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Uchenye Zapiski Kazanskogo Universiteta. Seriya Fiziko-Matematicheskie Nauki, 2010, Volume 152, Book 1, Pages 7–14 (Mi uzku803)  

Initialization of multilayered forecasting artificial neural networks

V. V. Bochkarev, Yu. S. Maslennikova

Kazan State University
References:
Abstract: In this paper a method of initializing a neural network solving the problem of forecasting a time series is offered. The analogy with a linear prediction filter is used to select an initial weighting coefficient for neurons. Also the variants of decomposition of a transformation matrix corresponding to the linear prediction filter are offered to improve the initialization method quality. Through the neural nets forecasting of the Lorentz chaotic system's trajectory it is shown that the application of the given method allows significantly increasing the accuracy of the neural network prediction.
Keywords: neurofuzzy modeling, forecasting, neural network initialization, linear prediction filter.
Received: 26.12.2009
Bibliographic databases:
Document Type: Article
UDC: 004.032.26(06)
Language: Russian
Citation: V. V. Bochkarev, Yu. S. Maslennikova, “Initialization of multilayered forecasting artificial neural networks”, Uchenye Zapiski Kazanskogo Universiteta. Seriya Fiziko-Matematicheskie Nauki, 152, no. 1, Kazan University, Kazan, 2010, 7–14
Citation in format AMSBIB
\Bibitem{BocMas10}
\by V.~V.~Bochkarev, Yu.~S.~Maslennikova
\paper Initialization of multilayered forecasting artificial neural networks
\serial Uchenye Zapiski Kazanskogo Universiteta. Seriya Fiziko-Matematicheskie Nauki
\yr 2010
\vol 152
\issue 1
\pages 7--14
\publ Kazan University
\publaddr Kazan
\mathnet{http://mi.mathnet.ru/uzku803}
\mathscinet{https://mathscinet.ams.org/mathscinet-getitem?mr=3145233}
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    Uchenye Zapiski Kazanskogo Universiteta. Seriya Fiziko-Matematicheskie Nauki
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