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Jahr: 2018
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  1. Janine Hoelscher; Dorothea Koert; Jan Peters; Joni Pajarinen

    Utilizing Human Feedback in POMDP Execution and Specification

    In: 18th IEEE-RAS International Conference on Humanoid Robots. IEEE-RAS International Conference on Humanoid Robots (Humanoids-2018), November 6-9, Beijing, China, Pages 104-111, IEEE, 2018.

  2. Dorothea Koert; Susanne Trick; Marco Ewerton; Michael Lutter; Jan Peters

    Online Learning of an Open-Ended Skill Library for Collaborative Tasks

    In: 18th IEEE-RAS International Conference on Humanoid Robots. IEEE-RAS International Conference on Humanoid Robots (Humanoids-2018), November 6-9, Beijing, China, Pages 1-9, IEEE, 2018.

  3. Fabio Muratore; Felix Treede; Michael Gienger; Jan Peters

    Domain Randomization for Simulation-Based Policy Optimization with Transferability Assessment

    In: Proceedings of the 2nd Annual Conference on Robot Learning. Conference on Robot Learning (CoRL-2018), October 29-31, Zürich, Switzerland, Pages 700-713, Proceedings of Machine Learning Research, Vol. 87, PMLR, 2018.

  4. Filipe Veiga; Jan Peters; Tucker Hermans

    Grip Stabilization of Novel Objects Using Slip Prediction

    In: IEEE Transactions on Haptics, Vol. 11, No. 4, Pages 531-542, IEEE, 2018.

  5. Dieter Buchler; Roberto Calandra; Bernhard Schölkopf; Jan Peters

    Control of Musculoskeletal Systems Using Learned Dynamics Models

    In: IEEE Robotics and Automation Letters (RA-L), Vol. 3, No. 4, Pages 3161-3168, IEEE, 2018.

  6. Julia Vinogradska; Bastian Bischoff; Jan Peters

    Approximate Value Iteration Based on Numerical Quadrature

    In: IEEE Robotics and Automation Letters (RA-L), Vol. 3, No. 2, Pages 1330-1337, IEEE, 2018.

  7. Simon Manschitz; Michael Gienger; Jens Kober; Jan Peters

    Mixture of Attractors: A Novel Movement Primitive Representation for Learning Motor Skills From Demonstrations

    In: IEEE Robotics and Automation Letters (RA-L), Vol. 3, No. 2, Pages 926-933, IEEE, 2018.

  8. Adrian Sosic; Elmar Rueckert; Jan Peters; Abdelhak M. Zoubir; Heinz Koeppl

    Inverse Reinforcement Learning via Nonparametric Spatio-Temporal Subgoal Modeling

    In: Journal of Machine Learning Research, Vol. 19, Pages 69:1-69:45, JMLR, 2018.

  9. Riad Akrour; Abbas Abdolmaleki; Hany Abdulsamad; Jan Peters; Gerhard Neumann

    Model-Free Trajectory-based Policy Optimization with Monotonic Improvement

    In: Journal of Machine Learning Research, Vol. 19, Pages 14:1-14:25, JMLR, 2018.

  10. Takayuki Osa; Joni Pajarinen; Gerhard Neumann; J. Andrew Bagnell; Pieter Abbeel; Jan Peters

    An Algorithmic Perspective on Imitation Learning

    In: Foundations and Trends in Robotics, Vol. 7, No. 1-2, Pages 1-179, Now Publishers, 3/2018.

Jahr