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yanan · 2023年10月18日

自由度为啥是n-2

* 问题详情,请 查看题干

NO.PZ201904080100008003

问题如下:

Paul Peter is analyzing the performance of the stock ABC over the past 4 years.

Peter estimates a linear regression using excess monthly returns on Stock ABC as the dependent variable and excess monthly returns on the S&P 500 index (exS&P) as the independent variable. The data are expressed in decimal terms (e.g., 0.05, not 5%).

exABCt = b0 + b1 (exS&Pt) +εt

Results from that analysis are presented in the following figures.


3. Peter would like to test the following hypothesis: H0: B1 ≤ 1 vs. HA: B1> 1 at the 5 % significance level. The calculated t-statistic and the appropriate conclusion are:

Give the t-critical values as follow:

the t-critical values are all two-tails

选项:

Calculated t-statistic
Appropriate conclusion
A.
7.88
Fail to reject H0
B.
7.88
Reject H0
C.
1.679
Reject H0
D.
1.679
Fail to reject H0

解释:

B is correct.

考点:Hypothesis Test in Linear Regression

解析:因为是48个月的数据,所以n=48。本题应该去查单尾95%的df=48-2=46的数据,即双尾90%的df=46的数据。 the critical one-tailed 95% t-value = the critical two-tailed 90% t-value= 1.679

斜率项的t检验值=(1.5863-1)/0.0744=7.88>1.679。所以应该拒绝原假设。

本题自由度为啥不是47,而是46呢。N=48,假设是关于b1的

1 个答案

pzqa27 · 2023年10月18日

嗨,从没放弃的小努力你好:


这里是对B1进行t检验,那么其自由度是N-K-1, K为自变量X的个数,这里是1元线性回归,所以X的个数是1个,那么就是48-1-1=46

至于自由度,它指的是给定条件下可以自由变化的因子的个数。

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