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Goodness-of-fit tests for autoregressive processes
Authors:T W Anderson
Affiliation:Stanford University
Abstract:Goodness-of-fit tests for autoregressive processes can be based on the difference betwe en the empirical standardized spectral distribution of an observed time series and the standardized spectral distribution of the autoregressive process with parameters estimated from the series. The asymptotic covariance function of this difference, considered as a stochastic process on 0, π], is found. Methods to compute the asymptotic distribution of the Cramer--von Mises statistic are given.
Keywords:Goodness-of-fit tests  autoregressive processes  standardized spectral distribution  Cramér–von Mises statistic  estimated parameters  
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