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非参数贝伦斯-费希尔问题的方向和检验及其在饮食干预试验中的应用

Directional-sum test for nonparametric Behrens-Fisher problem with applications to the dietary intervention trial.

作者信息

Meng Zhen, Yang Qinglong, Li Qizhai, Zhang Baoxue

机构信息

School of Statistics, Capital University of Economics and Business, Beijing, China.

School of Mathematical Sciences, University of Chinese Academy of Sciences, Beijing, China.

出版信息

Stat Methods Med Res. 2021 Jul;30(7):1640-1653. doi: 10.1177/09622802211002864. Epub 2021 Jun 17.

Abstract

For a nonparametric Behrens-Fisher problem, a directional-sum test is proposed based on division-combination strategy. A one-layer wild bootstrap procedure is given to calculate its statistical significance. We conduct simulation studies with data generated from lognormal, and Laplace distributions to show that the proposed test can control the type I error rates properly and is more powerful than the existing rank-sum and maximum-type tests under most of the considered scenarios. Applications to the dietary intervention trial further show the performance of the proposed test.

摘要

针对非参数贝伦斯 - 费希尔问题,基于划分 - 组合策略提出了一种方向和检验。给出了一种单层野生自助法程序来计算其统计显著性。我们对来自对数正态分布和拉普拉斯分布的数据进行了模拟研究,结果表明所提出的检验能够适当地控制第一类错误率,并且在大多数考虑的情形下比现有的秩和检验与最大型检验更具功效。将其应用于饮食干预试验进一步展示了所提检验的性能。

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