On Modification of Some Ratio Estimators using Parameters of Auxiliary Variable for the Estimation of the Population Mean

G. Onwuka, W. Babayemi, Ahmed Audu, Awwal Adejumobi
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Abstract

Some existing estimators based on auxiliary attribute have been proposed by many authors. In this paper, we use the concept of power transformation to modify some existing estimators in order to obtain estimators that are applicable when there is positive or negative correlation between the study and auxiliary variable. The properties (Biases and MSEs) of the proposed estimators were derived up to the first order of approximation using Taylor series approach. The efficiency comparison of the proposed estimators over some existing estimators considered in the study were established. The empirical studies were conducted using existing population parameters to investigate the proficiency of the proposed estimators over some existing estimators. The results revealed that the proposed estimators have minimum Mean Square Errors and higher Percentage Relative Efficiencies than the conventional and other competing estimators in the study. These implies that the proposed estimators are more efficient and can produce better estimates of the population mean compared to the existing estimators considered in the study.
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用辅助变量参数对某些比率估计量的修正
现有的一些基于辅助属性的估计方法已经被许多作者提出。本文利用幂变换的概念对已有的一些估计量进行了修正,得到了在研究与辅助变量之间存在正相关或负相关时适用的估计量。利用泰勒级数方法推导了所提估计量的一阶逼近性质(偏差和均方误差)。建立了所提出的估计器与研究中考虑的一些现有估计器的效率比较。利用现有的种群参数进行了实证研究,以考察所提出的估计量相对于一些现有估计量的熟练程度。结果表明,所提出的估计器具有最小的均方误差和更高的百分比相对效率比传统和其他竞争估计器在研究中。这意味着,与研究中考虑的现有估计器相比,所提出的估计器更有效,可以产生更好的总体平均值估计。
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