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» On-line Learning for Humanoid Robot Systems
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ICRA
2002
IEEE
121views Robotics» more  ICRA 2002»
13 years 9 months ago
A Tale of Two Filters - On-Line Novelty Detection
Abstract— For mobile robots, as well as other learning systems, the ability to highlight unexpected features of their environment – novelty detection – is very useful. One pa...
Paul A. Crook, Stephen Marsland, Gillian Hayes, Ul...
AAAI
2010
13 years 5 months ago
Task Space Behavior Learning for Humanoid Robots using Gaussian Mixture Models
In this paper a system was developed for robot behavior acquisition using kinesthetic demonstrations. It enables a humanoid robot to imitate constrained reaching gestures directed...
Kaushik Subramanian
ICRA
2009
IEEE
169views Robotics» more  ICRA 2009»
13 years 11 months ago
Task-level imitation learning using variance-based movement optimization
— Recent advances in the field of humanoid robotics increase the complexity of the tasks that such robots can perform. This makes it increasingly difficult and inconvenient to ...
Manuel Mühlig, Michael Gienger, Sven Hellbach...
ICRA
2007
IEEE
134views Robotics» more  ICRA 2007»
13 years 10 months ago
Towards a Real-Time Bayesian Imitation System for a Humanoid Robot
Abstract— Imitation learning, or programming by demonstration (PbD), holds the promise of allowing robots to acquire skills from humans with domain-specific knowledge, who nonet...
Aaron P. Shon, Joshua J. Storz, Rajesh P. N. Rao
RAS
2007
94views more  RAS 2007»
13 years 4 months ago
Multi-method learning and assimilation
Considering the wide range of possible behaviors to be acquired for domestic robots, applying a single learning method is clearly insufficient. In this paper, we propose a new str...
Shinya Takamuku, Ronald C. Arkin