Publications
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"Oger: Modular Learning Architectures For Large-Scale Sequential Processing",
Journal of Machine Learning Research, Submitted.
Download: Verstraeten11.pdf (186.23 KB)
"On Computational Power and the Order-Chaos Phase Transition in Reservoir Computing",
NIPS: Vancouver, 2008.
Abstract
On real-world temporal pattern recognition using Liquid State Machines,
: Institute for Information and Computing Sciences, Utrecht University, Submitted.
On self-organizing reservoirs and their hierarchies,
, no. 25: Jacobs University Bremen, October, 2010.
"On the computational power of neural microcircuit models: Pointers to the literature",
International Conference on Artificial Neural Networks - ICANN 2002, vol. 2415: Springer, pp. 254-256, 2002.
"On the computational power of recurrent circuits of spiking neurons",
Journal of Computer and System Sciences, vol. 69, no. 4, pp. 593-616, 2004.
Abstract
"Online Reservoir Adaptation by Intrinsic Plasticity for Backpropagation-Decorrelation and Echo State Learning",
Neural Networks, vol. 20, no. 3, pp. 353 - 364, 2007.
"Optimization and applications of echo state networks with leaky-integrator neurons",
Neural Networks, vol. 20, no. 3, pp. 335-352, 2007.


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