Correlative characteristics of the neural network with LMS-algorithm tuning with square constraint with weight vector jitter
The results of statistical analysis of neural network tuning by LMS-algorithm with square constraint for weight vector jitter are represented. The expressions for correlation function of output signal of neuron of the neural of different network layers are obtained. It is shown, that the weight vect...
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| Format: | Article |
| Language: | Russian |
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Saint Petersburg Electrotechnical University "LETI"
2015-04-01
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| Series: | Известия высших учебных заведений России: Радиоэлектроника |
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| Online Access: | https://re.eltech.ru/jour/article/view/18 |
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| _version_ | 1839584266020716544 |
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| author | S. V. Zimina |
| author_facet | S. V. Zimina |
| author_sort | S. V. Zimina |
| collection | DOAJ |
| description | The results of statistical analysis of neural network tuning by LMS-algorithm with square constraint for weight vector jitter are represented. The expressions for correlation function of output signal of neuron of the neural of different network layers are obtained. It is shown, that the weight vector jitter leads to distortions of statistical characteristics of neural network and these distortions increase with increasing of number of neural network layer. |
| format | Article |
| id | doaj-art-54433496cfe64b51a403efba67af3388 |
| institution | Matheson Library |
| issn | 1993-8985 2658-4794 |
| language | Russian |
| publishDate | 2015-04-01 |
| publisher | Saint Petersburg Electrotechnical University "LETI" |
| record_format | Article |
| series | Известия высших учебных заведений России: Радиоэлектроника |
| spelling | doaj-art-54433496cfe64b51a403efba67af33882025-08-03T19:50:24ZrusSaint Petersburg Electrotechnical University "LETI"Известия высших учебных заведений России: Радиоэлектроника1993-89852658-47942015-04-0102263218Correlative characteristics of the neural network with LMS-algorithm tuning with square constraint with weight vector jitterS. V. Zimina0Lobachevsky state university of Nizhny NovgorodThe results of statistical analysis of neural network tuning by LMS-algorithm with square constraint for weight vector jitter are represented. The expressions for correlation function of output signal of neuron of the neural of different network layers are obtained. It is shown, that the weight vector jitter leads to distortions of statistical characteristics of neural network and these distortions increase with increasing of number of neural network layer.https://re.eltech.ru/jour/article/view/18lms-алгоритм с квадратичным ограничениемneural networkweight vector jitterlms algorithm tuning with square constraint |
| spellingShingle | S. V. Zimina Correlative characteristics of the neural network with LMS-algorithm tuning with square constraint with weight vector jitter Известия высших учебных заведений России: Радиоэлектроника lms-алгоритм с квадратичным ограничением neural network weight vector jitter lms algorithm tuning with square constraint |
| title | Correlative characteristics of the neural network with LMS-algorithm tuning with square constraint with weight vector jitter |
| title_full | Correlative characteristics of the neural network with LMS-algorithm tuning with square constraint with weight vector jitter |
| title_fullStr | Correlative characteristics of the neural network with LMS-algorithm tuning with square constraint with weight vector jitter |
| title_full_unstemmed | Correlative characteristics of the neural network with LMS-algorithm tuning with square constraint with weight vector jitter |
| title_short | Correlative characteristics of the neural network with LMS-algorithm tuning with square constraint with weight vector jitter |
| title_sort | correlative characteristics of the neural network with lms algorithm tuning with square constraint with weight vector jitter |
| topic | lms-алгоритм с квадратичным ограничением neural network weight vector jitter lms algorithm tuning with square constraint |
| url | https://re.eltech.ru/jour/article/view/18 |
| work_keys_str_mv | AT svzimina correlativecharacteristicsoftheneuralnetworkwithlmsalgorithmtuningwithsquareconstraintwithweightvectorjitter |