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Use of an efficient unbiased estimator for finite population mean
In this study, we propose an improved unbiased estimator in estimating the finite population mean using a single auxiliary variable and rank of the auxiliary variable by adopting the Hartley-Ross procedure when some parameters of the auxiliary variable are known. Expressions for the bias and mean sq...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9249188/ https://www.ncbi.nlm.nih.gov/pubmed/35776700 http://dx.doi.org/10.1371/journal.pone.0270277 |
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author | Shabbir, Javid Onyango, Ronald |
author_facet | Shabbir, Javid Onyango, Ronald |
author_sort | Shabbir, Javid |
collection | PubMed |
description | In this study, we propose an improved unbiased estimator in estimating the finite population mean using a single auxiliary variable and rank of the auxiliary variable by adopting the Hartley-Ross procedure when some parameters of the auxiliary variable are known. Expressions for the bias and mean square error or variance of the estimators are obtained up to the first order of approximation. Four real data sets are used to observe the performances of the estimators and to support the theoretical findings. It turns out that the proposed unbiased estimator outperforms as compared to all other considered estimators. It is also observed that using conventional measures have significant contributions in achieving the efficiency of the estimators. |
format | Online Article Text |
id | pubmed-9249188 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-92491882022-07-02 Use of an efficient unbiased estimator for finite population mean Shabbir, Javid Onyango, Ronald PLoS One Research Article In this study, we propose an improved unbiased estimator in estimating the finite population mean using a single auxiliary variable and rank of the auxiliary variable by adopting the Hartley-Ross procedure when some parameters of the auxiliary variable are known. Expressions for the bias and mean square error or variance of the estimators are obtained up to the first order of approximation. Four real data sets are used to observe the performances of the estimators and to support the theoretical findings. It turns out that the proposed unbiased estimator outperforms as compared to all other considered estimators. It is also observed that using conventional measures have significant contributions in achieving the efficiency of the estimators. Public Library of Science 2022-07-01 /pmc/articles/PMC9249188/ /pubmed/35776700 http://dx.doi.org/10.1371/journal.pone.0270277 Text en © 2022 Shabbir, Onyango https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Shabbir, Javid Onyango, Ronald Use of an efficient unbiased estimator for finite population mean |
title | Use of an efficient unbiased estimator for finite population mean |
title_full | Use of an efficient unbiased estimator for finite population mean |
title_fullStr | Use of an efficient unbiased estimator for finite population mean |
title_full_unstemmed | Use of an efficient unbiased estimator for finite population mean |
title_short | Use of an efficient unbiased estimator for finite population mean |
title_sort | use of an efficient unbiased estimator for finite population mean |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9249188/ https://www.ncbi.nlm.nih.gov/pubmed/35776700 http://dx.doi.org/10.1371/journal.pone.0270277 |
work_keys_str_mv | AT shabbirjavid useofanefficientunbiasedestimatorforfinitepopulationmean AT onyangoronald useofanefficientunbiasedestimatorforfinitepopulationmean |