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IROS
2008
IEEE
144views Robotics» more  IROS 2008»
14 years 4 months ago
Learning nonparametric policies by imitation
— A long cherished goal in artificial intelligence has been the ability to endow a robot with the capacity to learn and generalize skills from watching a human teacher. Such an ...
David B. Grimes, Rajesh P. N. Rao
IROS
2006
IEEE
119views Robotics» more  IROS 2006»
14 years 3 months ago
Learning Similar Tasks From Observation and Practice
— This paper presents a case study of learning to select behavioral primitives and generate subgoals from observation and practice. Our approach uses local features to generalize...
Darrin C. Bentivegna, Christopher G. Atkeson, Gord...
IROS
2008
IEEE
117views Robotics» more  IROS 2008»
14 years 4 months ago
Kinodynamic motion planning with hardware demonstrations
Abstract— This paper provides proof-of-concept that stateof-the-art sampling-based motion planners that are tightly integrated with a physics-based simulator can compute paths th...
Ioan Alexandru Sucan, Jonathan F. Kruse, Mark Yim,...
ICRA
2009
IEEE
125views Robotics» more  ICRA 2009»
14 years 4 months ago
A novel method for learning policies from constrained motion
— Many everyday human skills can be framed in terms of performing some task subject to constraints imposed by the environment. Constraints are usually unobservable and frequently...
Matthew Howard, Stefan Klanke, Michael Gienger, Ch...
RAS
2006
94views more  RAS 2006»
13 years 9 months ago
Using perspective taking to learn from ambiguous demonstrations
This paper addresses an important issue in learning from demonstrations that are provided by "na
Cynthia Breazeal, Matt Berlin, Andrew G. Brooks, J...