A new modified estimator of population variance in calibrated survey sampling

被引:0
|
作者
Jabeen, Riffat [1 ]
Zaka, Azam [2 ]
Nagy, M. [3 ]
Al-Mofleh, Hazem [4 ]
Afify, Ahmed Z. [5 ]
机构
[1] COMSATS Univ Islamabad, Dept Stat, Lahore Campus, Lahore, Pakistan
[2] Govt Grad Coll Sci, Dept Stat, Wahdat Rd, Lahore, Pakistan
[3] King Saud Univ, Coll Sci, Dept Stat & Operat Res, POB 2455, Riyadh 11451, Saudi Arabia
[4] Ball State Univ, Dept Math Sci, Muncie, IN 47306 USA
[5] Benha Univ, Dept Stat Math & Insurance, Banha 13511, Egypt
来源
SCIENTIFIC REPORTS | 2024年 / 14卷 / 01期
关键词
Auxiliary information; Calibration; Stratified random sampling technique;
D O I
10.1038/s41598-024-74424-2
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In survey statistics, estimating and reducing population variation is crucial. These variations can occur in any sampling design, including stratified random sampling, where stratum weights may increase the variance of estimators. Calibration techniques, which use additional auxiliary information, can help mitigate this issue. This paper examines three calibration-based estimators-calibration variance, calibration ratio, and calibration exponential ratio estimators-within the framework of stratified random sampling. The study generates data from normal, gamma, and exponential distributions to test these estimators. Results demonstrate that the proposed calibration estimators offer more accurate estimates of population variance and outperform existing methods in estimating population variance under stratified random sampling, providing more accurate and reliable estimates.
引用
收藏
页数:16
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