Abstract
A bootstrap sample may contain more than one replica of original data points. To extend the classical Bahadur type representations for the sample quantiles in the independent identical distributed case to bootstrap sample quantiles therefore is not a trivial task. This manuscript fulfils the task and establishes the asymptotic theory of bootstrap sample quantiles.
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References
Athreya KB (1983) Strong law for the bootstrap. Stat Probab Lett 1:147–150
Bahadur RR (1966) A note on quantiles in large samples. Ann Math Stat 37:577–580
Bickel PJ, Freedman DA (1981) Some asymptotic theory for the bootstrap. Ann Stat 9:1196–1217
Csorgo S, Wu WB (2000) Random graphs and the strong convergence of boot- strap means. Comb Probab Comput 9:315–347
DiCiccio TJ, Efron B (1996) Bootstrap confidence intervals. Stat Sci 11(2):189–228
Efron B (1979) Bootstrap methods: another look at the jackknife. Ann Stat 7:1–26
Falk M, Kaufmann E (1991) Coverage probabilities of bootstrap-confidence intervals for quantiles. Ann Stat 19:485–495
Francisco CA, Fuller WA (1991) Quantile estimation with a complex survey design. Ann Stat 19:454–469
Ghosh JK (1971) A new proof of the Bahadur representation of quantiles and an application. Ann Math Stat 42:1957–1961
Hall P (1991) Bahadur representations for uniform resampling and importance resampling, with applications to asymptotic relative efficiency. Ann Stat 19:1062–1072
Hall P (1992) The bootstrap and edgeworth expansion. Springer, New York
Hall P, Martin MA (1989) A note on the accuracy of bootstrap percentile method confidence intervals for a quantile. Stat Probab Lett 8:197–200
Hesse CH (1990) A bahadur-type representation for empirical quantiles of a large class of stationary, possibly infinite-variance, linear processes. Ann Stat 18:1188–1202
Ho H-C, Hsing T (1996) On the asymptotic expansion of the stationary processes. Ann Probab 32:1600–1631
Kiefer J (1967) On bahadur’s representation of sample quantiles. Ann Math Stat 38:1328–1342
Kiefer J (1970a) Deviations between the sample quantile process and the sample df. In: Puri ML (ed) Nonparametric techniques in statistical inference. Cambridge Uni. Press, London, pp 299–319
Kiefer J (1970b) Old and new methods for studying order statistics and sample quantiles. In: Puri ML (ed) Nonparametric techniques in statistical inference. Cambridge Uni. Press, London, pp 349–357
Portnoy SL (2012) Nearly root-n approximation for regression quantile processes. Ann Stat 40:1714–1736
Sen PK (1968) Asymptotic normality of sample quantiles for \(m\)-dependent processes. Ann Math Stat 39:1724–1730
Sen PK (1972) On the Bahadur representation of sample quantile for sequences of \(\phi \)-mixing random variables. J Multivar Anal 2:77–95
Serfling RJ (1980) Approximation theorems of mathematical statistics. Wiley, New York
Shao J, Chen Y (1998) Bootstrapping sample quantiles based on complex survey data under hot deck imputation. Stat Sin 8:1071–1085
Shao J, Wu CFJ (1992) Asymptotic properties of the balanced repeated replication method for sample quantiles. Ann Stat 20:1571–1593
Singh K (1981) On the asymptotic accuracy of Efron’s boostrap. Ann Stat 9:1187–1195
Smirnov NV (1952) Limit distribution for terms of a variational series. vol 11. American Mathematical Society Transaction, pp 82–143
Woodruff RS (1952) Confidence intervals for medians and other positive measures. J Am Stat Assoc 47:635–646
Wu WB (2005) On the Bahadur representation of sample quantiles for dependent sequences. Ann Stat 33:1934–1963
Zhou KQ, Portnoy SL (1996) Direct use of regression quantitle to construct confidence sets in linear models. Ann Stat 24:287–306
Acknowledgments
The Author thanks two referees for their helpful and constructive comments and suggestions. Thanks go to his former RA Juan Du for the initial 13 pages Latex typing (http://www.stt.msu.edu/~zuo/papers_html/bahadurciold.dvi). The research was partially supported by NSF Grants DMS-0234078 and DMS-0501174.
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Zuo, Y. Bahadur representations for bootstrap quantiles. Metrika 78, 597–610 (2015). https://doi.org/10.1007/s00184-014-0517-5
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DOI: https://doi.org/10.1007/s00184-014-0517-5