, Sethu Vijay...