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哈迪-温伯格定律的卡方检验规模。

The size of the chi-square test for the Hardy-Weinberg law.

作者信息

Kang Seung-Ho, Shin Dongwan

机构信息

Department of Statistics, Ewha Womans University, Seoul, Korea.

出版信息

Hum Hered. 2004;58(1):10-7. doi: 10.1159/000081452.

Abstract

Many scientific problems can be formulated in terms of a statistical model indexed by parameters, only some of which are of scientific interest and the other parameters, called nuisance parameters, are not of interest in themselves. For testing the Hardy-Weinberg law, a relation among genotype and allele probabilities is of interest and allele probabilities are of no interest and now nuisance parameters. In this paper we investigate how the size (the maximum of the type I error rate over the nuisance parameter space) of the chi-square test for the Hardy-Weinberg law is affected by the nuisance parameters. Whether the size is well controlled or not under the nominal level has been frequently investigated as basic components of statistical tests. The size represents the type I error rate at the worst case. We prove that the size is always greater than the nominal level as the sample size increases. Extensive computations show that the size of the chi-squared test (worst type I error rate over the nuisance parameter space) deviates more upwardly from the nominal level as the sample size gets larger. The value at which the maximum of the type I error rate was found moves closer to the edges of the the nuisance parameter space with increasing sample size. An exact test is recommended as an alternative when the type I error is inflated.

摘要

许多科学问题可以用由参数索引的统计模型来表述,其中只有一些参数具有科学意义,而其他参数,即所谓的干扰参数,本身并无意义。对于检验哈迪-温伯格定律,基因型和等位基因概率之间的关系是有意义的,而等位基因概率本身并无意义,现在是干扰参数。在本文中,我们研究了哈迪-温伯格定律卡方检验的大小(在干扰参数空间上的I型错误率最大值)如何受到干扰参数的影响。在名义水平下,大小是否得到良好控制经常作为统计检验的基本组成部分进行研究。大小代表了最坏情况下的I型错误率。我们证明,随着样本量的增加,大小总是大于名义水平。大量计算表明,随着样本量的增大,卡方检验的大小(在干扰参数空间上的最坏I型错误率)偏离名义水平的程度更大。随着样本量的增加,发现I型错误率最大值的点更靠近干扰参数空间的边缘。当I型错误膨胀时,建议使用精确检验作为替代方法。

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