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关于在使用2×2表格呈现的小样本数据进行统计显著性检验时应用费舍尔精确检验本质的更多启示。

More enlightenment on the essence of applying Fisher's Exact test when testing for statistical significance using small sample data presented in a 2 x 2 table.

作者信息

Kangave D

机构信息

Department of Community Health, Usman Danfodiyo University, Sokoto.

出版信息

West Afr J Med. 1992 Jul-Sep;11(3):179-84.

PMID:1476961
Abstract

The paper illustrates the inconsistent behaviour of the Chi-Square test when applied onto 2 x 2 tables involving independent samples and a small overall sample size. The appropriateness of applying this test to a given 2 x 2 table was judged by the degree of agreement between the probability associated with a value of Chi-Square for that table and that obtained by direct application of Fisher's Exact Test. Data from two different studies were used for the illustration. For one of the tables, the two tests led to divergent conclusions about the Null Hypothesis (H degrees) being tested; and the two probabilities were found to differ quite significantly. When the same procedures were repeated for the data in another 2 x 2 table (also involving a small sample size) the two tests led to the same conclusion about Ho; and in this latter case, the two probabilities were approximately equal: thus implying good approximate accuracy of the Chi-Square test relative to the Exact Test. To avoid these unantisipated variations of results from the Chi-Square test when it is applied onto 2 x 2 tables involving small sample sizes, Fisher's Exact Test is further recommended as a definitive test, always to be resorted to for fourfold tables involving small sample sizes and independent samples.

摘要

本文阐述了卡方检验应用于涉及独立样本且总体样本量较小的2×2列联表时的不一致行为。通过该列联表卡方值对应的概率与直接应用费舍尔精确检验所得概率之间的一致程度,来判断将此检验应用于给定2×2列联表是否合适。使用了来自两项不同研究的数据进行说明。对于其中一个列联表,两种检验对所检验的原假设(H₀)得出了不同结论;并且发现这两个概率差异相当显著。当对另一个2×2列联表(同样涉及小样本量)的数据重复相同程序时,两种检验对H₀得出了相同结论;在后一种情况下,两个概率大致相等:这意味着相对于精确检验,卡方检验具有良好的近似准确性。为避免卡方检验应用于涉及小样本量的2×2列联表时出现这些意外的结果差异,进一步推荐将费舍尔精确检验作为确定性检验,对于涉及小样本量和独立样本的四格表应始终采用该检验。

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