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  5. Volume 2026, Issue 3 (2026)
  6. The simultaneous estimation of a time se ...

Modern Stochastics: Theory and Applications

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The simultaneous estimation of a time series harmonic components and covariance structure
Volume 2026, Issue 3 (2026), pp. 1–10
Alexander Ivanov ORCID icon link to view author Alexander Ivanov details   Kateryna Moskvychova ORCID icon link to view author Kateryna Moskvychova details  

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https://doi.org/10.15559/20-VMSTA170
Pub. online: 17 April 2026      Type: Research Article     

Received
28 July 2020
Published
17 April 2026

Abstract

In a continuous time nonlinear regression model the residual correlogram is considered as an estimator of the stationary Gaussian random noise covariance function. For this estimator the functional central limit theorem is proved in the space of continuous functions. The result obtained shows that the limiting sample continuous Gaussian random process coincides with the limiting process in the central limit theorem for standard correlogram of the random noise in the specified regression model.

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Keywords
Nonlinear regression model stationary Gaussian noise covariance function residual correlogram asymptotic normality 62J02 62F12 62M10

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