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Neurons with dendrites can perform linearly separable computations with low resolution synaptic weights

In theory, neurons modelled as single layer perceptrons can implement all linearly separable computations. In practice, however, these computations may require arbitrarily precise synaptic weights. This is a strong constraint since both biological neurons and their artificial counterparts have to co...

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Detalles Bibliográficos
Autores principales: Cazé, Romain D., Stimberg, Marcel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: F1000 Research Limited 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7848858/
https://www.ncbi.nlm.nih.gov/pubmed/33564396
http://dx.doi.org/10.12688/f1000research.26486.3