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Publikationen

 

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  1. Kristian Kersting; Luc De Raedt; Bernd Gutmann; Andreas Karwath; Niels Landwehr

    Relational Sequence Learning

    In: Luc De Raedt; Paolo Frasconi; Kristian Kersting; Stephen H. Muggleton (Hrsg.). Probabilistic Inductive Logic Programming - Theory and …

  2. Bernd Gutmann; Angelika Kimmig; Kristian Kersting; Luc De Raedt

    Parameter Learning in Probabilistic Databases: A Least Squares Approach

    In: Walter Daelemans; Bart Goethals; Katharina Morik (Hrsg.). Machine Learning and Knowledge Discovery in Databases, European Conference, Proceedings. …

  3. Duy Nguyen-Tuong; Matthias W. Seeger; Jan Peters

    Local Gaussian Process Regression for Real Time Online Model Learning

    In: Daphne Koller; Dale Schuurmans; Yoshua Bengio; Léon Bottou (Hrsg.). Advances in Neural Information Processing Systems 21, Proceedings of the …

  4. Silvia Chiappa; Jens Kober; Jan Peters

    Using Bayesian Dynamical Systems for Motion Template Libraries

    In: Daphne Koller; Dale Schuurmans; Yoshua Bengio; Léon Bottou (Hrsg.). Advances in Neural Information Processing Systems 21, Proceedings of the …

  5. Hirotaka Hachiya; Takayuki Akiyama; Masashi Sugiyama; Jan Peters

    Adaptive Importance Sampling with Automatic Model Selection in Value Function Approximation

    In: Dieter Fox; Carla P. Gomes (Hrsg.). Proceedings of the Twenty-Third AAAI Conference on Artificial Intelligence. AAAI Conference on Artificial …

  6. Jan Peters; Stefan Schaal

    Reinforcement learning of motor skills with policy gradients

    In: Neural Networks, Vol. 21, No. 4, Pages 682-697, Elsevier, 2008.

  7. Jan Peters; Stefan Schaal

    Natural Actor-Critic

    In: Neurocomputing, Vol. 71, No. 7-9, Pages 1180-1190, Elsevier, 2008.

  8. Daan Wierstra; Tom Schaul; Jan Peters; Jürgen Schmidhuber

    Fitness Expectation Maximization

    In: Günter Rudolph; Thomas Jansen; Simon M. Lucas; Carlo Poloni; Nicola Beume (Hrsg.). Parallel Problem Solving from Nature - PPSN X, Proceedings. …

  9. Gerhard Neumann; Jan Peters

    Fitted Q-iteration by Advantage Weighted Regression

    In: Daphne Koller; Dale Schuurmans; Yoshua Bengio; Léon Bottou (Hrsg.). Advances in Neural Information Processing Systems 21, Proceedings of the …

  10. Jens Kober; Betty J. Mohler; Jan Peters

    Learning perceptual coupling for motor primitives

    In: 2008 IEEE/RSJ International Conference on Intelligent Robots and Systems. IEEE/RSJ International Conference on Intelligent Robots and Systems …