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Robot Programming by Demonstration:

A Probabilistic Approach
Couverture
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EPFL Press, 2009 - 222 pages

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

  

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Table des matières

INTRODUCTION
1
SYSTEM ARCHITECTURE
31
COMPARISON AND OPTIMIZATION OF THE PARAMETERS
75
HANDLING OF CONSTRAINTS IN JOINT SPACE
101
humanoid robot
116
EXTENSION TO DYNAMICAL SYSTEM AND HANDLING
129
TRANSFERRING SKILLS THROUGH ACTIVE
147
USING SOCIAL CUES TO SPEED UP
171
DISCUSSION FUTURE WORK AND CONCLUSIONS
181
REFERENCES
201
INDEX
221
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