Asymptotic properties of maximum likelihood estimators from dependent observations (Q1082739)

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scientific article; zbMATH DE number 3974063
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Asymptotic properties of maximum likelihood estimators from dependent observations
scientific article; zbMATH DE number 3974063

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    Asymptotic properties of maximum likelihood estimators from dependent observations (English)
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    1986
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    The author considers the case when the log-likelihood functions satisfy some martingale. Under the regularity conditions, it is shown from the inverse function theorem that the likelihood equations have a unique consistent solution, and also that the maximum likelihood estimator is asymptotically normally distributed and is first order efficient. The conditions are analogous to those of \textit{M. J. Crowder}, J. R. Stat. Soc., Ser. B 38, 45-53 (1976; Zbl 0324.62023). A similar result in the i.i.d. case was given by \textit{R. V. Foutz}, J. Am. Stat. Assoc. 72, 147- 148 (1977; Zbl 0354.62029).
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    dependent observations
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    asymptotic normality
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    log-likelihood functions
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    martingale
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    inverse function theorem
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    unique consistent solution
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    maximum likelihood estimator
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    first order efficient
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