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A note on Cochran test for homogeneity in one-way ANOVA and meta-analysis

机译:关于单向方差分析和荟萃分析中Cochran检验同质性的注释

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摘要

In this paper we provide a formal yet simple and straightforward proof of the asymptotic χ~2 distribution for Cochran test statistic. Then, we show that the general form of this type of test statistics is invariant for the choice of weights. This fact is important since in practicemany such test statistics are constructed with more complicated forms which usually require calculating generalized inverse matrices. Based on our results, we can simplify the construction of the test statistics. More importantly, properties such as anti-conservativeness of this type of test statistics can be drawn from Cochran test statistic. Furthermore, one can improve the performance of the tests by using some modified statistics with correction for small sample size situations.
机译:在本文中,我们提供了Cochran检验统计量的渐近χ〜2分布的正式但简单明了的证明。然后,我们证明了这种类型的检验统计量的一般形式对于权重的选择是不变的。这个事实很重要,因为在实践中,这样的检验统计量是用更复杂的形式构造的,通常需要计算广义逆矩阵。根据我们的结果,我们可以简化测试统计信息的构建。更重要的是,可以从Cochran测试统计信息中得出此类测试统计信息的属性,例如抗保守性。此外,可以通过使用一些经过修改的统计信息并针对小样本量情况进行校正来提高测试的性能。

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