An enhanced estimator of finite population variance using two auxiliary variables under simple random sampling

被引:3
|
作者
Ahmad, Sohaib [1 ]
Adichwal, Nitesh Kumar [2 ]
Aamir, Muhammad [1 ]
Shabbir, Javid [3 ]
Alsadat, Najwan [4 ]
Elgarhy, Mohammed [5 ]
Ahmad, Hijaz [6 ,7 ,8 ,9 ]
机构
[1] Abdul Wali Khan Univ Mardan, Dept Stat, Mardan, Pakistan
[2] Univ Petr & Energy Studies, Sch Business, Dehra Dun, India
[3] Univ Wah Wah Cant, Dept Stat, Wah, Pakistan
[4] King Saud Univ, Coll Business Adm, Dept Quantitat Anal, POB 71115, Riyadh 11587, Saudi Arabia
[5] Beni Suef Univ, Fac Sci, Math & Comp Sci Dept, Bani Suwayf 62521, Egypt
[6] Int Telemat Univ Uninettuno, Sect Math, Corso Vittorio Emanuele II 39, I-00186 Rome, Italy
[7] Near East Univ, Operat Res Ctr Healthcare, TRNC Mersin 10, TR-99138 Nicosia, Turkiye
[8] Gulf Univ Sci & Technol, Ctr Appl Math & Bioinformat, Mishref, Kuwait
[9] Lebanese Amer Univ, Dept Comp Sci & Math, Beirut, Lebanon
关键词
IMPROVEMENT;
D O I
10.1038/s41598-023-44169-5
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 this article, we have suggested a new improved estimator for estimation of finite population variance under simple random sampling. We use two auxiliary variables to improve the efficiency of estimator. The numerical expressions for the bias and mean square error are derived up to the first order approximation. To evaluate the efficiency of the new estimator, we conduct a numerical study using four real data sets and a simulation study. The result shows that the suggested estimator has a minimum mean square error and higher percentage relative efficiency as compared to all the existing estimators. These findings demonstrate the significance of our suggested estimator and highlight its potential applications in various fields. Theoretical and numerical analyses show that our suggested estimator outperforms all existing estimators in terms of efficiency. This demonstrates the practical value of incorporating auxiliary variables into the estimation process and the potential for future research in this area.
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页数:11
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