Principles of Constructing Layered Neural Networks Based on Pulse Neurons

Principles of Constructing Layered Neural Networks Based on Pulse Neurons

In the article we describe principles of pulse implementation of multilayer neural networks using biologically plausible neurons. It is shown that the multilayer perceptron can be modeled with a neural network composed of pulse neurons using impulse information coding.

Bibliographic Details
Main Author: O. A. Dunaeva
Format: Article
Language:English
Published: Yaroslavl State University 2011-06-01
Series:Modelirovanie i Analiz Informacionnyh Sistem
Subjects:
impulse coding of information
asymptotic analysis
mcculloch-pits neuron
multilayer perceptron
Online Access:https://www.mais-journal.ru/jour/article/view/1089
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spelling doaj-9181e901aac84b6aaa010cbee8066f402021-07-29T08:15:17ZengYaroslavl State UniversityModelirovanie i Analiz Informacionnyh Sistem1818-10152313-54172011-06-011826576830Principles of Constructing Layered Neural Networks Based on Pulse NeuronsO. A. Dunaeva0Ярославский государственный университет им. П.Г. ДемидоваIn the article we describe principles of pulse implementation of multilayer neural networks using biologically plausible neurons. It is shown that the multilayer perceptron can be modeled with a neural network composed of pulse neurons using impulse information coding.https://www.mais-journal.ru/jour/article/view/1089impulse coding of informationasymptotic analysismcculloch-pits neuronmultilayer perceptron
collection DOAJ
language English
format Article
sources DOAJ
author O. A. Dunaeva
spellingShingle O. A. Dunaeva
Principles of Constructing Layered Neural Networks Based on Pulse Neurons
Modelirovanie i Analiz Informacionnyh Sistem
impulse coding of information
asymptotic analysis
mcculloch-pits neuron
multilayer perceptron
author_facet O. A. Dunaeva
author_sort O. A. Dunaeva
title Principles of Constructing Layered Neural Networks Based on Pulse Neurons
title_short Principles of Constructing Layered Neural Networks Based on Pulse Neurons
title_full Principles of Constructing Layered Neural Networks Based on Pulse Neurons
title_fullStr Principles of Constructing Layered Neural Networks Based on Pulse Neurons
title_full_unstemmed Principles of Constructing Layered Neural Networks Based on Pulse Neurons
title_sort principles of constructing layered neural networks based on pulse neurons
publisher Yaroslavl State University
series Modelirovanie i Analiz Informacionnyh Sistem
issn 1818-1015
2313-5417
publishDate 2011-06-01
description In the article we describe principles of pulse implementation of multilayer neural networks using biologically plausible neurons. It is shown that the multilayer perceptron can be modeled with a neural network composed of pulse neurons using impulse information coding.
topic impulse coding of information
asymptotic analysis
mcculloch-pits neuron
multilayer perceptron
url https://www.mais-journal.ru/jour/article/view/1089
work_keys_str_mv AT oadunaeva principlesofconstructinglayeredneuralnetworksbasedonpulseneurons
_version_ 1721256588585467904

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