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Numerical differentiation of noisy, nonsmooth data - MaRDI portal

Numerical differentiation of noisy, nonsmooth data (Q420148)

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scientific article; zbMATH DE number 6036993
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Numerical differentiation of noisy, nonsmooth data
scientific article; zbMATH DE number 6036993

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    Numerical differentiation of noisy, nonsmooth data (English)
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    21 May 2012
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    Summary: We consider the problem of differentiating a function specified by noisy data. Regularizing the differentiation process avoids the noise amplification of finite-difference methods. We use total-variation regularization, which allows for discontinuous solutions. The resulting simple algorithm accurately differentiates noisy functions, including those which have a discontinuous derivative.
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    total-variation
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    regularization
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    noisy function
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    discontinuous dervative
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