Robot Programming by Demonstration

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Hardback
$99.95
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ISBN 9781439808672
Cat# N10077
 

Summary

Also referred to as learning by imitation, tutelage, or apprenticeship learning, Programming by Demonstration (PbD) develops methods by which new skills can be transmitted to a robot. This book examines methods by which robots learn new skills through human guidance. Taking a practical perspective, it covers a broad range of applications, including service robots. The text addresses the challenges involved in investigating methods by which PbD is used to provide robots with a generic and adaptive model of control. Drawing on findings from robot control, human-robot interaction, applied machine learning, artificial intelligence, and developmental and cognitive psychology, the book contains a large set of didactic and illustrative examples. Practical and comprehensive machine learning source codes are available on the book’s companion website: http://www.programming-by-demonstration.org

Table of Contents

Introduction. System Architecture. Comparison and Optimization of the Parameters. Extension to Dynamical System and Handling of Perturbations. Transferring Skills through Active Teaching Methods. Using Social Cues to Speed up the Learning Process. Discussion, Future Work, and Conclusions. References. Index.

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