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Bootstrap method and empirical process

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Abstract

In this paper we consider the sampling properties of the bootstrap process, that is, the empirical process obtained from a random sample of size n (with replacement) of a fixed sample of size n of a continuous distribution. The cumulants of the bootstrap process are given up to the order n −1 and their unbiased estimation is discussed. Furthermore, it is shown that the bootstrap process has an asymptotic minimax property for some class of distributions up to the order n −1/2.

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References

  • Beran, R. (1982). Estimated sampling distributions: bootstrap and competitors, Ann. Statist., 10, 212–225.

    Google Scholar 

  • Dvoretzky, A., Kiefer, J. and Wolfowitz, J. (1956). Asymptotic minimax character of the sample distribution function and of the classical multinomial estimator, Ann. Math. Statist., 27, 642–669.

    Google Scholar 

  • Efron, B. (1979). Bootstrap methods: another look at the jackknife, Ann. Statist., 7, 1–26.

    Google Scholar 

  • Efron, B. (1982). The Jackknife, the Bootstrap and Other Resampling Plans, CBMS Regional Conference Series in Applied Mathematics 38, SIAM, Philadelphia.

    Google Scholar 

  • Withers, C. S. (1983). Expansions for the distribution and quantiles of regular functional of the empirical distribution with applications to nonparametric confidence intervals, Ann. Statist., 11, 577–587.

    Google Scholar 

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Akahira, M., Takeuchi, K. Bootstrap method and empirical process. Ann Inst Stat Math 43, 297–310 (1991). https://doi.org/10.1007/BF00118637

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  • DOI: https://doi.org/10.1007/BF00118637

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