Estimation of Population Mean Using Some Improved Imputation Methods for Missing Data in Sample Surveys

被引:0
|
作者
Pandey, M. K. [1 ]
Singh, G. N. [1 ]
Zaman, Togla [2 ]
机构
[1] Indian Sch Mines, Indian Inst Technol, Dept Math & Comp, Dhanbad 826004, India
[2] Gumushane Univ, Fac Hlth Sci, Gumushane, Turkiye
关键词
Imputation; bias; mean squared error (MSE); percent relative efficiency (PRE); RATIO;
D O I
10.1080/03610926.2024.2369314
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
In this research article, we present novel imputation methods designed to address missing data challenges in sample surveys. We then introduce innovative estimation procedures for calculating population means based on these methods. Our study thoroughly examines the properties of these new estimation procedures, assessing their biases and mean square errors. Through the use of both real and simulated data sets, we demonstrate the superior performance of our proposed estimators compared to existing methods in similar scenarios. In conclusion, we offer practical recommendations for survey practitioners.
引用
收藏
页码:2378 / 2392
页数:15
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