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Estimating the proportion of true null hypotheses when the statistics are discrete

机译:统计量离散时估计真实零假设的比例

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Motivation: In high-dimensional testing problems pi(0), the proportion of null hypotheses that are true is an important parameter. For discrete test statistics, the P values come from a discrete distribution with finite support and the null distribution may depend on an ancillary statistic such as a table margin that varies among the test statistics. Methods for estimating pi(0) developed for continuous test statistics, which depend on a uniform or identical null distribution of P values, may not perform well when applied to discrete testing problems.
机译:动机:在高维测试问题pi(0)中,零假设的真实比例是一个重要参数。对于离散测试统计数据,P值来自具有有限支持的离散分布,并且空分布可能取决于辅助统计数据,例如表余量,在测试统计数据之间有所不同。为连续测试统计量开发的估计pi(0)的方法,当应用于离散测试问题时,可能依赖于P值的均匀或相同的空分布。

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