Research Institute for Cognition and Robotics

Universität Bielefeld › CoR-Lab

Supported by

Honda

 

HRI

 

NRW

Publications
Submitted
Denecke, A., I. Ayllon Clemente, H. Wersing, and J. J. Steil, "Hypothesis-based Image Segmentation using Learning Vector Quantization in Levelset Methods and Graph Cuts", Image and Vision Computing, Submitted.
Lemme, A., F. R. Reinhart, and J. J. Steil, "Online learning and generalization of parts-based image representations by Non-Negative Sparse Autoencoders", Neural Networks, under revision, Submitted.
Soltoggio, A., and J. J. Steil, "Solving the distal reward problem with rare correlations", Neural Computation, under revision, Submitted.
In Press
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), In Press.
Vikram, T. N., M. Tscherepanow, and B. Wrede, "A Random Center Surround Bottom up Visual Attention Model useful for Salient Region Detection", IEEE Workshop on Applications of Computer Vision, Kona, IEEE Society Press, In Press.
Vikram, T. N., M. Tscherepanow, and B. Wrede, "A Random Center Surround Bottom up Visual Attention Model useful for Salient Region Detection", IEEE Workshop on Applications of Computer Vision: IEEE Society Press, In Press.
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, In Press.
Reinhart, F. R., "Reservoir Computing with Output Feedback - A Dynamical System Approach to Inverse Modeling", KI - Künstliche Intelligenz, In Press.
Nordmann, A., C. Emmerich, S. Rüther, A. Lemme, S. Wrede, and J. J. Steil, "Teaching Nullspace Constraints in Physical Human-Robot Interaction using Reservoir Computing", International Conference on Robotics and Automation, St. Paul, In Press.
2012
Wienke, J., D. Klotz, and S. Wrede, "A Framework for the Acquisition of Multimodal Human-Robot Interaction Data Sets with a Whole-System Perspective", LREC Workshop on Multimodal Corpora for Machine Learning: How should multimodal corpora deal with the situation?, Istanbul, Turkey, accepted, 2012.  Download: lrec2012mmc.pdf (374.77 KB)
Dornbusch, D., H. Haschke, S. Menzel, and H. Wersing, "Decomposition of Multimodal Data for Affordance-based Identification of Potential Graps", International Conference on Pattern Recognition Applications and Methods, Vilamoura, Algarve, Portugal, 02/2012. Abstract
Lang, C., S. Wachsmuth, M. Hanheide, and H. Wersing, Facial Communicative Signal Interpretation in Human-Robot Interaction by Discriminative Video Subsequence Selection, : Bielefeld University, Faculty of Technology, Research Institute for Cognition and Robotics / Applied Informatics, 02/2012. Abstract
Emmerich, C., F. R. Reinhart, and J. J. Steil, "Balancing of neural contributions for multi-modal hidden state association", European Symposium on Artificial Neural Networks , Brugge , d-facto, pp. 19-24, 2012.
Soltoggio, A., and J. J. Steil, "How Rich Motor Skills Empower Robots at Last: Insights and Progress of the AMARSi Project ", KI- Künstliche Intelligenz, 2012.
Muehlig, M., J. J. Steil, and M. Gienger, "Interactive Imitation Learning of Object Movement Skills", Autonomous Robots, vol. 32, no. 2, pp. 97-114, 2012.
Neumann, K., and J. J. Steil, "Intrinsic Plasticity via Natural Gradient Descent", ESANN, pp. 555-560, 2012.
Freire, A., A. Lemme, J. J. Steil, and G. Barreto, "Learning visuo-motor coordination for pointing without depth calculation", European Symposium on Artificial Neural Networks, pp. 91-96, 2012.
Reinhart, F. R., and J. J. Steil, "Regularization and stability in reservoir networks with output feedback", Neurocomputing, vol. 90, 2012.  Download: ReinhartSteil-Neurocomputing2011-preprint.pdf (559.09 KB)
2011
Klotz, D., J. Wienke, J. Peltason, B. Wrede, S. Wrede, V. Khalidov, and J. - M. Odobez, "Engagement-based Multi-party Dialog with a Humanoid Robot", Proceedings of the SIGDIAL 2011 Conference, Portland, Oregon, Association for Computational Linguistics, pp. 341–343, June, 2011.
Pitsch, K., S. Wrede, J. - C. Seele, and L. Süssenbach, "Attitude of German Museum Visitors towards an Interactive Art Guide Robot", Human-Robot Interaction, Lausanne, Switzerland, ACM, 2011. Abstract
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.
Reinhart, F. R., and J. J. Steil, "Neural learning and dynamical selection of redundant solutions for inverse kinematic control", IEEE Humanoids, Bled, pp. 564 - 569, 10/2011.  Download: ReinhartSteil-Humanoids2011.pdf (933.08 KB)
Weirich, A., C. Haumann, S. Schüler, and J. J. Steil, "Learning Lab - Programming Interaction with Humanoid Robots for Pupils", Int. Conf. Robotics in Education, pp. 21-28, 09/2011.
Rolf, M., J. J. Steil, and M. Gienger, "Online Goal Babbling for rapid bootstrapping of inverse models in high dimensions", IEEE Int. Conf. Development and Learning and on Epigenetic Robotics (Best Student Paper Award), Frankfurt, IEEE, 08/2011.  Download: RolfSteilGienger2011-ICDL-EpiRob.pdf (1.49 MB)
Rolf, M., and J. J. Steil, "Online learning in the loop: fast explorative learning of inverse models in high dimensions", Workshop "New Challenges in Neural Computation" @ DAGM 2011, 08/2011.

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