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文章基本信息

  • 标题:A survey of bootstrap methods in finite population sampling
  • 作者:Zeinab Mashreghi ; David Haziza ; Christian Léger
  • 期刊名称:Statistics Surveys
  • 印刷版ISSN:1935-7516
  • 出版年度:2016
  • 卷号:10
  • 页码:1-52
  • DOI:10.1214/16-SS113
  • 语种:English
  • 出版社:Statistics Surveys
  • 摘要:We review bootstrap methods in the context of survey data where the effect of the sampling design on the variability of estimators has to be taken into account. We present the methods in a unified way by classifying them in three classes: pseudo-population, direct, and survey weights methods. We cover variance estimation and the construction of confidence intervals for stratified simple random sampling as well as some unequal probability sampling designs. We also address the problem of variance estimation in presence of imputation to compensate for item non-response.
  • 关键词:Bootstrap; bootstrap weights; confidence intervals; imputation; missing data; multistage designs; pseudo-population approach; survey sampling; unequal probability sampling; variance estimation
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