Publications

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Buehner, M., and P. Young, "A Tighter Bound for the Echo State Property", Neural Networks, IEEE Transactions on, vol. 17, no. 3, pp. 820-824, 2006.
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.
Bush, K., and C. Anderson, "Modeling Reward Functions for Incomplete State Representations via Echo State Networks", Proceedings of the International Joint Conference on Neural Networks, Montreal, Quebec, 2005.
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Fette, G., and J. Eggert, "Short Term Memory and Pattern Matching with Simple Echo State Networks", Artificial Neural Networks: Biological Inspirations - ICANN 2005, pp. 13–18, 2005.
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Jaeger, H., "Short term memory in echo state networks", GMD Report 152: German National Research Center for Information Technology, 2001.
Jaeger, H., "Reservoir Riddles: Sugggestions for Echo State Network Research (Extended Abstract of Invited Talk)", Proceedings of the International Joint Conference on Neural Networks, pp. 1460–1462, August, 2005.
Jaeger, H., "Adaptive nonlinear system identification with echo state networks", In: Advances in Neural Information Processing Systems: MIT Press, Cambridge, MA, , pp. 593-600, 2003, 2002.
Jaeger, H., "Tutorial on training recurrent neural networks, covering {BPTT}, {RTRL}, {EKF} and the ``echo state network'' approach", GMD Report 159: German National Research Center for Information Technology, pp. 48 pp., 2002.
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Kücükemre, A. U., Echo State Networks for Adaptive Filtering, : University of Applied Sciences Bonn-Rhein-Sieg, 2006. Abstract  Download: Kucukemre.pdf (1.11 MB)
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Ozturk, M. C., D. Xu, and J. C. Principe, "Analysis and Design of Echo State Networks", Neural Computation, vol. 19, pp. 111–138, 2006.
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Prokhorov, D., "Echo state networks: Appeal and challenges", Proc. of International Joint Conference on Neural Networks, pp. 1463–1466, 2005.
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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