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

Citation
Zou, Guo Hua et al., Imputation of mean of ratios for missing data and its application to PPSWR sampling, Acta mathematica Sinica. English series (Print) , 26(5), 2010, pp. 863-874
ISSN journal
14398516
Volume
26
Issue
5
Year of publication
2010
Pages
863 - 874
Database
ACNP
SICI code
Abstract
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.