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Lower bounds for bandwidth selection in density estimation - MaRDI portal

Lower bounds for bandwidth selection in density estimation (Q1178978)

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scientific article; zbMATH DE number 23659
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English
Lower bounds for bandwidth selection in density estimation
scientific article; zbMATH DE number 23659

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    Lower bounds for bandwidth selection in density estimation (English)
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    26 June 1992
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    It is shown that any bandwidth selector for a kernel density estimator is at least \(n^{-1/10}\) apart (in relative magnitude) from the minimizer of the integrated squared error, while for the mean integrated squared error the lower bound is \(n^{-1/2}\). This bound is achieved for certain plug-in estimators.
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    relative rate of convergence
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    cross-validation
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    bandwidth selector
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    kernel density estimator
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    integrated squared error
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    mean integrated squared error
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    lower bound
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    plug-in estimators
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