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On estimation of parameters of Gaussian stationary processes

Published online by Cambridge University Press:  14 July 2016

Masanobu Taniguchi*
Affiliation:
Hiroshima University
*
Postal address: Department of Applied Mathematics, Faculty of Engineering, Hiroshima University, Hiroshima, 730 Japan.

Abstract

In fitting a certain parametric family of spectral densities fθ (x) to a Gaussian stationary process with the true spectral density g (x), we propose two estimators of θ, say by minimizing two criteria D1 (·), D2(·) respectively, which measure the nearness of fθ (x) to g (x). Then we investigate some asymptotic behavior of with respect to efficiency and robustness.

Type
Research Papers
Copyright
Copyright © Applied Probability Trust 1979 

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References

[1] Beran, R. (1977) Minimum Hellinger distance estimates for parametric models. Ann. Statist. 5, 445463.Google Scholar
[2] Bloomfield, P. (1973) An exponential model for the spectrum of a scalar time series. Biometrika 60, 217226.Google Scholar
[3] Brillinger, D. R. (1969) Asymptotic properties of spectral estimates of second order. Biometrika 56, 375390.Google Scholar
[4] Davis, H. T. and Jones, R. H. (1968) Estimation of the innovation variance of a stationary time series. J. Amer. Statist. Assoc. 63, 141149.Google Scholar
[5] Dzhaparidze, K. O. (1974) A new method for estimating spectral parameters of a stationary regular time series. Theory Prob. Appl. 19, 122132.Google Scholar
[6] Hannan, E. J. (1970) Multiple Time Series. Wiley, New York.Google Scholar
[7] Taniguchi, M. (1978) On a generalization of a statistical spectrum analysis. Math. Japon. 23, 3344.Google Scholar
[8] Walker, A. M. (1964) Asymptotic properties of least squares estimates of parameters of the spectrum of a stationary non-deterministic times series. J. Austral. Math. Soc. 4, 363384.Google Scholar