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Informatika i Ee Primeneniya [Informatics and its Applications], 2022, Volume 16, Issue 4, Pages 8–13
DOI: https://doi.org/10.14357/19922264220402
(Mi ia809)
 

This article is cited in 1 scientific paper (total in 1 paper)

Total approximation order for Markov jump process filtering given discretized observations

A. V. Borisov

Federal Research Center “Computer Science and Control” of the Russian Academy of Sciences, 44-2 Vavilov Str., Moscow 119333, Russian Federation
Full-text PDF (209 kB) Citations (1)
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Abstract: The note proceeds the investigation devoted to the numerical approximation of the Markov jump process filtering given both the counting and diffusion observations with the multiplicative noise. The filtering estimates are approximated using the observations, previously discretized by time. By contrast with the previous algorithms which limit the number of the Markov state transitions that occurred during the time discretization interval, the new estimates are free of these restrictions and constructed via a unified scheme. The note presents an upper bound for the approximation accuracy as a function of the observation system parameters, applied scheme of the numerical integration, the time discretization step, and the filtering moment. A numerical example illustrates a sublinear character of the bound towards the latter argument.
Keywords: Markov jump process, optimal filtering, diffusion and counting observations, multiplicative observation noise, numerical approximation accuracy.
Received: 27.12.2021
Document Type: Article
Language: Russian
Citation: A. V. Borisov, “Total approximation order for Markov jump process filtering given discretized observations”, Inform. Primen., 16:4 (2022), 8–13
Citation in format AMSBIB
\Bibitem{Bor22}
\by A.~V.~Borisov
\paper Total approximation order for~Markov jump process filtering given discretized observations
\jour Inform. Primen.
\yr 2022
\vol 16
\issue 4
\pages 8--13
\mathnet{http://mi.mathnet.ru/ia809}
\crossref{https://doi.org/10.14357/19922264220402}
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  • This publication is cited in the following 1 articles:
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