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Sibirskii Zhurnal Vychislitel'noi Matematiki, 2022, Volume 25, Number 2, Pages 111–127
DOI: https://doi.org/10.15372/SJNM20220202
(Mi sjvm800)
 

This article is cited in 3 scientific papers (total in 3 papers)

Multiplicative model the allocation of components of the time series

V. I. Zorkal'tsevab, M. Polkovskayac

a Limnological Institute of the Siberian Branch of the Russian Academy of Sciences, Irkutsk, Russia
b Baikal State University, Irkutsk, Russia
c Irkutsk State Agrarian University named after A.A. Yezhevsky, P. Molodezhny, Irkutsk region, Russia
References:
Abstract: This paper is devoted to the substantiation of a multiplicative model of time series decomposition based on the axiomatic approach. In this model, the original time series is represented as a component-by-component product of the selected components. The components are described in the form of monomials. To determine the values of variable monomials, a function is minimized that measures deviations from the unit of all components of the product of the selected components from the values of the corresponding components of the original series. In the model under consideration, all the components of the original series and the selected components are positive numbers. Four requirements are formulated for methods of selecting components. It is proved that all these requirements are met if and only if the time series decomposition is performed by a multiplicative model. As an example, we consider a model for selecting trends and seasonal fluctuations from monthly series of efficient data.
Key words: time series decomposition, axiomatic approach to method selection, multiplicative model.
Funding agency Grant number
Russian Foundation for Basic Research 19-07-00322
Ministry of Science and Higher Education of the Russian Federation 0279-2019-0003
This work was supported by the Russian Foundation for Basic Research (project no. 19-07-00322) and by the Russian Academy of Sciences (project no. 0279-2019-0003).
Received: 06.07.2021
Revised: 09.08.2021
Accepted: 27.01.2022
English version:
Numerical Analysis and Applications, 2022, Volume 15, Issue 2, Pages 90–103
DOI: https://doi.org/10.1134/S1995423922020021
Document Type: Article
UDC: 519.246.8: 338
Language: Russian
Citation: V. I. Zorkal'tsev, M. Polkovskaya, “Multiplicative model the allocation of components of the time series”, Sib. Zh. Vychisl. Mat., 25:2 (2022), 111–127; Num. Anal. Appl., 15:2 (2022), 90–103
Citation in format AMSBIB
\Bibitem{ZorPol22}
\by V.~I.~Zorkal'tsev, M.~Polkovskaya
\paper Multiplicative model the allocation of components of the time series
\jour Sib. Zh. Vychisl. Mat.
\yr 2022
\vol 25
\issue 2
\pages 111--127
\mathnet{http://mi.mathnet.ru/sjvm800}
\crossref{https://doi.org/10.15372/SJNM20220202}
\transl
\jour Num. Anal. Appl.
\yr 2022
\vol 15
\issue 2
\pages 90--103
\crossref{https://doi.org/10.1134/S1995423922020021}
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  • This publication is cited in the following 3 articles:
    Citing articles in Google Scholar: Russian citations, English citations
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