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Lag order selection for an optimal autoregressive covariance matrix estimator
Authors:Marco Morales
Affiliation:Facultad de Economía y Empresa , Universidad Diego Portales , Santiago , Chile
Abstract:A good parametric spectral estimator requires an accurate estimate of the sum of AR coefficients, however a criterion which minimizes the innovation variance not necessarily yields the best spectral estimate. This paper develops an alternative information criterion considering the bias in the sum of the parameters for the autoregressive estimator of the spectral density at frequency zero.
Keywords:Spectral density  covariance matrix  autoregressive  lag-order selection  statistical inference
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