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Fitting Models to Spectra Using Regression Packages

Murray A. Cameron and T. Rolf Turner

Journal of the Royal Statistical Society Series C, 1987, vol. 36, issue 1, 47-57

Abstract: Much time series analysis can be performed by using readily available regression packages. In this paper it is shown that several frequency domain estimation algorithms for commonly used time series models may be recast as (possibly iterative) least squares regressions. This approach is exemplified by the fitting of (i) ARMA models (ii) the model described by Bloomfield (1973) and (iii) a model of Kolmogorov (1941) for the spectrum of turbulence in a fluid.

Date: 1987
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