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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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Detalhes bibliográficos
Publicado no:Entropy (Basel)
Main Authors: Echlin, Moriah, Aguilar, Boris, Notarangelo, Max, Gibbs, David L., Shmulevich, Ilya
Formato: Artigo
Idioma:Inglês
Publicado em: MDPI 2018
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7512538/
https://ncbi.nlm.nih.gov/pubmed/33266678
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3390/e20120954
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