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Reservoir computing and extreme learning machines for non-linear time-series data analysis.

, , , , and . Neural Networks, (2013)

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Modular reservoir computing networks for imitation learning of multiple robot behaviors., , , and . CIRA, page 27-32. IEEE, (2009)Defect Detection in Reinforced Concrete Using Random Neural Architectures., , , , , and . Comput. Aided Civ. Infrastructure Eng., 29 (3): 191-207 (2014)Automatic detection of epileptic seizures on the intra-cranial electroencephalogram of rats using reservoir computing., , , , , , , and . Artif. Intell. Medicine, 53 (3): 215-223 (2011)Optoelectronic Reservoir Computing, , , , , , and . CoRR, (2011)Photonic Reservoir Computing with Coupled Semiconductor Optical Amplifiers., , , , , , and . OSC, volume 5172 of Lecture Notes in Computer Science, page 46-55. Springer, (2008)Modeling multiple autonomous robot behaviors and behavior switching with a single reservoir computing network., , and . SMC, page 1843-1848. IEEE, (2008)Energy-Based Temporal Neural Networks for Imputing Missing Values., and . ICONIP (2), volume 7664 of Lecture Notes in Computer Science, page 575-582. Springer, (2012)Accelerating Event-Driven Simulation of Spiking Neurons with Multiple Synaptic Time Constants., , , and . Neural Comput., 21 (4): 1068-1099 (2009)Fast and Exact Simulation Methods Applied on a Broad Range of Neuron Models., and . Neural Comput., 22 (6): 1468-1472 (2010)Bidirectional truncated recurrent neural networks for efficient speech denoising., , and . INTERSPEECH, page 2973-2977. ISCA, (2013)