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Non-redundancy of high order moment conditions for efficient GMM estimation of weak AR processes - MaRDI portal

Non-redundancy of high order moment conditions for efficient GMM estimation of weak AR processes (Q5941235)

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scientific article; zbMATH DE number 1635400
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Non-redundancy of high order moment conditions for efficient GMM estimation of weak AR processes
scientific article; zbMATH DE number 1635400

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    Non-redundancy of high order moment conditions for efficient GMM estimation of weak AR processes (English)
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    20 August 2001
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    This paper considers GMM estimation of autoregressive processes. It is shown that, contrary to the case where the noise is independent [see \textit{Y. Kim} et al., ibid. 62, 265-270 (1999; Zbl 0917.90069)], using higher-order moments can provide substantial efficiency gains for estimating the AR\((p)\) model when the noise is only uncorrelated.
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    Autoregressive process
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    Efficiency gains
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    GMM
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    Empirical autocorrelations
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    Yule-Walker estimator
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