Jan Peters is a full professor (W3) for Intelligent Autonomous Systems at the Computer Science Department of the Technische Universitaet Darmstadt and at the same time a senior research scientist and group leader at the Max-Planck Institute for Intelligent Systems, where he heads the interdepartmental Robot Learning Group. Jan Peters has received the Dick Volz Best 2007 US PhD Thesis Runner-Up Award, the 2012 Robotics: Science & Systems - Early Career Spotlight, the 2013 INNS Young Investigator Award, and the IEEE Robotics & Automation Society‘s 2013 Early Career Award. In 2015, he was awarded an ERC Starting Grant.
Jan Peters has studied Computer Science, Electrical, Mechanical and Control Engineering at TU Munich and FernUni Hagen in Germany, at the National University of Singapore (NUS) and the University of Southern California (USC), and been an visiting researcher at the ATR Telecomunications Research Center in Japan. He has received four Master‘s degrees in these disciplines as well as a Computer Science Ph.D. from USC.
While I remain affliated with MPI, I am now also a full professor at TU Darmstadt. If you are interested in working with me, please apply through my http://www.ausy.tu-darmstadt.de/Main/OpenPositions but please refrain sending me applications by email -- they will get lost in my email.
Robot Learning Reinforcement Learning Machine Learning Robotics Biomimetic Systems
I am interested in many topics. Among them are
For more information see my private homepage and on my group's homepage.
Jan Peters is a full professor at Darmstadt University of Technology (TU Darmstadt) heading the intelligent systems group while still being affliated with the MPI heading the robot learning lab.
Jan Peters joined the Max-Planck Institute for Biological Cybernetics in April 2007 as a research scientist. Before joining MPI, Jan Peters studied Electrical Engineering, Computer Science and Mechanical Engineering. He graduated from the University of Hagen in 2000 with a Diplom-Informatiker (German M.Sc. in Computer Science) and from Munich University of Technology in 2001 with a Diplom-Ingenieur in Electrical Engineering (German M.Sc. in Electrical Engineering). In 2000-2001, he spent two semesters as visiting student at National University of Singapore. In 2002, he completed a M.Sc. in Computer Science and, in 2005, a M.S. in Mechanical Engineering both from USC. He joined USC's Computer Science Ph.D. program and the CLMC Lab in Fall 2001. Jan Peters has been a visiting research student at the Department of Robotics at the German Aerospace Research Center in Germany, at Siemens Advanced Engineering in Singapore and at the Department of Humanoid Robotics and Computational Neuroscience at the Advanded Telecommunication Research (ATR) Center in Japan. Jan Peters graduated from University of Southern California with a Ph.D. in Computer Science in March 2007. He remains affiliated with the CLMC Lab as an adjunct researcher.
More information on Jan Peters can be found on his private homepage.
Reinforcement learning ranks among the biggest challenges for machine learning. Just controlling a known dynamical system is hard on its own -- interacting with an unknown system poses even harder decision problems, such as the infamous exploration-exploitation tradeoff. Most research in this area is still conï¬ned to theoretical...
Jan Peters Carl Edward Rasmussen Marc P. Deisenroth Philipp Hennig Oliver Kroemer Jens Kober Yevgeny Seldin Abdeslam Boularias
Fiebig, K., Jayaram, V., Hesse, T., Blank, A., Peters, J., M., G.
Proceedings of the 7th Graz Brain-Computer Interface Conference 2017 - From Vision to Reality, pages: 131-136, (Editors: Müller-Putz G.R., Steyrl D., Wriessnegger S. C., Scherer R.), Graz University of Technology, Austria, Graz Brain-Computer Interface Conference, September 2017 (conference)
Grossberger, L., Hohmann, M. R., Peters, J., M., G.
Proceedings of the 7th Graz Brain-Computer Interface Conference 2017 - From Vision to Reality, pages: 160-164, (Editors: Müller-Putz G.R., Steyrl D., Wriessnegger S. C., Scherer R.), Graz University of Technology, Austria, Graz Brain-Computer Interface Conference, September 2017 (conference)
Akrour, R., Sorokin, D., Peters, J., Neumann, G.
Proceedings of the 34th International Conference on Machine Learning, 70, pages: 41-50, Proceedings of Machine Learning Research, (Editors: Doina Precup, Yee Whye Teh), PMLR, International Conference on Machine Learning (ICML), August 2017 (conference)
Kupcsik, A., Deisenroth, M., Peters, J., Ai Poh, L., Vadakkepat, V., Neumann, G.
Artificial Intelligence, 247, pages: 415-439, 2017, Special Issue on AI and Robotics (article)
Wang, Z., Boularias, A., Mülling, K., Schölkopf, B., Peters, J.
Artificial Intelligence, 247, pages: 399-414, 2017, Special Issue on AI and Robotics (article)
Daniel, C., van Hoof, H., Peters, J., Neumann, G.
Machine Learning, Special Issue, 104(2):337-357, (Editors: Gärtner, T., Nanni, M., Passerini, A. and Robardet, C.), European Conference on Machine Learning im Machine Learning, Journal Track, 2016, Best Student Paper Award of ECMLPKDD 2016 (article)
Gomez-Gonzalez, S., Neumann, G., Schölkopf, B., Peters, J.
16th IEEE-RAS International Conference on Humanoid Robots, pages: 502-508, Humanoids, 2016 (conference)
Koc, O., Maeda, G., Peters, J.
Proceedings of the IEEE/RSJ Conference on Intelligent Robots and Systems, pages: 3750-3756, IROS, 2016 (conference)
Fiebig, K., Jayaram, V., Peters, J., Grosse-Wentrup, M.
Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics (SMC 2016), pages: 002307-002312, IEEE, 2016 (conference)
Calandra, R., Ivaldi, S., Deisenroth, M., Peters, J.
In 15th IEEE-RAS International Conference on Humanoid Robots, pages: 690-695, Humanoids, November 2015 (inproceedings)
Hoelscher, J., Peters, J., Hermans, T.
In 15th IEEE-RAS International Conference on Humanoid Robots, pages: 310-317, Humanoids, November 2015 (inproceedings)
Koc, O., Maeda, G., Neumann, G., Peters, J.
In 15th IEEE-RAS International Conference on Humanoid Robots, pages: 80-87, Humanoids, November 2015 (inproceedings)
Leischnig, S., Luettgen, S., Kroemer, O., Peters, J.
In 15th IEEE-RAS International Conference on Humanoid Robots, pages: 616-622, Humanoids, November 2015 (inproceedings)
Fritsche, L., Unverzagt, F., Peters, J., Calandra, R.
In 15th IEEE-RAS International Conference on Humanoid Robots, pages: 997-1002, Humanoids, November 2015 (inproceedings)
Lioutikov, R., Neumann, G., Maeda, G., Peters, J.
In 15th IEEE-RAS International Conference on Humanoid Robots, pages: 533-540, Humanoids, November 2015 (inproceedings)
Veiga, F., van Hoof, H., Peters, J., Hermans, T.
In Proceedings of the IEEE/RSJ Conference on Intelligent Robots and Systems, pages: 5065-5072, IROS, September 2015 (inproceedings)
Paraschos, A., Rueckert, E., Peters, J., Neumann, G.
In Proceedings of the IEEE/RSJ Conference on Intelligent Robots and Systems, pages: 2860-2866, IROS, September 2015 (inproceedings)
Wahrburg, A., Zeiss, S., Matthias, B., Peters, J., Ding, H.
In Proceedings of the IEEE/RSJ Conference on Intelligent Robots and Systems, pages: 852-857, IROS, September 2015 (inproceedings)
Manschitz, S., Kober, J., Gienger, M., Peters, J.
In Proceedings of the IEEE/RSJ Conference on Intelligent Robots and Systems, pages: 449-455, IROS, September 2015 (inproceedings)
Parisi, S., Abdulsamad, H., Paraschos, A., Daniel, C., Peters, J.
In Proceedings of the IEEE/RSJ Conference on Intelligent Robots and Systems, pages: 6428-6434, IROS, September 2015 (inproceedings)
Ewerton, M., Maeda, G., Peters, J., Neumann, G.
In Proceedings of the IEEE/RSJ Conference on Intelligent Robots and Systems, pages: 456-463, IROS, September 2015 (inproceedings)
Mariti, C., Muscolo, G., Peters, J., Puig, D., Recchiuto, C., Sighieri, C., Solanas, A., von Stryk, O.
Journal of Veterinary Behavior: Clinical Applications and Research, 10(3):248-254, 2015 (article)
van Hoof, H., Peters, J., Neumann, G.
In Proceedings of the 18th International Conference on Artificial Intelligence and Statistics, 38, pages: 995–1003, (Editors: Lebanon, G. and Vishwanathan, S.V.N. ), JMLR, AISTATS, 2015 (inproceedings)
Lopes, M., Peters, J., Piater, J., Toussaint, M., Baisero, A., Busch, B., Erkent, O., Kroemer, O., Lioutikov, R., Maeda, G., Mollard, Y., Munzer, T., Shukla, D.
In Workshop on Cognitive Robotics in Future Manufacturing Scenarios, European Robotics Forum, 2015 (inproceedings)
Daniel, C., Kroemer, O., Viering, M., Metz, J., Peters, J.
Autonomous Robots, 39(3):389-405, 2015 (article)
Calandra, R., Ivaldi, S., Deisenroth, M., Rückert, E., Peters, J.
In IEEE International Conference on Robotics and Automation, pages: 3186-3191, ICRA, 2015 (inproceedings)
Maeda, G., Neumann, G., Ewerton, M., Lioutikov, R., Peters, J.
In Proceedings of the International Symposium of Robotics Research, ISRR, 2015 (inproceedings)
Manschitz, S., Kober, J., Gienger, M., Peters, J.
Robotics and Autonomous Systems, 74, Part A, pages: 97-107, 2015 (article)
Calandra, R., Seyfarth, A., Peters, J., Deisenroth, M.
Annals of Mathematics and Artificial Intelligence, pages: 1-19, 2015 (article)
Kroemer, O., Daniel, C., Neumann, G., van Hoof, H., Peters, J.
In IEEE International Conference on Robotics and Automation, pages: 1503 - 1510, ICRA, 2015 (inproceedings)
Abdolmaleki, A., Peters, J., Neumann, G.
In Advances in Neural Information Processing Systems 28, pages: 3523-3531, (Editors: C. Cortes, N.D. Lawrence, D.D. Lee, M. Sugiyama and R. Garnett), Curran Associates, Inc., 29th Annual Conference on Neural Information Processing Systems (NIPS), 2015 (inproceedings)
Ewerton, M., Neumann, G., Lioutikov, R., Ben Amor, H., Peters, J., Maeda, G.
In Workshop on Machine Learning for Social Robotics, ICRA, 2015 (inproceedings)
Rueckert, E., Mundo, J., Paraschos, A., Peters, J., Neumann, G.
In IEEE International Conference on Robotics and Automation, pages: 1511-1518, ICRA, 2015 (inproceedings)
Ewerton, M., Neumann, G., Lioutikov, R., Ben Amor, H., Peters, J., Maeda, G.
In IEEE International Conference on Robotics and Automation, pages: 1535-1542, ICRA, 2015 (inproceedings)
Ben Amor, H., Neumann, G., Kamthe, S., Kroemer, O., Peters, J.
In Proceedings of 2014 IEEE International Conference on Robotics and Automation, pages: 2831-2837, IEEE, ICRA, 2014 (inproceedings)
Kroemer, O., van Hoof, H., Neumann, G., Peters, J.
In Proceedings of 2014 IEEE International Conference on Robotics and Automation, pages: 4009-4014, IEEE, ICRA, 2014 (inproceedings)
Dann, C., Neumann, G., Peters, J.
Journal of Machine Learning Research, 15, pages: 809-883, 2014 (article)
Calandra, R., Gopalan, N., Seyfarth, A., Peters, J., Deisenroth, M.
In Proceedings of the 8th International Conference on Learning and Intelligent Optimization , LNCS 8426, pages: 274-290, Lecture Notes in Computer Science, (Editors: Pardalos, PM., Resende, MGC., Vogiatzis, C., and Walteros, JL.), Springer, LION, 2014 (inproceedings)
Lioutikov, R., Kroemer, O., Peters, J., Maeda, G.
In Proceedings of the 13th International Conference on Intelligent Autonomous Systems, 302, pages: 1601-1611, Advances in Intelligent Systems and Computing, (Editors: Menegatti, E., Michael, N., Berns, K., Yamaguchi, H.), Springer, IAS, 2014 (inproceedings)
Meyer, T., Peters, J., Zander, T., Schölkopf, B., Grosse-Wentrup, M.
Journal of NeuroEngineering and Rehabilitation, 11:24, 2014 (article)
Ben Amor, H., Saxena, A., Hudson, N., Peters, J.
Autonomous Robots, 36(1-2):1-3, 2014 (article)
Calandra, R., Seyfarth, A., Peters, J., Deisenroth, M.
In Proceedings of 2014 IEEE International Conference on Robotics and Automation, pages: 1951-1958, IEEE, ICRA, 2014 (inproceedings)
Deisenroth, M., Englert, P., Peters, J., Fox, D.
In Proceedings of 2014 IEEE International Conference on Robotics and Automation, pages: 3876-3881, IEEE, ICRA, 2014 (inproceedings)
Lioutikov, R., Paraschos, A., Peters, J., Neumann, G.
In Proceedings of 2014 IEEE International Conference on Robotics and Automation, pages: 3896-3902, IEEE, ICRA, 2014 (inproceedings)
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