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We derive the Edgeworth expansion for the studentized version of the kernel quantile estimator. Inverting the expansion allows us to get very accurate confidence intervals for the pth quantile under general conditions. The results are applicable in practice to improve inference for quantiles...
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prediction bound with a simpler nonparametric prediction bound is also given. Copyright The Institute of Statistical Mathematics …
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