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The size distortion of bootstrap tests. (English) Zbl 0963.62025

Summary: We provide a theoretical framework in which to study the accuracy of bootstrap \(P\) values, which may be based on a parametric or nonparametric bootstrap. In the parametric case, the accuracy of a bootstrap test will depend on the shape of what we call the critical value function. We show that, in many circumstances, the error in rejection probability of a bootstrap test will be one whole order of magnitude smaller than that of the corresponding asymptotic test. We also propose a simulation method for estimating this error that requires the calculation of only two test statistics per replication.

MSC:

62F40 Bootstrap, jackknife and other resampling methods
62G09 Nonparametric statistical resampling methods
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