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Biological batch normalisation: How intrinsic plasticity improves learning in deep neural networks

In this work, we present a local intrinsic rule that we developed, dubbed IP, inspired by the Infomax rule. Like Infomax, this rule works by controlling the gain and bias of a neuron to regulate its rate of fire. We discuss the biological plausibility of the IP rule and compare it to batch normalisa...

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Detalles Bibliográficos
Autores principales: Shaw, Nolan Peter, Jackson, Tyler, Orchard, Jeff
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7511202/
https://www.ncbi.nlm.nih.gov/pubmed/32966302
http://dx.doi.org/10.1371/journal.pone.0238454