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Optimal local Gaussian approximation of an exponential family - MaRDI portal

Optimal local Gaussian approximation of an exponential family (Q1085905)

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scientific article; zbMATH DE number 3984295
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English
Optimal local Gaussian approximation of an exponential family
scientific article; zbMATH DE number 3984295

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    Optimal local Gaussian approximation of an exponential family (English)
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    1987
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    Under certain regularity conditions products \({\mathcal E}^ n\) of an experiment \({\mathcal E}\) can be locally approximated by homoscedastic Gaussian experiments \({\mathcal G}_ n\). \({\mathcal G}_ n\) can be defined such that the square roots of the densities have nearly the same structure with respect to the \(L^ 2\)-geometry as in \({\mathcal E}^ n\). The main result of this paper is that this choice of \({\mathcal G}_ n\) is asymptotically optimal in the sense of minimizing the deficiency distance between \({\mathcal E}^ n\) and \({\mathcal G}\) if \({\mathcal E}\) is a one-dimensional exponential family.
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    optimal local Gaussian approximation
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    Hellinger distance
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    homoscedastic Gaussian experiments
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    deficiency distance
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    one-dimensional exponential family
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