Publications

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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
Verstraeten, D., B. Schrauwen, and J V. Campenhout, "Recognition of Isolated Digits using a Liquid State Machine", Proceedings of SPS-DARTS 2005, pp. 135–138, April, 2005.
2007
Tong, M. H., A. D. Bickett, E. M. Christiansen, and G. W. Cottrell, "2007 Special Issue: Learning grammatical structure with Echo State Networks", Neural Networks, vol. 20, no. 3, Oxford, UK, UK, Elsevier Science Ltd., pp. 424–432, 2007.
Frank, S. L., and M. Cernansky, "Generalization and Systematicity in Echo State Networks", Proceedings of the International Conference on Artificial Neural Networks, 2007.
Antonelo, E A., B. Schrauwen, and J V. Campenhout, "Generative Modeling of Autonomous Robots and their Environments using Reservoir Computing", Neural Processing Letters, vol. 26, no. 3, pp. 233–249, 2007.
2009
Legenstein, R., S. M. Chase, A. B. Schwartz, and W. Maass, "Functional network reorganization in motor cortex can be explained by reward-modulated Hebbian learning", Advances in Neural Information Processing Systems (NIPS), Vancouver, Canada, 2009. Abstract
2010
Legenstein, R., S. M. Chase, A. B. Schwartz, and W. Maass, "A reward-modulated Hebbian learning rule can explain experimentally observed network reorganization in a brain control task", Journal of Neuroscience, vol. 30, no. 25, 2010. Abstract
2011
Maass, W., "Motivation, theory, and applications of liquid state machines", Computability in Context: Computation and Logic in the Real World: Imperial College Press, 2011. Abstract