Сonvergence of Sequential Gradient Learning Algorithms in Neural Networks for Online Identification of Nonlinear Systems: a Special Case
The paper deals with the asymptotic properties of an online learning procedure for identifying non-linear systems via neural networks models of these systems. The probabilistic convergence condi-tions of this procedure are presented for the special case where a nonlinearity can exactly be ap-proxima...
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Date: | 2015 |
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Main Authors: | Zhiteckii, L.S., Nikolaienko, S.A. |
Format: | Article |
Language: | English |
Published: |
Міжнародний науково-навчальний центр інформаційних технологій і систем НАН та МОН України
2015
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Series: | Індуктивне моделювання складних систем |
Online Access: | http://dspace.nbuv.gov.ua/handle/123456789/125021 |
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Journal Title: | Digital Library of Periodicals of National Academy of Sciences of Ukraine |
Cite this: | Сonvergence of Sequential Gradient Learning Algorithms in Neural Networks for Online Identification of Nonlinear Systems: a Special Case / L.S. Zhiteckii, S.A. Nikolaienko // Індуктивне моделювання складних систем: Зб. наук. пр. — К.: МННЦ ІТС НАН та МОН України, 2015. — Вип. 7. — С. 46-58. — Бібліогр.: 27 назв. — англ |
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