Vestnik TVGU. Seriya: Prikladnaya Matematika [Herald of Tver State University. Series: Applied Mathematics]
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Vestnik TVGU. Seriya: Prikladnaya Matematika [Herald of Tver State University. Series: Applied Mathematics], 2019, Issue 1, Pages 15–22
DOI: https://doi.org/10.26456/vtpmk524
(Mi vtpmk524)
 

Theory of Probability and Mathematical Statistics

Analysis of statistical properties of the hybrid thresholding technique

P. S. Popenovaa, O. V. Shestakovab

a Lomonosov Moscow State University, Moscow
b Federal Research Center "Computer Science and Control" of Russian Academy of Sciences, Moscow
References:
Abstract: We consider the problem of constructing an estimate of the signal function using the method of hybrid threshold processing of wavelet expansion coefficients. Hybrid threshold processing is a compromise between soft and hard threshold processing, which combines the main advantages of these two methods. In the data model with an additive noise, an unbiased estimate of the mean-square risk is analyzed and it is shown that under certain conditions this estimate is strongly consistent and asymptotically normal. These properties allow to use the risk estimate as a criterion for the quality of a method and to construct asymptotic confidence intervals for the theoretical mean-square risk.
Keywords: wavelets, hybrid thresholding, risk estimate, limit theorems.
Received: 10.12.2018
Revised: 24.01.2019
Bibliographic databases:
Document Type: Article
UDC: 519.22
Language: Russian
Citation: P. S. Popenova, O. V. Shestakov, “Analysis of statistical properties of the hybrid thresholding technique”, Vestnik TVGU. Ser. Prikl. Matem. [Herald of Tver State University. Ser. Appl. Math.], 2019, no. 1, 15–22
Citation in format AMSBIB
\Bibitem{PopShe19}
\by P.~S.~Popenova, O.~V.~Shestakov
\paper Analysis of statistical properties of the hybrid thresholding technique
\jour Vestnik TVGU. Ser. Prikl. Matem. [Herald of Tver State University. Ser. Appl. Math.]
\yr 2019
\issue 1
\pages 15--22
\mathnet{http://mi.mathnet.ru/vtpmk524}
\crossref{https://doi.org/10.26456/vtpmk524}
\elib{https://elibrary.ru/item.asp?id=37166592}
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