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Victoriazhang · 2021年09月08日

A选项是什么意思呢,可以还讲一下么

NO.PZ2018062016000135

问题如下:

According to the following statements on p-value, which is less correct?

选项:

A.

The p-value is the largest level of significance at which the null hypothesis would be rejected.

B.

The lower the p-value, the stronger the evidence for rejecting the null hypothesis.

C.

The p-value has the usual value, but not stable.

解释:

A is correct. The p-value is the smallest level of significance at which the null hypothesis can be rejected for a given value of the test statistic.

A选项需要仔细讲一下

1 个答案

星星_品职助教 · 2021年09月08日

同学你好,

A选项说反了,应该是“The p-value is the smallest level of significance at which the null hypothesis would be rejected.”

这句话的意思是p-value是可以去拒绝原假设最小的significance level。例如p-value等于2.7%,这个2.7%就是可以去拒绝的最小值。如果significance level此时比这个最小值还都要小,那就拒绝不了了。

换而言之,此时significance level就必须要比2.7%大才可以去拒绝原假设。

上述思维比较抽象,可以举个例子进行总结。只要significance level大于了p-value,就拒绝原假设。例如本例中significance level如果等于5%,大于了2.7%,就直接拒绝原假设。

如果不拒绝原假设,那么significance level就要小于p-value。例如本例中significance level如果等于1%,小于了2.7%,就无法拒绝。

从考试的角度,需要掌握:1)A选项的正确描述方法;2)p-value<significance level等价于直接拒绝原假设;其中第2)条更重要一些。



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