Itogi Nauki i Tekhniki. Sovremennaya Matematika i ee Prilozheniya. Tematicheskie Obzory
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Itogi Nauki i Tekhniki. Sovremennaya Matematika i ee Prilozheniya. Tematicheskie Obzory, 2019, Volume 166, Pages 95–109
DOI: https://doi.org/10.36535/0233-6723-2019-166-95-109 (Mi into481) 		 
Minimizing robust estimates of sums of parameterized functions

Z. M. Shibzukhov

Institute of Applied Mathematics and Automation, Nalchik
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DOI: https://doi.org/10.36535/0233-6723-2019-166-95-109
Abstract: We discuss the robust approach to constructing machine learning algorithms based on minimizing robust finite sums of parameterized functions. This algorithm is based on finite robust differentiable aggregation summation functions, which are stable with respect to outliers.
Keywords: robust algorithm, neural network, averaging aggregation function, iterative reweighing.
Funding agency Grant number
Russian Foundation for Basic Research 18-01-00050
This work was supported by the Russian Foundation for Basic Research (project No. 18-01-00050).
Bibliographic databases:
Document Type: Article
UDC: 519.7
MSC: 68T05
Language: Russian
Citation: Z. M. Shibzukhov, “Minimizing robust estimates of sums of parameterized functions”, Proceedings of the IV International Scientific Conference "Actual Problems of Applied Mathematics". Kabardino-Balkar Republic, Nalchik, Elbrus Region, May 22–26, 2018. Part II, Itogi Nauki i Tekhniki. Sovrem. Mat. Pril. Temat. Obz., 166, VINITI, Moscow, 2019, 95–109
Citation in format AMSBIB
\Bibitem{Shi19}
\by Z.~M.~Shibzukhov
\paper Minimizing robust estimates of sums of parameterized functions
\inbook Proceedings of the IV International Scientific Conference "Actual Problems of Applied Mathematics". Kabardino-Balkar Republic, Nalchik, Elbrus Region, May 22–26, 2018. Part II
\serial Itogi Nauki i Tekhniki. Sovrem. Mat. Pril. Temat. Obz.
\yr 2019
\vol 166
\pages 95--109
\publ VINITI
\publaddr Moscow
\mathnet{http://mi.mathnet.ru/into481}
\crossref{https://doi.org/10.36535/0233-6723-2019-166-95-109}
\elib{https://elibrary.ru/item.asp?id=42363890}
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