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Publikationen

 

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

    Episodic Reinforcement Learning by Logistic Reward-Weighted Regression

    In: Vera Kurková; Roman Neruda; Jan Koutník (Hrsg.). Artificial Neural Networks - ICANN 2008 , 18th International Conference, Proceedings. …

  2. Frank Sehnke; Christian Osendorfer; Thomas Rückstieß; Alex Graves; Jan Peters; Jürgen Schmidhuber

    Policy Gradients with Parameter-Based Exploration for Control

    In: Vera Kurková; Roman Neruda; Jan Koutník (Hrsg.). Artificial Neural Networks - ICANN 2008 , 18th International Conference, Proceedings. …

  3. Jan Peters; Jens Kober; Duy Nguyen-Tuong

    Policy Learning - A Unified Perspective with Applications in Robotics

    In: Sertan Girgin; Manuel Loth; Rémi Munos; Philippe Preux; Daniil Ryabko (Hrsg.). Recent Advances in Reinforcement Learning, 8th European Workshop, …

  4. 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 …

  5. 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 …

  6. 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 …

  7. Jan Peters; Stefan Schaal

    Reinforcement learning of motor skills with policy gradients

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

  8. Jan Peters; Stefan Schaal

    Natural Actor-Critic

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

  9. Hiroshi Miyake; Koichi Kise; Andreas Dengel

    A Recognition Interface for Bridging the Semantic Desktop and the Physical World

    In: KI 2008: Advances in Artificial Intelligence - 31st Annual German Conference on AI (KI 2008) - Proceedings. German Conference on Artificial …

  10. Randy Goebel; Sandra Zilles; Christoph Ringlstetter; Andreas Dengel; Gunnar Aastrand Grimnes

    What Is the Role of the Semantic Layer Cake for Guiding the Use of Knowledge Representation and Machine Learning in the Development of the Semantic Web?

    In: Symbiotic Relationships between Semantic Web and Knowledge Engineering. AAAI Spring Symposium (AAAI SSS-2008), March 26-28, Stanford, California, …