Research Institute for Cognition and Robotics

Universität BielefeldCoR-Lab

Publications

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Soltoggio, A., A. Lemme, F. R. Reinhart, and J. J. Steil, "Rare neural correlations implement robotic conditioning with reward delays and disturbances", Frontiers in Neurorobotics, vol. 7, no. Research Topic: Value and Reward Based Learning in Neurobots, 2013.
Alameda-Pineda, X., J. Sanchez-Riera, J. Wienke, V. Franc, J. Cech, K. Kulkarni, A. Deleforge, and R. Horaud, "The Ravel Data Set", ICMI Workshop On Multimodal Corpora for Machine Learning, Alicante, Spain, 11/2011.
Steil, J. J., and H. Wersing, "Recent Trends in Online Learning for Cognitive Robotics", Proc. European Symposium on Artifical Neural Networks: d-side publications, Apr, 2006.
Barchunova, A., and G. Sommer, "Recognition of Simple 3D Geometrical Objects under Partial Occlusion", Computer Analysis of Images and Patterns, vol. 5702: Springer Berlin / Heidelberg, pp. 697-704, 2009.
Neumann, K., C. Emmerich, and J. J. Steil, "Regularization by Intrinsic Plasticity and its Synergies with Recurrence for Random Projection Methods", Journal of Intelligent Learning Systems and Applications, vol. 4 , no. 3, pp. p. 230 – 246 , 2012.
Neumann, K., M. Rolf, and J. J. Steil, "Reliable Integration of Continuous Constraints into Extreme Learning Machines", Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, Singapur, In Press.
Reinhart, F. R., A. Lemme, and J. J. Steil, "Representation and Generalization of Bi-manual Skills from Kinesthetic Teaching", 2012 IEEE-RAS International Conference on Humanoid Robots, Osaka, pp. 560 - 567, 2012.
Reinhart, F. R., "Reservoir computing with output feedback", Faculty of Technology: Bielefeld University, 2011.
Reinhart, F. R., and J. J. Steil, "Reservoir regularization stabilizes learning of Echo State Networks with output feedback", European Symposium on Artificial Neural Networks: d-facto, pp. 59 - 64, 04/2011.  Download: ReinhartSteilESANN2011.pdf (582.05 KB)