ERM scheme for quantile regression (Q369725)

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scientific article; zbMATH DE number 6209180
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ERM scheme for quantile regression
scientific article; zbMATH DE number 6209180

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    ERM scheme for quantile regression (English)
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    19 September 2013
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    Summary: This paper considers the ERM scheme for quantile regression. We conduct error analysis for this learning algorithm by means of a variance-expectation bound when a noise condition is satisfied for the underlying probability measure. The learning rates are derived by applying concentration techniques involving the \(\ell^2\)-empirical covering numbers.
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    quantile regression
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    ERM scheme
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    error analysis
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