Publications

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2007
Jaeger, H., Discovering multiscale dynamical features with hierarchical Echo State Networks, : Jacobs University Bremen, 2007.
Jaeger, H., "Echo state network", Scholarpedia, vol. 2, no. 9, pp. 2330, 2007.
Legenstein, R., and W. Maass, "Edge of chaos and prediction of computational performance for neural microcircuit models", Neural Networks, vol. 20, no. 3, pp. 323-334, 2007. Abstract
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.
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.
Maass, W., "Liquid Computing", Computability in Europe 2007 - CiE'07: Springer (Berlin), 2007. Abstract
Jaeger, H., M. Lukoševičius, D. Popovici, and U. Siewert, "Optimization and applications of echo state networks with leaky-integrator neurons", Neural Networks, vol. 20, no. 3, pp. 335-352, 2007.
Haeusler, S., and W. Maass, "A statistical analysis of information processing properties of lamina-specific cortical microcircuit models", Cerebral Cortex, vol. 17, no. 1, pp. 149-162, 2007. Abstract
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
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.
Skowronski, M. D., and J. G. Harris, "Automatic speech recognition using a predictive echo state network classifier", Neural Networks, vol. 20, no. 3: Elsevier Science Ltd. Oxford, UK, UK, pp. 414–423, 2007.
Yamazaki, T., and S. Tanaka, "The cerebellum as a liquid state machine", Neural Networks, vol. 20, pp. 290-297, 2007.
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.
Xue, Y., L. Yang, and S. Haykin, "Decoupled Echo State Networks With Lateral Inhibition", Neural Networks, IEEE Transactions on, vol. 10, no. 10, 2007.
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.
Frank, S. L., and M. Cernansky, "Generalization and Systematicity in Echo State Networks", Proceedings of the International Conference on Artificial Neural Networks, 2007.
Jaeger, H., W. Maass, and J. Principe, "Introduction to the Special Issue on Echo State Networks and Liquid State Machines", Neural Networks, vol. 20, no. 3, pp. 287–289, 2007.
Jones, B., D. Stekel, J. Rowe, and C. Fernando, "Is there a Liquid State Machine in the Bacterium Escherichia Coli?", IEEE Symposium on Artificial Life, 2007 (ALIFE '07), pp. 187-191, 2007.
Skowronski, M. D., and J. G. Harris, "Noise-Robust Automatic Speech Recognition Using a Predictive Echo State Network", Audio, Speech and Language Processing, IEEE Transactions on [see also Speech and Audio Processing, IEEE Transactions on], vol. 15, no. 5, pp. 1724–1730, 2007.
Steil, J. J., "Online Reservoir Adaptation by Intrinsic Plasticity for Backpropagation-Decorrelation and Echo State Learning", Neural Networks, vol. 20, no. 3, pp. 353 - 364, 2007.
, "Special Issue on {Echo State Networks and Liquid State Machines}", Neural Networks, vol. 20, no. 3, 2007.
2006
Lukoševičius, M., D. Popovici, H. Jaeger, and U. Siewert, Time warping invariant echo state networks, , no. 2: Jacobs University Bremen, May, 2006.
Klampfl, S., R. Legenstein, and W. Maass, "Information bottleneck optimization and independent component extraction with spiking neurons", NIPS 2006: Advances in Neural Information Processing Systems, vol. 19: MIT Press, pp. 713-720, 2007, 2006. Abstract
Nikolic, D., S. Haeusler, W. Singer, and W. Maass, "Temporal dynamics of information content carried by neurons in the primary visual cortex", NIPS 2006: Advances in Neural Information Processing Systems, vol. 19: MIT Press, pp. 1041-1048, 2007, 2006. Abstract
Stouten, F., J. Duchateau, J-P. Martens, and P. Wambacq, Coping with disfluencies in Spontaneous Speech Recognition: acoustic detection and linguistic context manipulation, , 2006.