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Echo State Networks with Self-Normalizing Activations on the Hyper-Sphere

Among the various architectures of Recurrent Neural Networks, Echo State Networks (ESNs) emerged due to their simplified and inexpensive training procedure. These networks are known to be sensitive to the setting of hyper-parameters, which critically affect their behavior. Results show that their pe...

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Detalles Bibliográficos
Autores principales: Verzelli, Pietro, Alippi, Cesare, Livi, Lorenzo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6761167/
https://www.ncbi.nlm.nih.gov/pubmed/31554855
http://dx.doi.org/10.1038/s41598-019-50158-4