Imputation of mean of ratios for missing data and its application to PPSWR sampling

被引:3
作者
Zou, Guo Hua [1 ]
Li, Ying Fu [2 ]
Zhu, Rong [1 ]
Guan, Zhong [3 ]
机构
[1] Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China
[2] Univ Houston Clear Lake, Dept Math Sci, Houston, TX 77058 USA
[3] Indiana Univ, Dept Math Sci, South Bend, IN 46634 USA
基金
中国国家自然科学基金;
关键词
imputation; item nonresponse; jackknife variance estimator; non-uniform response; PPSWR sampling; JACKKNIFE VARIANCE-ESTIMATION; HOT-DECK IMPUTATION;
D O I
10.1007/s10114-010-6271-3
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In practical survey sampling, nonresponse phenomenon is unavoidable. How to impute missing data is an important problem. There are several imputation methods in the literature. In this paper, the imputation method of the mean of ratios for missing data under uniform response is applied to the estimation of a finite population mean when the PPSWR sampling is used. The imputed estimator is valid under the corresponding response mechanism regardless of the model as well as under the ratio model regardless of the response mechanism. The approximately unbiased jackknife variance estimator is also presented. All of these results are extended to the case of non-uniform response. Simulation studies show the good performance of the proposed estimators.
引用
收藏
页码:863 / 874
页数:12
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