Articles (6): |
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Kober J , Wilhelm A , Oztop E and Peters J (April-2012) Reinforcement learning to adjust parametrized motor primitives to new situations
Autonomous Robots Epub ahead.
 
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Mülling K , Kober J and Peters J (October-2011) A biomimetic approach to robot table tennis
Adaptive Behavior 19(5) 359-376.

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Kober J and Peters J (July-2011) Policy Search for Motor Primitives in Robotics
Machine Learning 84(1-2) 171-203.
 
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Peters J , Kober J and Schaal S (December-2010) Algorithmen zum Automatischen Erlernen von Motorfähigkeiten
at - Automatisierungstechnik 58(12) 688-694.

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Kober J and Peters J (June-2010) Imitation and Reinforcement Learning
IEEE Robotics and Automation Magazine 17(2) 55-62.
 
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Peters J and Kober J (August-2009) Policy Search for Motor Primitives
KI - Zeitschrift Künstliche Intelligenz 23(3) 38-40.
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Conference papers (19): |
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Peters J , Mülling K and Kober J (March-2012) Experiments with Motor Primitives to learn Table Tennis
In: Experimental Robotics, 12th International Symposium on Experimental Robotics (ISER 2010), Springer, Berlin, Germany, 1-13.
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Kober J and Peters J (September-2011) Learning elementary movements jointly with a higher level task
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2011), IEEE, Piscataway, NJ, USA, 338-343.
 
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Kober J , Oztop E and Peters J (September-2011) Reinforcement Learning to adjust Robot Movements to New Situations
In: Robotics: Science and Systems VI, 2010 Robotics: Science and Systems Conference (RSS 2010), MIT Press, Cambridge, MA, USA, 33-40.

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Kober J , Oztop E and Peters J (July-2011) Reinforcement Learning to adjust Robot Movements to New Situations
Twenty-Second International Joint Conference on Artificial Intelligence (IJCAI 2011), AAAI Press, Menlo Park, CA, USA, 2650-2655.

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Boularias A , Kober J and Peters J (April-2011) Relative Entropy Inverse Reinforcement Learning
In: JMLR Workshop and Conference Proceedings Volume 15: AISTATS 2011, Fourteenth International Conference on Artificial Intelligence and Statistics, MIT Press, Cambridge, MA, USA, 182-189.

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Peters J , Mülling K , Kober J , Nguyen-Tuong D and Kroemer O (January-2011) Towards Motor Skill Learning for Robotics
In: Robotics Research, 14th International Symposium on Robotics Research (ISRR 2009), Springer, Berlin, Germany, 469-482.
 
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Mülling K , Kober J and Peters J (December-2010) Learning Table Tennis with a Mixture of Motor Primitives
10th IEEE-RAS International Conference on Humanoid Robots (Humanoids 2010), IEEE, Piscataway, NJ, USA, 411-416.

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Mülling K , Kober J and Peters J (October-2010) A biomimetic approach to robot table tennis
2010 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2010), IEEE, Piscataway, NJ, USA, 1921-1926.

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Peters J , Kober J , Mülling K , Krömer O , Nguyen-Tuong D , Wang Z , Rodriguez Gomez M and Grosse-Wentrup M (October-2010) Learning as a key ability for Human-Friendly Robots
3rd Workshop for Young Researchers on Human-Friendly Robotics (HFR 2010), 1-2.
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Mülling K , Kober J and Peters J (August-2010) Simulating Human Table Tennis with a Biomimetic Robot Setup
In: From Animals to Animats 11, 11th International Conference on Simulation of Adaptive Behavior (SAB 2010), Springer, Berlin, Germany, 273-282.
 
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Kober J , Mülling K , Krömer O , Lampert CH , Schölkopf B and Peters J (May-2010) Movement Templates for Learning of Hitting and Batting
2010 IEEE International Conference on Robotics and Automation (ICRA 2010), IEEE, Piscataway, NJ, USA, 853-858.
 
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Kober J and Peters J (December-2009) Learning new basic Movements for Robotics
In: AMS 2009, Autonome Mobile Systeme 2009, Springer, Berlin, Germany, 105-112.
 
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Kober J and Peters J (June-2009) Policy Search for Motor Primitives in Robotics
In: Advances in neural information processing systems 21, Twenty-Second Annual Conference on Neural Information Processing Systems (NIPS 2008), Curran, Red Hook, NY, USA, 849-856.

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Chiappa S , Kober J and Peters J (June-2009) Using Bayesian Dynamical Systems for Motion Template Libraries
In: Advances in neural information processing systems 21, Twenty-Second Annual Conference on Neural Information Processing Systems (NIPS 2008), Curran, Red Hook, NY, USA, 297-304.

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Kober J and Peters J (May-2009) Learning motor primitives for robotics
IEEE International Conference on Robotics and Automation (ICRA '09), IEEE Service Center, Piscataway, NJ, USA, 2112-2118.
 
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Peters J and Kober J (May-2009) Using reward-weighted imitation for robot Reinforcement Learning
In: IEEE ADPRL 2009, 2009 IEEE International Symposium on Adaptive Dynamic Programming and Reinforcement Learning, IEEE Service Center, Piscataway, NJ, USA, 226-232.

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Gomez Rodriguez M , Kober J and Schölkopf B (April-2009) Denoising photographs using dark frames optimized by quadratic programming
First IEEE International Conference Computational Photography (ICCP 2009), IEEE, Piscataway, NJ, USA, 1-9.
 
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Peters J , Kober J and Nguyen-Tuong D (November-2008) Policy Learning: A Unified Perspective with Applications in Robotics
In: EWRL 2008, 8th European Workshop on Reinforcement Learning, Springer, Berlin, Germany, 220-228.
 
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Kober J , Mohler B and Peters J (September-2008) Learning Perceptual Coupling for Motor Primitives
In: IROS 2008, 2008 IEEE/RSJ International Conference on Intelligent Robots and Systems, IEEE Service Center, Piscataway, NJ, USA, 834-839.
 
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Contributions to books (1): |
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Kober J , Mohler B and Peters J : Imitation and Reinforcement Learning for Motor Primitives with Perceptual Coupling, 209-225.
In: From Motor Learning to Interaction Learning in Robots, (Ed) O. Sigaud, Springer, Berlin, Germany, (January-2010).
 
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Posters (2): |
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Peters J , Kober J and Nguyen-Tuong D (July-2008): Policy Learning: A Unified Perspective With Applications In Robotics, 8th European Workshop on Reinforcement Learning for Robotics (EWRL 2008), 8 10.
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Kober J and Peters J (July-2008): Reinforcement Learning of Perceptual Coupling for Motor Primitives, 8th European Workshop on Reinforcement Learning for Robotics (EWRL 2008), 8 16.
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Theses (2): |
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Kober J : Learning Motor Skills: From Algorithms to Robot Experiments, Technische Universität Darmstadt, (March-2012).
PhD thesis
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Kober J : Reinforcement Learning for Motor Primitives, University of Stuttgart, Stuttgart, Germany, (August-21-2008).
Diplom thesis
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Talks (2): |
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Kober J and Peters J (January-15-2010): Learning Motor Primitives for Robotics, EVENT Lab: Reinforcement Learning in Robotics and Virtual Reality, Barcelona, Spain.
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Kober J , Peters J and Oztop E (June-11-2009): Learning Motor Primitives for Robotics, Advanced Telecommunications Research Center ATR, Kyoto, Japan.
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