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Model-size reduction for reservoir computing by concatenating internal states through time

Reservoir computing (RC) is a machine learning algorithm that can learn complex time series from data very rapidly based on the use of high-dimensional dynamical systems, such as random networks of neurons, called “reservoirs.” To implement RC in edge computing, it is highly important to reduce the...

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Detalles Bibliográficos
Autores principales: Sakemi, Yusuke, Morino, Kai, Leleu, Timothée, Aihara, Kazuyuki
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7733507/
https://www.ncbi.nlm.nih.gov/pubmed/33311595
http://dx.doi.org/10.1038/s41598-020-78725-0