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Small sample confidence intervals for the mean of a positively skewed distribution

机译:对于正偏态分布的均值的小样本置信区间

摘要

This thesis proposes some confidence intervals for the mean of a positively skewed distribution. The following confidence intervals are considered: Student-t, Johnson-t, median-t, mad-t, bootstrap-t, BCA, T1 , T3 and six new confidence intervals, the median bootstrap-t, mad bootstrap-t, median T1, mad T1 , median T3 and the mad T3. A simulation study has been conducted and average widths, coefficient of variation of widths, and coverage probabilities were recorded and compared across confidence intervals. To compare confidence intervals, the width and coverage probabilities were compared so that smaller widths indicated a better confidence interval when coverage probabilities were the same. Results showed that the median T1 and median T3 outperformed other confidence intervals in terms of coverage probability and the mad bootstrap-t, mad-t, and mad T3 outperformed others in terms of width. Some real life data are considered to illustrate the findings of the thesis.
机译:本文提出了正偏分布均值的置信区间。考虑以下置信区间:学生t,约翰逊t,中位数t,mad-t,bootstrap-t,BCA,T1,T3和六个新的置信区间,中位数bootstrap-t,mad bootstrap-t,中位数T1,mad T1,中位数T3和mad T3。进行了模拟研究,记录了平均宽度,宽度变化系数和覆盖率,并在整个置信区间内进行了比较。为了比较置信区间,比较了宽度和覆盖范围概率,以便当覆盖范围概率相同时,较小的宽度表示较好的置信区间。结果显示,就覆盖概率而言,中值T1和中值T3胜过其他置信区间,而在宽度方面,mad bootstrap-t,mad-t和mad T3胜过其他置信区间。考虑了一些现实生活中的数据来说明论文的发现。

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    Almonte Cherylyn;

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  • 年度 2008
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