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Computational Efficiency of a Modular Reservoir Network for Image Recognition

Liquid state machine (LSM) is a type of recurrent spiking network with a strong relationship to neurophysiology and has achieved great success in time series processing. However, the computational cost of simulations and complex dynamics with time dependency limit the size and functionality of LSMs....

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Detalles Bibliográficos
Autores principales: Dai, Yifan, Yamamoto, Hideaki, Sakuraba, Masao, Sato, Shigeo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7892762/
https://www.ncbi.nlm.nih.gov/pubmed/33613220
http://dx.doi.org/10.3389/fncom.2021.594337