Quasi-likelihood estimation for semimartingales (Q1821469)
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scientific article; zbMATH DE number 3999060
| Language | Label | Description | Also known as |
|---|---|---|---|
| English | Quasi-likelihood estimation for semimartingales |
scientific article; zbMATH DE number 3999060 |
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Quasi-likelihood estimation for semimartingales (English)
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1986
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The paper proposes a new technique of parameter estimation for a class of semimartingales, continuous in time, based on a certain type of quasi- likelihood. The class of semi-martingales contains many widely used continuous time stochastic models (e.g. diffusions, Poisson processes and branching processes). The quasi-likelihood to be maximized can be understood as a generalization of the quasi-likelihood introduced by \textit{R. W. M. Wedderburn} [Biometrika 61, 439-447 (1974; Zbl 0292.62050)] in the context of generalized linear models. Consistency and asymptotic normality of the estimator, as well as optimality in the sense of \textit{V. P. Godambe} [see Ann. Math. Stat. 31, 1208-1211 (1960; Zbl 0118.343)], are shown under assumptions which do not rule out nonstationary or non- Markovian behaviour of the process.
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Godambe optimality
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semimartingales
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quasi-likelihood
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Consistency
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asymptotic normality
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0.98016024
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0.9349094
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0.92687726
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0.9140091
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0.90562147
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