Impact of Correlated Measurement Errors on Some Efficient Classes of Estimators

It is well-known that the appearance of measurement errors spoils the traditional results in survey sampling. The concept of correlated measurement errors (CMEs) is true in various practical situations, but this has been seldom considered by researchers in survey sampling. In this article, the influ...

Full description

Bibliographic Details
Main Authors: Anoop Kumar, Shashi Bhushan, Shivam Shukla, Walid Emam, Yusra Tashkandy, Rajesh Gupta
Format: Article
Language:English
Published: Hindawi Limited 2023-01-01
Series:Journal of Mathematics
Online Access:http://dx.doi.org/10.1155/2023/8140831
_version_ 1827079814209601536
author Anoop Kumar
Shashi Bhushan
Shivam Shukla
Walid Emam
Yusra Tashkandy
Rajesh Gupta
author_facet Anoop Kumar
Shashi Bhushan
Shivam Shukla
Walid Emam
Yusra Tashkandy
Rajesh Gupta
author_sort Anoop Kumar
collection DOAJ
description It is well-known that the appearance of measurement errors spoils the traditional results in survey sampling. The concept of correlated measurement errors (CMEs) is true in various practical situations, but this has been seldom considered by researchers in survey sampling. In this article, the influence of the CME under simple random sampling (SRS) has been considered over some prominent classes of estimators for the population mean. The first-order approximated formulae of the mean square error of the introduced estimators are reported, and a comparative analysis has also been conducted with traditional estimators. The theoretical findings are extended by a broad spectrum computational study using real and artificial data.
first_indexed 2024-03-11T15:51:30Z
format Article
id doaj.art-ffa5effefd2642a7a8848660d69b215e
institution Directory Open Access Journal
issn 2314-4785
language English
last_indexed 2025-03-20T02:51:32Z
publishDate 2023-01-01
publisher Hindawi Limited
record_format Article
series Journal of Mathematics
spelling doaj.art-ffa5effefd2642a7a8848660d69b215e2024-10-03T07:27:06ZengHindawi LimitedJournal of Mathematics2314-47852023-01-01202310.1155/2023/8140831Impact of Correlated Measurement Errors on Some Efficient Classes of EstimatorsAnoop Kumar0Shashi Bhushan1Shivam Shukla2Walid Emam3Yusra Tashkandy4Rajesh Gupta5Department of StatisticsDepartment of StatisticsDepartment of Mathematics & StatisticsDepartment of Statistics and Operations ResearchDepartment of Statistics and Operations ResearchGlobal Data Insight & Analytics (GDIA)It is well-known that the appearance of measurement errors spoils the traditional results in survey sampling. The concept of correlated measurement errors (CMEs) is true in various practical situations, but this has been seldom considered by researchers in survey sampling. In this article, the influence of the CME under simple random sampling (SRS) has been considered over some prominent classes of estimators for the population mean. The first-order approximated formulae of the mean square error of the introduced estimators are reported, and a comparative analysis has also been conducted with traditional estimators. The theoretical findings are extended by a broad spectrum computational study using real and artificial data.http://dx.doi.org/10.1155/2023/8140831
spellingShingle Anoop Kumar
Shashi Bhushan
Shivam Shukla
Walid Emam
Yusra Tashkandy
Rajesh Gupta
Impact of Correlated Measurement Errors on Some Efficient Classes of Estimators
Journal of Mathematics
title Impact of Correlated Measurement Errors on Some Efficient Classes of Estimators
title_full Impact of Correlated Measurement Errors on Some Efficient Classes of Estimators
title_fullStr Impact of Correlated Measurement Errors on Some Efficient Classes of Estimators
title_full_unstemmed Impact of Correlated Measurement Errors on Some Efficient Classes of Estimators
title_short Impact of Correlated Measurement Errors on Some Efficient Classes of Estimators
title_sort impact of correlated measurement errors on some efficient classes of estimators
url http://dx.doi.org/10.1155/2023/8140831
work_keys_str_mv AT anoopkumar impactofcorrelatedmeasurementerrorsonsomeefficientclassesofestimators
AT shashibhushan impactofcorrelatedmeasurementerrorsonsomeefficientclassesofestimators
AT shivamshukla impactofcorrelatedmeasurementerrorsonsomeefficientclassesofestimators
AT walidemam impactofcorrelatedmeasurementerrorsonsomeefficientclassesofestimators
AT yusratashkandy impactofcorrelatedmeasurementerrorsonsomeefficientclassesofestimators
AT rajeshgupta impactofcorrelatedmeasurementerrorsonsomeefficientclassesofestimators