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Zapiski Nauchnykh Seminarov POMI, 2021, Volume 505, Pages 147–161 (Mi znsl7128)  

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

Asymptotics of average case approximation complexity for tensor products of Euler integrated processes

A. A. Kravchenkoa, A. A. Khartovb

a St. Petersburg National Research University of Information Technologies, Mechanics and Optics
b Smolensk State University
Full-text PDF (208 kB) Citations (1)
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Abstract: We consider random fields that are tensor products of $d$ Euler integrated processes. The average case approximation complexity for a given random field is defined as the minimal number of values of continuous linear functionals that is needed to approximate the field with relative $2$-average error not exceeding a given threshold $\varepsilon$. In the paper we obtain logarithmic asymptotics of the average case approximation complexity for such random fields for fixed $\varepsilon$ and $d\to\infty$ under rather weak assumptions for the smoothness parameters of the marginal processes.
Key words and phrases: average case setting, approximation complexity, tractability, Euler integrated random process, tensor product of processes, random fields, high dimension.
Funding agency Grant number
Russian Foundation for Basic Research 20-51-12004
Received: 05.11.2021
Document Type: Article
UDC: 519.21
Language: Russian
Citation: A. A. Kravchenko, A. A. Khartov, “Asymptotics of average case approximation complexity for tensor products of Euler integrated processes”, Probability and statistics. Part 31, Zap. Nauchn. Sem. POMI, 505, POMI, St. Petersburg, 2021, 147–161
Citation in format AMSBIB
\Bibitem{KraKha21}
\by A.~A.~Kravchenko, A.~A.~Khartov
\paper Asymptotics of average case approximation complexity for tensor products of Euler integrated processes
\inbook Probability and statistics. Part~31
\serial Zap. Nauchn. Sem. POMI
\yr 2021
\vol 505
\pages 147--161
\publ POMI
\publaddr St.~Petersburg
\mathnet{http://mi.mathnet.ru/znsl7128}
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  • https://www.mathnet.ru/eng/znsl/v505/p147
  • This publication is cited in the following 1 articles:
    Citing articles in Google Scholar: Russian citations, English citations
    Related articles in Google Scholar: Russian articles, English articles
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