A Unified Framework for Reservoir Computing and Extreme Learning Machines based on a Single Time-delayed Neuron

In this paper we present a unified framework for extreme learning machines and reservoir computing (echo state networks), which can be physically implemented using a single nonlinear neuron subject to delayed feedback. The reservoir is built within the delay-line, employing a number of “virtual” neu...

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Veröffentlicht in:Scientific reports 2015-10, Vol.5 (1), p.14945-14945, Article 14945
Hauptverfasser: Ortín, S., Soriano, M. C., Pesquera, L., Brunner, D., San-Martín, D., Fischer, I., Mirasso, C. R., Gutiérrez, J. M.
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Sprache:eng
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