An Improved Ratio-Type Variance Estimator by Using Linear Combination of Diferent Measures of Location

Muhammad Ali, M. Khalil, M. Hanif, Nasir Jamal, U. Shahzad
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Abstract

In this research study, modified family of estimators is proposed to estimate the population variance of the study variable when the population variance, quartiles, median and the coefficient of correlation of auxiliary variable are known. The expression of bias and mean squared error (MSE) of the proposed estimator are derived. Comparisons of the proposed estimator with the other existing are conducted estimators. The results obtained were illustrated numerically by using primary data sets. Theoretical and numerical justification of the proposed estimator was done to show its dominance.
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基于不同位置测度线性组合的改进比值型方差估计
在本研究中,在已知辅助变量的总体方差、四分位数、中位数和相关系数的情况下,提出了修正的估计族来估计研究变量的总体方差。推导了该估计器的偏置表达式和均方误差(MSE)。将所提出的估计量与其他现有估计量进行了比较。用原始数据集对所得结果进行了数值说明。理论和数值证明了该估计器的优越性。
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