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Theory of Stochastic Processes, 2007, Volume 13(29), Issue 4, Pages 148–162 (Mi thsp240)  

Prediction problem for random fields on groups

Mikhail Moklyachuk

Department of Probability Theory and Mathematical Statistics, Kyiv National Taras Shevchenko University, Kyiv 01033, Ukraine
References:
Abstract: The problem considered is the problem of optimal linear estimation of the functional $A\xi=\sum^\infty_{j=0}\int_Ga(g, j)\xi(g, j)dg$ which depends on the unknown values of a homogeneous random field $\xi(g, j)$ on the group $G\times{\mathbb Z}$ from observations of the field $\xi(g, j)+\eta(g, j)$ for $(g, j)\in G\times\{-1, -2, \ldots\},$ where $\eta(g, j)$ is an uncorrelated with $\xi(g, j)$ homogeneous random field $\xi(g, j)$ on the group $G\times{\mathbb Z}.$ Formulas are proposed for calculation the mean square error and spectral characteristics of the optimal linear estimate in the case where spectral densities of the fields are known. The least favorable spectral densities and the minimax spectral characteristics of the optimal estimate of the functional are found for some classes of spectral densities.
Keywords: Random field, prediction, filtering, robust estimate, observations with noise, mean square error, least favorable spectral densities, minimax spectral characteristic.
Bibliographic databases:
Document Type: Article
Language: English
Citation: Mikhail Moklyachuk, “Prediction problem for random fields on groups”, Theory Stoch. Process., 13(29):4 (2007), 148–162
Citation in format AMSBIB
\Bibitem{Mok07}
\by Mikhail~Moklyachuk
\paper Prediction problem for random fields on groups
\jour Theory Stoch. Process.
\yr 2007
\vol 13(29)
\issue 4
\pages 148--162
\mathnet{http://mi.mathnet.ru/thsp240}
\mathscinet{http://mathscinet.ams.org/mathscinet-getitem?mr=2482256}
\zmath{https://zbmath.org/?q=an:1164.60033}
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  • https://www.mathnet.ru/eng/thsp/v13/i4/p148
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