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.
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| Format: | Article |
| Language: | English |
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Yaroslavl State University
2011-06-01
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| Series: | Моделирование и анализ информационных систем |
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| Online Access: | https://www.mais-journal.ru/jour/article/view/1089 |
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| _version_ | 1849240879097708544 |
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| author | O. A. Dunaeva |
| author_facet | O. A. Dunaeva |
| author_sort | O. A. Dunaeva |
| collection | DOAJ |
| 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. |
| format | Article |
| id | doaj-art-9181e901aac84b6aaa010cbee8066f40 |
| institution | Kabale University |
| issn | 1818-1015 2313-5417 |
| language | English |
| publishDate | 2011-06-01 |
| publisher | Yaroslavl State University |
| record_format | Article |
| series | Моделирование и анализ информационных систем |
| spelling | doaj-art-9181e901aac84b6aaa010cbee8066f402025-08-20T04:00:25ZengYaroslavl State UniversityМоделирование и анализ информационных систем1818-10152313-54172011-06-011826576830Principles 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 |
| spellingShingle | O. A. Dunaeva Principles of Constructing Layered Neural Networks Based on Pulse Neurons Моделирование и анализ информационных систем impulse coding of information asymptotic analysis mcculloch-pits neuron multilayer perceptron |
| title | 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_short | Principles of Constructing Layered Neural Networks Based on Pulse Neurons |
| title_sort | principles of constructing layered neural networks based on pulse neurons |
| 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 |