Admissibility as a touchstone (Q1820521)

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scientific article; zbMATH DE number 3996833
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Admissibility as a touchstone
scientific article; zbMATH DE number 3996833

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    Admissibility as a touchstone (English)
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    1987
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    Consider the problem of simultaneously estimating the means \(\theta_ i\) of independent normal random variables \(X_ i\) with unit variance and loss function \(L(\theta,a)=\sum_{i}\lambda_ i(\theta_ i-a_ i)^ 2\) with \(\lambda_ i>0\). In the finite dimensional case, it is known that an estimator which is admissible with one set of weights (the \(\lambda_ i)\) is admissible for all sets of weights. In this paper, dimensionality is infinite, the \(\theta_ i\) are square summable and the \(\lambda_ i\) are summable. The estimator \(a_ i\equiv 1\) is shown to be admissible for \(\lambda_ i=e^{-ai}\) \((a>1/2)\) and inadmissible for \(\lambda_ i=1/i^{1+c}\) \((c>0)\).
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    weighted quadratic loss
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    proper Bayes estimators
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    dominating estimator
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    estimating the drift
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    Wiener process
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    infinite model
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    James-Stein estimation
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    Gaussian processes
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    Karhunen-Loève expansion
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    simultaneous estimation
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    normal distribution
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    means
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