Classes of Dual to Modified Ratio Estimators for Estimating Population Mean in Simple Random Sampling

Natthapat Thongsak, Nuanpan Lawson
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引用次数: 1

Abstract

This paper proposes two new classes of dual to modified ratio estimators for estimating population mean when information on a known auxiliary variable is available, and was inspired by Jaroengeratikun and Lawson (2019) and uses the transformation of auxiliary variables technique under simple random sampling without replacement. The general expressions of the bias and mean square errors (MSEs) of the proposed classes of estimators up to the first order of approximation have been obtained. The performance of the proposed classes of estimators are compared with existing estimators using a theoretical approach, a simulation study, and an application to real data. In the simulation study and practical application, the percentage relative efficiency (PREs) of all estimators with respect to the usual ratio estimator are used to compare the performance of the proposed class of estimators. The proposed classes of dual to modified ratio estimators are found to be more efficient than the existing estimators in the estimation of the population mean under a certain given condition.
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简单随机抽样总体均值估计的对偶到修正比值估计的类别
本文受Jaroengeratikun和Lawson(2019)的启发,提出了两类新的对偶到修正比率估计器,用于在已知辅助变量信息可用时估计总体均值,并使用了简单随机抽样下的辅助变量变换技术。得到了这类估计器在一阶近似下的偏置和均方误差的一般表达式。通过理论方法、仿真研究和实际数据应用,将所提出的估计器与现有估计器的性能进行了比较。在仿真研究和实际应用中,使用所有估计器相对于通常的比率估计器的相对效率百分比(PREs)来比较所提出的估计器的性能。在给定条件下,所提出的对偶-修正比值估计比现有的估计更有效。
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