Publications

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Book Chapter
Jaeger, H., Advances in Neural Information Processing Systems 15, : MIT Press Cambridge, MA, pp. 593–600, 2003.
Jaeger, H., and D. Eck, "Can't Get You Out of My Head: A Connectionist Model of Cyclic Rehearsal. ", In: I. Wachsmuth, G. Knoblich (eds.): Modeling Communication for Robots and Virtual Humans. : Springer LNAI 4930, pp. 310-335 , 2008.
Maass, W., T. Natschläger, and H. Markram, "Computational models for generic cortical microcircuits", Computational Neuroscience: A Comprehensive Approach: CRC-Press, 2004. Abstract
Natschläger, T., H. Markram, and W. Maass, "Computer models and analysis tools for neural microcircuits", A Practical Guide to Neuroscience Databases and Associated Tools: Kluver Academic Publishers (Boston), 2002.
Natschlaeger, T., H. Markram, and W. Maass, "Computer Models and analysis tools for neural microcircuits", Neuroscience Databases. A Practical Guide, Boston, Kluwer Academic Publishers, pp. 123-138, 2003. Abstract
Maass, W., "Motivation, theory, and applications of liquid state machines", Computability in Context: Computation and Logic in the Real World: Imperial College Press, In Press. Abstract
Maass, W., and H. Markram, "Temporal integration in recurrent microcircuits", The Handbook of Brain Theory and Neural Networks, 2nd Edition: MIT Press, pp. 1159-1163, 2003.
Maass, W., and H. Markram, "Theory of the computational function of microcircuit dynamics", Microcircuits: The Interface between Neurons and Global Brain Function, vol. 93, pp. 371-390, 2006.
Legenstein, R., and W. Maass, "What makes a dynamical system computationally powerful?", New Directions in Statistical Signal Processing: From System to Brains: MIT Press, pp. 127-154, 2007. Abstract
Conference Paper
Steil, J. J., "Backpropagation-Decorrelation: online recurrent learning with O(N) complexity,", IJCNN, 2004.
wyffels, F., B. Schrauwen, D. Verstraeten, and D. Stroobandt, "Band-pass reservoir computing", Proceedings of the International Joint Conference on Neural Networks, Hong Kong, pp. 3203-3208, 6, 2008.
Schrauwen, B., M. D'Haene, D. Verstraeten, and J. Van Campenhout, "Compact hardware for real-time speech recognition using a Liquid State Machine", Proceedings of the International Joint Conference on Neural Networks (IJCNN), 2007.
Plöger, P. G., A. Arghir, T. Günther, and R. Hosseiny, "Echo State Networks for Mobile Robot Modeling and Control", RoboCup 2003: Robot Soccer World Cup VII, pp. 157–168, 2004.
Salmen, M., and P. G. Plöger, "Echo State Networks used for Motor Control", Proceedings of the 2005 IEEE International Conference on Robotics and Automation, pp. 1953–1958, 2005.
Prokhorov, D., "Echo state networks: Appeal and challenges", Proc. of International Joint Conference on Neural Networks, pp. 1463–1466, 2005.
Schürmann, F., K. Meier, and J. Schemmel, "Edge of Chaos Computation in Mixed-Mode {VLSI} - ``{A} Hard Liquid''", Advances in Neural Information Processing Systems 17, Cambridge, MA, MIT Press, pp. 1201-1208, 2005.
Antonelo, E A., B. Schrauwen, X. Dutoit, D. Stroobandt, and M. Nuttin, "Event detection and localization in mobile robot navigation using reservoir computing", ICANN, Part II: Springer-Verlag, pp. 660-669, 2007.
Antonelo, E A., B. Schrauwen, and D. Stroobandt, "Experiments with Reservoir Computing on the road sign problem", VIII Brazilian Congress on Neural Networks (CBRN), 2007.
Bush, K. A., and C. W. Anderson, "Exploiting Iso-error Pathways in the N, k-plane to Improve Echo State Network Performance", Proceedings of the 2006 Conference of Neural Informations Processing Systems (submitted), 2006.
van der Zant, T., V. Becanovic, K. Ishii, H. U. Kobialka, and P. G. Plöger, "Finding good echo state networks to control an underwater robot using evolutionary computations", Proceedings of the 5th IFAC symposium on Intelligent Autonomous Vehicles (IAV04), 2004.
Frank, S. L., and M. Cernansky, "Generalization and Systematicity in Echo State Networks", Proceedings of the International Conference on Artificial Neural Networks, 2007.
Eck, D., "Generating music sequences with an Echo State Network", NIPS 2006 workshop on Echo State Networks and liquid state machines, 2006.
Antonelo, E A., B. Schrauwen, and D. Stroobandt, "Imitation Learning of an Intelligent Navigation System for Mobile Robots using Reservoir Computing", 10th Brazilian Symposium on Neural Networks (SBRN), 2008.
Verstraeten, D., B. Schrauwen, and D. Stroobandt, "Isolated word recognition using a Liquid State Machine", Proceedings of the 13th European Symposium on Artificial Neural Networks (ESANN), Evere, D-side Publications, pp. 435–440, May, 2005.
Rao, Y., S. - P. Kim, J. Sanchez, D. Erdogmus, J. Principe, J. Carmena, M. Lebedev, and M. Nicolelis, "Learning Mappings in Brain Machine Interfaces with Echo State Networks", Proceedings of the 2005 IEEE International Conference on Acoustics, Speech, and Signal Processing, pp. 233–236, 2005. Abstract