Flexibility of Boolean Network Reservoir Computers in Approximating Arbitrary Recursive and Non-Recursive Binary Filters

Reservoir computers (RCs) are biology-inspired computational frameworks for signal processing that are typically implemented using recurrent neural networks. Recent work has shown that Boolean networks (BN) can also be used as reservoirs. We analyze the performance of BN RCs, measuring their flexibi...

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Detalles Bibliográficos
Autores principales: Echlin, Moriah, Aguilar, Boris, Notarangelo, Max, Gibbs, David L., Shmulevich, Ilya
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512538/
https://www.ncbi.nlm.nih.gov/pubmed/33266678
http://dx.doi.org/10.3390/e20120954

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