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Sibirskie Èlektronnye Matematicheskie Izvestiya [Siberian Electronic Mathematical Reports], 2021, Volume 18, Issue 2, Pages 1058–1074
DOI: https://doi.org/10.33048/semi.2021.18.081
(Mi semr1422)
 

Probability theory and mathematical statistics

Remarks on invariance principle for one-parametric recursive residuals

A. Sakhanenkoab, A. Kovalevskiicb, A. Shelepovab

a Sobolev Institute of Mathematics, 4, Acad. Koptyug ave., Novosibirsk, 630090, Russia
b Novosibirsk State University, 1, Pirogova str., Novosibirsk, 630090, Russia
c Novosibirsk State Technical University, 20, K. Marksa ave., Novosibirsk, 630073, Russia
References:
Abstract: We investigate a linear regression model with one unknown parameter. The idea of recursive regression residuals is to estimate the regression parameter at each moment on the base of previous variables. Therefore the distribution of recursive residuals does not depend on the parameter. We investigate conditions for the weak convergence of the process of sums of recursive residuals, properly normalized, to a standard Wiener process. We obtain new conditions, which are better than ones in Sen (1982). The recursive residuals were introduced by Brown, Durbin and Evans (1975). Such residuals are the useful instrument for testing hypotheses about linear regression. Our results give opportunity to use correctly recursive residuals for a wide class of regression sequences, including sinusoidal and i.i.d. bounded.
Keywords: linear regression, recursive residuals, weak convergence, Wiener process.
Funding agency Grant number
Ministry of Science and Higher Education of the Russian Federation 075-15-2019-1675
The work is supported by Mathematical Center in Akademgorodok under agreement No. 075-15-2019-1675 with the Ministry of Science and Higher Education of the Russian Federation.
Received August 29, 2021, published October 20, 2021
Bibliographic databases:
Document Type: Article
UDC: 519.233
MSC: 62F03
Language: English
Citation: A. Sakhanenko, A. Kovalevskii, A. Shelepova, “Remarks on invariance principle for one-parametric recursive residuals”, Sib. Èlektron. Mat. Izv., 18:2 (2021), 1058–1074
Citation in format AMSBIB
\Bibitem{SakKovShe21}
\by A.~Sakhanenko, A.~Kovalevskii, A.~Shelepova
\paper Remarks on invariance principle for one-parametric recursive residuals
\jour Sib. \`Elektron. Mat. Izv.
\yr 2021
\vol 18
\issue 2
\pages 1058--1074
\mathnet{http://mi.mathnet.ru/semr1422}
\crossref{https://doi.org/10.33048/semi.2021.18.081}
\isi{https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=Publons&SrcAuth=Publons_CEL&DestLinkType=FullRecord&DestApp=WOS_CPL&KeyUT=000734395000001}
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