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On estimation of maximum values of nonparametric signals for random fields - MaRDI portal

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On estimation of maximum values of nonparametric signals for random fields (Q2739829)

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scientific article; zbMATH DE number 1646307
Language Label Description Also known as
English
On estimation of maximum values of nonparametric signals for random fields
scientific article; zbMATH DE number 1646307

    Statements

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    16 September 2001
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    signal processing
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    minimax risk
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    On estimation of maximum values of nonparametric signals for random fields (English)
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    Let the random field \(X_\varepsilon(t)\) be described by the model NEWLINE\[NEWLINEdX_\varepsilon(t)=S(t)dt+\varepsilon dW(t),NEWLINE\]NEWLINE where \(W(t)\) is a Wiener field observed on \(t\in[0,1]^n\). The problem is to estimate \(\sup_{t\in[0,1]^n}S(t)\) when \(S\) satisfies some Hölder conditions. A lower bound for the minimax risk is obtained and an asymptotically efficient estimator (as \(\varepsilon\to 0\)) is constructed which is the sup of a kernel smoothed observed trajectory of \(X_\varepsilon\).
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