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Shrunken predictors in stratified sampling under super-population model

机译:超人口模型下分层抽样中的收缩预测变量

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摘要

Using the concept of the shrinkage technique [J.F. Thompson, Some shrinkage techniques for estimating the mean, J. Am. Stat. Assoc. 63 (1968), pp. 113-122], Bouza [Robustness of shrunken predictors in stratified populations, Biom. J. 36 (1994), pp. 95-102] studied the robustness of the shrunken predictors measured in terms of bias and mean square error in stratified sampling under super-population model §(0, 1 : 1). He showed that the robustness depends on stratified balanced sample and the difference between the common slope (β) and uncommon slopes (ft) to strata. Tn the present paper, a new set of predictors is proposed under the model ξ (0, 1 : 1) in stratified sampling. The proposed predictors are compared with that due to Bouza [Robustness of shrunken predictors in stratified populations, Biom. J. 36 (1994), pp. 95-102] and it has been found more efficient under certain conditions. The robustness of the proposed predictors is also studied on the same lines as discussed by Bouza [Robustness of shrunken predictors in stratified populations, Biom. J. 36 (1994), pp. 95-102], and it has been found that robustness depends upon the difference between β and β-h. A limited simulation study also showed that proposed predictors are more efficient than Bouza's predictors.
机译:使用收缩技术的概念[J.F.汤普森(Thompson),一些用于估计均值的收缩技术,J。Am。统计副会长63(1968),第113-122页],Bouza [分层人口中收缩的预测指标的稳健性,Biom.Natl.Acad.Sci.USA,87:1877]。 J. 36(1994),第95-102页]研究了在超级人口模型§(0,1:1)下分层抽样中按偏倚和均方误差衡量的收缩预测器的鲁棒性。他表明稳健性取决于分层的平衡样本以及地层的共同斜率(β)和非共同斜率(ft)之间的差异。在本文中,在分层采样的ξ(0,1:1)模型下提出了一组新的预测变量。将拟议的预测因子与Bouza进行比较[分层人口中收缩的预测因子的鲁棒性,Biom。 [J.36(1994),pp.95-102],并且发现在某些条件下它更有效。还按照与Bouza讨论的相同方法研究了所提出的预测变量的鲁棒性[分层人口中收缩的预测变量的鲁棒性,Biom。 [J.36(1994),第95-102页],并且已经发现鲁棒性取决于β和β-h之间的差异。有限的模拟研究还表明,提出的预测器比Bouza的预测器更有效。

著录项

  • 来源
    《Statistics》 |2011年第3期|p.281-291|共11页
  • 作者单位

    Department of Agricultural Statistics, Narendra Deva University of Agriculture & Technology,Kumarganj, Faizabad-224 229 (UP), India;

    Department of Agricultural Statistics, Narendra Deva University of Agriculture & Technology,Kumarganj, Faizabad-224 229 (UP), India;

    Indian Agricultural Statistics Research Institute,Library Avenue, New Delhi -110 012, India;

  • 收录信息 美国《科学引文索引》(SCI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    balanced sample; shrunken predictors; stratified sampling; super-population model;

    机译:平衡样本缩小的预测因子;分层抽样;超级人口模型;

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