دورية أكاديمية
Improved modified estimator for estimation of median using auxiliary information under simple random sampling
العنوان: | Improved modified estimator for estimation of median using auxiliary information under simple random sampling |
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المؤلفون: | Sohaib Ahmad, Saadia Masood, Abdullah Mohammed Alomair, Mohammed Ahmed Alomair |
المصدر: | Scientific Reports, Vol 14, Iss 1, Pp 1-11 (2024) |
بيانات النشر: | Nature Portfolio, 2024. |
سنة النشر: | 2024 |
المجموعة: | LCC:Medicine LCC:Science |
مصطلحات موضوعية: | Median estimation, Auxiliary information, Simulation, Mean square error, Efficiency, Medicine, Science |
الوصف: | Abstract This article aims to suggest an improved estimator for estimation of population median using auxiliary information under simple random sampling. The expression for the bias and mean square error are obtained up to first order approximation. We determine the MLE of the optimal values of the describing scalars. The proficiency of the suggested estimator is evaluated in comparison to the preliminary estimators using the MSE threshold. The suggested estimators are compared numerically to the ones that are currently studied in this study. The performance and novelty of the estimators was evaluated using real data sets and a simulation study. To check the efficiency of estimators empirical and theoretical study has been studied. Based on numerical result it is to be noted that our suggested estimator is more efficient as compared to existing estimators which is considered in this article in terms of least MSE and greater PRE. |
نوع الوثيقة: | article |
وصف الملف: | electronic resource |
اللغة: | English |
تدمد: | 2045-2322 74122533 |
Relation: | https://doaj.org/toc/2045-2322 |
DOI: | 10.1038/s41598-024-67189-1 |
URL الوصول: | https://doaj.org/article/7412253326cf4ce191f0c5ec712ef5f9 |
رقم الأكسشن: | edsdoj.7412253326cf4ce191f0c5ec712ef5f9 |
قاعدة البيانات: | Directory of Open Access Journals |
تدمد: | 20452322 74122533 |
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DOI: | 10.1038/s41598-024-67189-1 |