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Publikationen

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  1. Luc De Raedt; Thomas G. Dietterich; Lise Getoor; Kristian Kersting; Stephen H. Muggleton (Hrsg.)

    07161 Abstracts Collection -- Probabilistic, Logical and Relational Learning - A Further Synthesis

    Probabilistic, Logical and Relational Learning - A Further Synthesis, April 14-20, Schloss Dagstuhl, Germany, Dagstuhl Seminar Proceedings, Vol. …

  2. Kristian Kersting; Christian Plagemann; Patrick Pfaff; Wolfram Burgard

    Most likely heteroscedastic Gaussian process regression

    In: Zoubin Ghahramani (Hrsg.). Machine Learning, Proceedings of the Twenty-Fourth International Conference. International Conference on Machine …

  3. Kristian Kersting; Christian Plagemann; Alexandru Cocora; Wolfram Burgard; Luc De Raedt

    Learning to transfer optimal navigation policies

    In: Advanced Robotics, Vol. 21, No. 13, Pages 1565-1582, Taylor & Francis Online, 2007.

  4. Jun Nakanishi; Michael N. Mistry; Jan Peters; Stefan Schaal

    Towards compliant humanoids-an experimental assessment of suitable task space position/orientation controllers

    In: 2007 IEEE/RSJ International Conference on Intelligent Robots and Systems. IEEE/RSJ International Conference on Intelligent Robots and Systems …

  5. Jan Peters; Stefan Schaal

    Policy Learning for Motor Skills

    In: Masumi Ishikawa; Kenji Doya; Hiroyuki Miyamoto; Takeshi Yamakawa (Hrsg.). Neural Information Processing, 14th International Conference. …

  6. Daan Wierstra; Alexander Förster; Jan Peters; Jürgen Schmidhuber

    Solving Deep Memory POMDPs with Recurrent Policy Gradients

    In: Joaquim Marques de Sá; Luís A. Alexandre; Wlodzislaw Duch; Danilo P. Mandic (Hrsg.). Artificial Neural Networks - ICANN 2007, 17th International …

  7. Jan Peters; Stefan Schaal

    Applying the Episodic Natural Actor-Critic Architecture to Motor Primitive Learning

    In: 15th European Symposium on Artificial Neural Networks, Proceedings. European Symposium on Artificial Neural Networks, Computational Intelligence …

  8. Jan Peters; Stefan Schaal; Bernhard Schölkopf

    Towards Machine Learning of Motor Skills

    In: Karsten Berns; Tobias Luksch (Hrsg.). Autonome Mobile Systeme 2007, 20. Fachgespräch. Autonome Mobile Systeme (AMS-2007), October 18-19, …

  9. Jan Peters; Stefan Schaal

    Reinforcement Learning for Operational Space Control

    In: 2007 IEEE International Conference on Robotics and Automation. IEEE International Conference on Robotics and Automation (ICRA-2007), April 10-14, …

  10. Jan Peters; Stefan Schaal

    Reinforcement learning by reward-weighted regression for operational space control

    In: Zoubin Ghahramani (Hrsg.). Machine Learning, Proceedings of the Twenty-Fourth International Conference (ICML 2007). International Conference on …