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亚利 · 2023年05月20日

这个F检验在实际考试中会怎么考,直接让计算统计量?

NO.PZ2020010801000037

问题如下:

You are interested in understanding the determinants of the yield spread of corporate bonds above a maturity matched sovereign bond. You include three explanatory variables: the leverage defined as the ratio of long-term debt to the book value of assets, a dummy variable for high yield, and a measure of the volatility of the profitability of the issuer. You are interested in testing whether there are nonlinear effects of some of these variables, and so use a RESET test including both the squared and cubic term. The R2R^2 of the original model is 68.6%, and the R2R^2 from the model that includes both additional terms is 68.9%. You have 456 observations. What do you conclude about the specification of the model?

解释:

The RESET test examines whether the two additional explanatory variables that squared and cubed fitted values have zero coefficients. It is implemented using an F-test:

(0.6890.6862)/(10.6894566) F2,450(\frac{0.689-0.686}{2})/(\frac{1-0.689}{456-6})~F_{2,450}

The F-test examines the difference between the R2R^2 in the two models. The critical value for an F2,450F_{2,450} is 3.01 (F.INV. RT(0.05,2,450) in Excel). The value of the test statistic is 2.17, which is less than the critical value, and so the null that the coefficient on the squared and cubic terms is 0 is not rejected.

这个F检验在实际考试中会怎么考,直接让计算统计量?

1 个答案

李坏_品职助教 · 2023年05月20日

嗨,努力学习的PZer你好:


要么是给出p值然后让你判断结论是否拒绝原假设,要么就是自己计算F值。


公式要记住:


原模型的回归方程可以写为:y=a+β1*X1+β2*X2+β3*X3

包含两个附加项的新模型可以写为:y=a+β1*X1+β2*X2+β3*X3+β4*X4+β5*X5


所以新的模型(加了俩自变量的)是unrestricted

原来的模型是restricted

Ru是unrestricted的R^2,Rr是restricted的R^2.


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