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Exact sequential test of equivalence hypothesis based on bivariate non-central t-statistics

机译:基于二元非中心t统计量的等价假设的精确顺序检验

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摘要

A critical step in group sequential designs is computation of the appropriate critical values for rejecting H_0 at the interim look to keep the overall type I error rate at a prespecified level. When applying the sequential test in a study with an equivalence hypothesis, calculation of the critical values is complicated by the dependency between the dual test statistics at each interim look. Current methods for calculating critical values apply two primary approximations: z-statistics assuming a large sample size, and ignorance of the contribution to the overall type I error rate from rejecting one out of the two one-sided hypotheses under a null value. In the sequential testing, with smaller stagewise sample size and type I error rate, the first approximation would result in unsatisfactory inflation of the type I error rate, and the second approximation could lead to excessive conservatism. We establish a mathematical and computational framework of the exact sequential test based on bivariate non-central t statistics and propose several numerical approaches for computing the exact equivalence boundaries and futility boundaries. Examples and simulation studies are used to compare the operating characteristics between the exact test procedure and three other approximate test procedures.
机译:组顺序设计中的关键步骤是计算适当的临界值,以便在过渡阶段拒绝H_0,以将总体I型错误率保持在预定水平。在具有等价假设的研究中应用顺序检验时,关键值的计算会因每个临时外观的双重检验统计量之间的依赖性而变得复杂。当前用于计算临界值的方法有两个主要近似值:假设样本量较大的z统计量,以及在无效值下拒绝两个单方面假设中的一个,则对I型总体错误率贡献的忽略。在顺序测试中,采用较小的阶段式样本大小和I型错误率,第一次近似将导致I型错误率的膨胀不令人满意,而第二次近似可能导致过度的保守性。我们建立了基于二元非中心t统计量的精确顺序测试的数学和计算框架,并提出了几种用于计算精确等效边界和无效边界的数值方法。实例和仿真研究用于比较精确测试程序和其他三个近似测试程序之间的操作特性。

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