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Inference From Stratified Samples: Second-Order Analysis of Three Methods for Nonlinear Statistics Export

Journal of the American Statistical Association, Vol. 80, No. 391. (1985), pp. 620-630.

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asymptotics brr ce_jsm09_svy_bstrap jackknife resampling_inference sampling stat9100svy survey survey_resampling

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For stratified samples and nonlinear statistics that can be expressed as functions of estimated totals, second-order asymptotic expansions of the linearization, jackknife, and balanced repeated-replication variance estimators are obtained. Based on these, comparisons are made in terms of their biases. Some higher order asymptotic equivalence results are also established. The special case of a combined ratio estimator is investigated in detail. Some results on bias reduction achieved by the jackknife and balanced repeated-replication estimators of a nonlinear function of totals are also given.


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