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Multiplex visibility graphs to investigate recurrent neural network dynamics

A recurrent neural network (RNN) is a universal approximator of dynamical systems, whose performance often depends on sensitive hyperparameters. Tuning them properly may be difficult and, typically, based on a trial-and-error approach. In this work, we adopt a graph-based framework to interpret and...

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Detalles Bibliográficos
Autores principales: Bianchi, Filippo Maria, Livi, Lorenzo, Alippi, Cesare, Jenssen, Robert
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5345088/
https://www.ncbi.nlm.nih.gov/pubmed/28281563
http://dx.doi.org/10.1038/srep44037