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karweillas · 2024年08月14日

关于significance F

NO.PZ2023040502000027

问题如下:

Charlent regresses monthly total returns of the Bangkok SET Index on one-month Libor (for a US dollar–denominated contract). The period of the study is from July 2006 to December 2013. To improve the statistical validity of the variables, for both the SET Index and Libor, Charlent uses the natural logarithms of one plus the monthly returns in the regression calculation.


Charlent next regresses the natural logarithm of one plus the SET Index monthly returns on the natural logarithm of one plus Libor, the natural logarithm of one plus the effective Fed funds rate, and the $/£ exchange rate. The results are reported in the following Exhibit.


Then report the pairwise correlations of the variables used in the second regression.


Geoffrey Small states that the highly significant F-statistic of the second regression along with the increased R2 of the second regression means that the addition of the Fed funds rate and the $/£ exchange rate to the analysis provides more reliable estimates of linear associations than the first regression.

Regarding Geoffrey Small’s statement about the second regression, which of the following is most accurate?

选项:

A.

It is true that the second regression has substantially greater explanatory power than the first regression.

B.

The second regression displays multicollinearity.

C.

The F-statistic of the second regression is likely underestimated.

解释:

The high pairwise correlations of Exhibit 5, especially the correlation between Libor and Fed funds, suggest a multicollinearity problem. In the presence of multicollinearity, R2s and F-statistics are overstated, and estimates of the coefficients become extremely imprecise and unreliable.

这个是可以大概理解为F值的P-value吗?

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品职助教_七七 · 2024年08月15日

嗨,从没放弃的小努力你好:


是的。

----------------------------------------------
努力的时光都是限量版,加油!

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