Publications

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A
Antonelo, E A., "Reservoir Computing Architectures for Modeling Robot Navigation Systems", Department of Electronic and Information Systems , vol. PhD, Gent, Universiteit Gent, 2011. Abstract  Download: PhD_Eric_final.pdf (21.33 MB)
Antonelo, E. A., and B. Schrauwen, "Towards Autonomous Self-localization of Small Mobile Robots using Reservoir Computing and Slow Feature Analysis", Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics (SMC), pp. 3818–3823, 2009.  Download: eric_smc2009.pdf (2.76 MB)
B
Basterrech, S., C. Fyfe, and G. Rubino, "Self-Organizing Maps and Scale-Invariant Maps in Echo State Networks", Intelligent Systems Design and Applications (ISDA), 2011 11th International Conference on, pp. 94 -99, nov., 2011.
Bertschinger, N., and T. Natschläger, "Real-time computation at the edge of chaos in recurrent neural networks", Neural Computation, vol. 16, no. 7, Cambridge, MA, USA, MIT Press, pp. 1413–1436, 2004.
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., 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.
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.
D
Dambre, J., D. Verstraeten, B. Schrauwen, and S. Massar, "Information Processing Capacity of Dynamical Systems", Scientific Reports, vol. 2, no. 514, pp. 1 -- 7, 07/2012. Abstract  Download: srep00514.pdf (365.56 KB)