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Estimates of Periodically Correlated Isotropic Random Fields (Hardcover): Mikhail Moklyachuk, Oleksandr Masyutka, Iryna... Estimates of Periodically Correlated Isotropic Random Fields (Hardcover)
Mikhail Moklyachuk, Oleksandr Masyutka, Iryna Golichenko
R6,468 R5,997 Discovery Miles 59 970 Save R471 (7%) Ships in 12 - 17 working days

We propose results of the investigation of the problem of the mean square optimal estimation of linear functionals which depend on the unknown values of periodically correlated isotropic random fields. Estimates are based on observations of the fields with a noise. Formulas for computing the value of the mean-square errors and the spectral characteristics of the optimal linear estimates of functionals are derived in the case of spectral certainty, where the spectral densities of the fields are exactly known. Formulas that determine the least favorable spectral densities and the minimax-robust spectral characteristics of the optimal estimates of functionals are proposed in the case of spectral uncertainty, where the spectral densities are not exactly known while some sets of admissible spectral densities are specified.

Estimation of Stochastic Processes with Missing Observations (Hardcover): Mikhail Moklyachuk, Maria Sidei, Oleksandr Masyutka Estimation of Stochastic Processes with Missing Observations (Hardcover)
Mikhail Moklyachuk, Maria Sidei, Oleksandr Masyutka
R6,497 R5,034 Discovery Miles 50 340 Save R1,463 (23%) Ships in 12 - 17 working days

We propose results of the investigation of the problem of mean square optimal estimation of linear functionals constructed from unobserved values of stationary stochastic processes. Estimates are based on observations of the processes with additive stationary noise process. The aim of the book is to develop methods for finding the optimal estimates of the functionals in the case where some observations are missing. Formulas for computing values of the mean-square errors and the spectral characteristics of the optimal linear estimates of functionals are derived in the case of spectral certainty, where the spectral densities of the processes are exactly known. The minimax robust method of estimation is applied in the case of spectral uncertainty, where the spectral densities of the processes are not known exactly while some classes of admissible spectral densities are given. The formulas that determine the least favourable spectral densities and the minimax spectral characteristics of the optimal estimates of functionals are proposed for some special classes of admissible densities.

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