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The effect of intraspecific sample size on type 1 and type 11 error rates in comparative studies

机译:比较研究中种内样本量对1型和11型错误率的影响

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Comparative studies have increased greatly in number in recent years due to advances in statistical and phylogenetic methodologies. For these studies, a trade-off often exists between the number of species that can be included in any given study and the number of individuals examined per species. Here, we describe a simple simulation study examining the effect of intraspecific sample size on statistical error in comparative studies. We find that ignoring measurement error has no effect on type I error of nonphylogenetic analyses, but can lead to increased type I error under some circumstances when using independent contrasts. We suggest using ANOVA to evaluate the relative amounts of within- and between-species variation when considering a phylogenetic comparative study. If within-species variance is particularly large and intraspecific sample sizes small, then either larger sample sizes or comparative methods that account for measurement error are necessary.
机译:近年来,由于统计和系统发育方法学的进步,比较研究的数量大大增加。对于这些研究,通常可以在任何给定研究中可以包括的物种数量与每个物种所检查的个体数量之间进行权衡。在这里,我们描述了一个简单的模拟研究,研究了比较研究中种内样本量对统计误差的影响。我们发现忽略测量误差对非系统发育分析的I型误差没有影响,但在使用独立对比的某些情况下,可能导致I型误差增加。我们建议在考虑系统发育比较研究时,使用ANOVA来评估物种内和物种间变异的相对量。如果种内差异特别大,而种内样本量较小,则必须使用较大的样本量或考虑测量误差的比较方法。

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