Publications
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"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.
"Modeling Reward Functions for Incomplete State Representations via Echo State Networks",
Proceedings of the International Joint Conference on Neural Networks, Montreal, Quebec, 2005.
"State-dependent computations: Spatiotemporal processing in cortical networks",
Nature Reviews Neuroscience, vol. 10, no. 2, pp. 113-125, 2009.
Abstract
"A spiking neuron as information bottleneck",
Neural Computation, vol. 22, 2010.
Abstract
"Connectivity, Dynamics and Memory in Reservoir Computing with Binary and Analog Neurons",
Neural Computation, In Press.
Abstract
"Simplified rules and theoretical analysis for information bottleneck optimization and PCA with spiking neurons",
NIPS 2007: Advances in Neural Information Processing Systems, vol. 20: MIT Press, 2008, 2007.
Abstract
"A Tighter Bound for the Echo State Property",
Neural Networks, IEEE Transactions on, vol. 17, no. 3, pp. 820-824, 2006.
"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.
"A reservoir of time constants for memory traces in cortical neurons",
Nature Neuroscience, vol. 14, no. 3, pp. 366-372, 02/2011.
"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.


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