Neurons with dendrites can perform linearly separable computations with low resolution synaptic weights [version 2; peer review: 2 approved, 1 approved with reservations]

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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Bibliographic Details
Main Authors: Romain D. Cazé, Marcel Stimberg
Format: Article
Language:English
Published: F1000 Research Ltd 2021-01-01
Series:F1000Research
Online Access:https://f1000research.com/articles/9-1174/v2