Research Institute for Cognition and Robotics

Universität BielefeldCoR-Lab

Publications

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Neumann, K., and J. J. Steil, "Batch Intrinsic Plasticity for Extreme Learning Machines", Int. Conf. Artificial Neural Networks, Helsinki, pp. 339 -- 346, 2011.
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Neumann, K., M. Rolf, J. J. Steil, and M. Gienger, "Learning Inverse Kinematics for Pose-Constraint Bi-Manual Movements", Simulation of Adaptive Behavior -- SAB 2010, Paris, pp. 478-488, 08/2010.  Download: NeumannRolfSteilSAB2010.pdf (594.96 KB)
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Lemme, A., K. Neumann, F. R. Reinhart, and J. J. Steil, "Neurally imprinted stable vector fields", ESANN, Bruges, d-facto, pp. 327 -- 332, best paper award, 2013.
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Neumann, K., and J. J. Steil, "Optimizing Extreme Learning Machines via Ridge Regression and Batch Intrinsic Plasticity", Neurocomputing (Special Issue: International Symposium on Extreme Learning Machines), vol. 102, pp. 23-30, 2013.
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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.