Confidence-Based Multi-Robot Learning from Demonstration

@article{Chernova2010ConfidenceBasedML,
  title={Confidence-Based Multi-Robot Learning from Demonstration},
  author={S. Chernova and M. Veloso},
  journal={International Journal of Social Robotics},
  year={2010},
  volume={2},
  pages={195-215}
}
Learning from demonstration algorithms enable a robot to learn a new policy based on demonstrations provided by a teacher. In this article, we explore a novel research direction, multi-robot learning from demonstration, which extends demonstration based learning methods to collaborative multi-robot domains. Specifically, we study the problem of enabling a single person to teach individual policies to multiple robots at the same time. We present flexMLfD, a task and platform independent multi… Expand
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References

SHOWING 1-10 OF 64 REFERENCES
Teaching multi-robot coordination using demonstration of communication and state sharing
  • 47
  • PDF
Multi-thresholded approach to demonstration selection for interactive robot learning
  • S. Chernova, M. Veloso
  • Computer Science
  • 2008 3rd ACM/IEEE International Conference on Human-Robot Interaction (HRI)
  • 2008
  • 54
  • PDF
Confidence-based robot policy learning from demonstration
  • 12
  • PDF
Robot Learning From Demonstration
  • 667
  • PDF
Interactive Policy Learning through Confidence-Based Autonomy
  • 232
  • PDF
A survey of robot learning from demonstration
  • 2,613
  • PDF
Reinforcement learning for imitating constrained reaching movements
  • 161
  • PDF
Dogged Learning for Robots
  • D. Grollman, O. Jenkins
  • Engineering, Computer Science
  • Proceedings 2007 IEEE International Conference on Robotics and Automation
  • 2007
  • 153
  • PDF
Tutelage and socially guided robot learning
  • A. Thomaz, C. Breazeal
  • Computer Science
  • 2004 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) (IEEE Cat. No.04CH37566)
  • 2004
  • 164
  • PDF
Teaching and working with robots as a collaboration
  • C. Breazeal, Guy Hoffman, A. Thomaz
  • Computer Science
  • Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems, 2004. AAMAS 2004.
  • 2004
  • 168
  • PDF
...
1
2
3
4
5
...