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小王爱学习 · 2022年01月28日

老师,,你看我这么理解对吗?

NO.PZ2018122801000062

问题如下:

For a sample of 400 firms, the relationship between corporate revenue (Yi) and the average years of experience per employee (Xi) is modeled as follows:

Y i = β 1 + β 2 X i + ε i ,i=1,2,...,400  

You wish to test the joint null hypothesis that at the 95% confidence level. The p-value for the t-statistic for β1 is 0.07, and the p-value for the t-statistic for β2 is 0.06. The p-value for the F-statistic for the regression is 0.045. Which of the following statements is correct?

选项:

A.

You can reject the null hypothesis because each β is different from 0 at the 95% confidence level.

B.

You cannot reject the null hypothesis because neither β is different from 0 at the 95% confidence level.

C.

You can reject the null hypothesis because the F-statistic is significant at the 95% confidence level.

D.

You cannot reject the null hypothesis because the F-statistic is not significant at the 95% confidence level.

解释:

C is correct.

考点 Regression Coefficient Confidence Interval and Significance test

解析 The T-test would not be sufficient to test the joint hypothesis. In order to test the joint null hypothesis, examine the F-statistic, which in this case is statistically significant at the 95% confidence level. Thus, the null can be rejected.

那0.07和0.06与F test的0.045对比。画一个F分布,是右驱,0.07和0.06都在0.045的右边,所以拒绝

1 个答案

品职答疑小助手雍 · 2022年01月28日

同学你好,不对。

多元回归对系数的检验只需要用F-test就可以了,本题中说的对单个系数的t检验是误导项,因为F检验的p-value=0.045,处于尾部的0.05的范围(对应95%的confidence level)内,所以拒绝原假设。

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