Chain ratio and product estimators for population mode using two-phase sampling scheme

Sanjay Kumar, Akhilesh Yadav
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Abstract

Background: For skewed datasets, the mode is utilized as a more appropriate measure of location. We formed chain ratio and product estimators for the population mode using two types of auxiliary information under the two-phase sampling scheme. Methods: Expressions for biases and mean square errors for the formed estimators up to the first order of approximation are obtained. The confidence intervals of the estimators are obtained and the aspects related to fixed cost and fixed variance are also studied. A simulation study is performed to support the theoretical outcomes. A real dataset is also provided which was collected from the department of agriculture, United States. Results: The simulation results for the fixed first-phase sample size and the second-phase sample size show that the mean square error is 0.035, the bias is 0.012, the confidence interval is 2.67-3.15, and the cost of the survey under the fixed variance is ₹ 194.67 of the proposed estimator , which is lower than 0.039, 0.055, 2.70-3.20, and ₹ 247.37 of the ratio estimator and 0.078, 0.041, 2.57-3.31, and ₹ 268.73 of the naive estimator . Conclusions: The simulation results show that the proposed estimator performs better than the ratio estimator and the naive estimator .
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采用两阶段抽样方案的总体模式链比和乘积估计
背景:对于倾斜的数据集,模式被用作更合适的位置度量。在两阶段抽样方案下,利用两种辅助信息对总体模式进行链比估计和积估计。方法:给出了在一阶近似下所形成的估计量的偏置和均方误差的表达式。得到了估计量的置信区间,并对固定成本和固定方差的相关问题进行了研究。仿真研究支持了理论结果。还提供了从美国农业部收集的真实数据集。结果:固定第一阶段样本量和第二阶段样本量的模拟结果表明,均方误差为0.035,偏差为0.012,置信区间为2.67 ~ 3.15,固定方差下的调查成本为建议估计量的194.67卢比,低于比率估计量的0.039、0.055、2.70 ~ 3.20和247.37卢比,低于朴素估计量的0.078、0.041、2.57 ~ 3.31和268.73卢比。结论:仿真结果表明,该估计器的性能优于比率估计器和朴素估计器。
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