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DMP_BBO library
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Jonas Buchli, Freek Stulp, Evangelos Theodorou, and Stefan Schaal. Learning variable impedance control. International Journal of Robotics Research, 30(7):820–833, 2011.
Bruno da Silva, George Konidaris, and Andrew G. Barto. Learning parameterized skills. In John Langford and Joelle Pineau, editors, Proceedings of the 29th International Conference on Machine Learning (ICML-12), ICML '12, pages 1679–1686, New York, NY, USA, July 2012. Omnipress.
A. J. Ijspeert, J. Nakanishi, and S. Schaal. Movement imitation with nonlinear dynamical systems in humanoid robots. In Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), 2002.
A. Ijspeert, J. Nakanishi, P Pastor, H. Hoffmann, and S. Schaal. Dynamical Movement Primitives: Learning attractor models for motor behaviors. Neural Computation, 25(2):328–373, 2013.
M. Kalakrishnan, L. Righetti, P. Pastor, and S. Schaal. Learning force control policies for compliant manipulation. In IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2011), 2011.
Tomas Kulvicius, KeJun Ning, Minija Tamosiunaite, and Florentin Wörgötter. Joining movement sequences: Modified dynamic movement primitives for robotics applications exemplified on handwriting. IEEE Transactions on Robotics, 28(1):145–157, 2012.
T Matsubara, S Hyon, and J Morimoto. Learning parametric dynamic movement primitives from multiple demonstrations. Neural Networks, 24(5):493–500, 2011.
Freek Stulp and Olivier Sigaud. Path integral policy improvement with covariance matrix adaptation. In Proceedings of the 29th International Conference on Machine Learning (ICML), 2012.
Freek Stulp and Olivier Sigaud. Policy improvement methods: Between black-box optimization and episodic reinforcement learning. hal-00738463, 2012.
Freek Stulp and Olivier Sigaud. Robot skill learning: From reinforcement learning to evolution strategies. Paladyn. Journal of Behavioral Robotics, 4(1):49–61, September 2013.
Freek Stulp and Olivier Sigaud. Many regression algorithms, one unified model – a review. Neural Networks, 2015.
Freek Stulp, Gennaro Raiola, Antoine Hoarau, Serena Ivaldi, and Olivier Sigaud. Learning compact parameterized skills with a single regression. In IEEE-RAS International Conference on Humanoid Robots, 2013.
Freek Stulp, Laura Herlant, Antoine Hoarau, and Gennaro Raiola. Simultaneous on-line discovery and improvement of robotic skill options. In International Conference on Intelligent Robots and Systems (IROS), 2014.
Freek Stulp. Adaptive exploration for continual reinforcement learning. In International Conference on Intelligent Robots and Systems (IROS), pages 1631–1636, 2012.
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