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  1. Dorothea Koert; Guilherme Maeda; Rudolf Lioutikov; Gerhard Neumann; Jan Peters

    Demonstration based trajectory optimization for generalizable robot motions

    In: 16th IEEE-RAS International Conference on Humanoid Robots. IEEE-RAS International Conference on Humanoid Robots (Humanoids-2016), November 15-17, …

  2. Sebastián Gómez-González; Gerhard Neumann; Bernhard Schölkopf; Jan Peters

    Using probabilistic movement primitives for striking movements

    In: 16th IEEE-RAS International Conference on Humanoid Robots. IEEE-RAS International Conference on Humanoid Robots (Humanoids-2016), November 15-17, …

  3. Marco Ewerton; Guilherme Maeda; Gerrit Kollegger; Josef Wiemeyer; Jan Peters

    Incremental imitation learning of context-dependent motor skills

    In: 16th IEEE-RAS International Conference on Humanoid Robots. IEEE-RAS International Conference on Humanoid Robots (Humanoids), November 15-17, …

  4. Abbas Abdolmaleki; Rudolf Lioutikov; Nuno Lau; Luís Paulo Reis; Jan Peters; Gerhard Neumann

    Model-Based Relative Entropy Stochastic Search

    In: Tobias Friedrich; Frank Neumann; Andrew M. Sutton (Hrsg.). Genetic and Evolutionary Computation Conference. Genetic and Evolutionary Computation …

  5. Guilherme Maeda; Aayush Maloo; Marco Ewerton; Rudolf Lioutikov; Jan Peters

    Anticipative Interaction Primitives for Human-Robot Collaboration

    In: 2016 AAAI Fall Symposia. AAAI Conference on Artificial Intelligence (AAAI-2016), November 17-19, Arlington, Virginia, USA, AAAI Press, 2016.

  6. Guilherme Maeda; Marco Ewerton; Dorothea Koert; Jan Peters

    Acquiring and Generalizing the Embodiment Mapping From Human Observations to Robot Skills

    In: IEEE Robotics and Automation Letters (RA-L), Vol. 1, No. 2, Pages 784-791, IEEE, 2016.

  7. Christian Daniel; Herke van Hoof; Jan Peters; Gerhard Neumann

    Probabilistic inference for determining options in reinforcement learning

    In: Machine Learning, Vol. 104, No. 2-3, Pages 337-357, Springer, 2016.

  8. Digital Co-Creation and Augmented Learning

    In: Proceedings KMO 2016. International Knowledge Management in Organizations Conference, located at Proceedings of the The 11th International …

  9. Gesche Joost; Katharina Bredies; Michelle Christensen; Florian Conradi; Andreas Unteidig (Hrsg.)

    Design as research : positions, arguments, perspectives

    Birkhäuser, 2016.