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Vestnik of Astrakhan State Technical University. Series: Management, Computer Sciences and Informatics, 2019, Number 1, Pages 119–128
DOI: https://doi.org/10.24143/2072-9502-2019-1-119-128
(Mi vagtu572)
 

MATHEMATICAL MODELING

Comparative analysis of different criteria of site structural stability in the time series

L. A. Landman, A. V. Faddeenkov

Novosibirsk State Technical University, Novosibirsk, Russian Federation
References:
Abstract: The concept of structure is used to describe a set of stable relations between the main parts of the object, which describe its integrity and identity, i.e, preserving the basic properties for a wide range of internal and external changes. This concept usually relates to the concepts of system and organization. The structure expresses a stable part of the system that is slightly changed during different reforms. Over the years structural changes take place because of active economic policy or as a result of spontaneous, uncontrollable processes. Therefore, it seems to be quite natural to find out whether there have been structural changes in the observation period, and to find them reflected in the specification of the model. The basic ideas of methods for determining structural changes in the time series dynamics have been considered, such as Chow test, Gujarati test and Poirier method. The power study was conducted for the three possible cases of change in time series trends. The random error was modeled according to the standard normal distribution. A linear multiple regression model with three independent variables was used as a time series model. Estimation of the vector of unknown parameters of the model was conducted using least squares method. For each of the three criteria the of test the null hypothesis about time series instability was carried out using the $F$-criterion, which involves finding the residual sum of squares of a regression model and analysis of correlation between its decline and the loss of degrees of freedom. It can be noted that Gujarati and Poirier equations have a more complex structure than equation of Chow test; however, using Chow test assumes estimation of the parameters of the three regression equations.
Keywords: time series, trend, structural changes, Chow test, Gujarati test, Poirier method, power of test, piecewise model, Fisher test, spline.
Funding agency Grant number
Ministry of Education and Science of the Russian Federation 2.7996.2017/8.9
Received: 08.11.2018
Bibliographic databases:
Document Type: Article
UDC: 519.23
Language: Russian
Citation: L. A. Landman, A. V. Faddeenkov, “Comparative analysis of different criteria of site structural stability in the time series”, Vestn. Astrakhan State Technical Univ. Ser. Management, Computer Sciences and Informatics, 2019, no. 1, 119–128
Citation in format AMSBIB
\Bibitem{LanFad19}
\by L.~A.~Landman, A.~V.~Faddeenkov
\paper Comparative analysis of different criteria of site structural stability in the time series
\jour Vestn. Astrakhan State Technical Univ. Ser. Management, Computer Sciences and Informatics
\yr 2019
\issue 1
\pages 119--128
\mathnet{http://mi.mathnet.ru/vagtu572}
\crossref{https://doi.org/10.24143/2072-9502-2019-1-119-128}
\elib{https://elibrary.ru/item.asp?id=36813770}
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    Вестник Астраханского государственного технического университета. Серия: Управление, вычислительная техника и информатика
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