Perceptron Learning and Classification in a Modeled Cortical Pyramidal Cell

The perceptron learning algorithm and its multiple-layer extension, the backpropagation algorithm, are the foundations of the present-day machine learning revolution. However, these algorithms utilize a highly simplified mathematical abstraction of a neuron; it is not clear to what extent real bioph...

Full description

Bibliographic Details

Published in:	Frontiers in Computational Neuroscience
Main Authors:	Toviah Moldwin, Idan Segev
Format:	Article
Language:	English
Published:	Frontiers Media S.A. 2020-04-01
Subjects:	compartmental modeling non-linear dendrites cortical excitatory synapses single neuron computation machine learning synaptic weights
Online Access:	https://www.frontiersin.org/article/10.3389/fncom.2020.00033/full