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Inference for Quantiles of a Finite Population: Asymptotic versus Resampling Results
Authors:Pier Luigi Conti  Daniela Marella
Affiliation:1. Dipartimento di Scienze StatisticheSapienza Università di Roma;2. Dipartimento di Scienze della FormazioneUniversità Roma Tre
Abstract:
The aim of the paper is to study the problem of estimating the quantile function of a finite population. Attention is first focused on point estimation, and asymptotic results are obtained. Confidence intervals are then constructed, based on both the following: (i) asymptotic results and (ii) a resampling technique based on rescaling the ‘usual’ bootstrap. A simulation study to compare asymptotic and resampling‐based results, as well as an application to a real population, is finally performed.
Keywords:finite populations    jek estimator  quantiles  resampling
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