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v · 2025年02月15日

答案的一部分没看懂

NO.PZ2020010304000016

问题如下:

Suppose that the annual profit of two firms, one an incumbent (Big Firm, X1) and the other a startup (Small Firm, X2), can be described with the following probability matrix:

What are the conditional expected profit and conditional standard deviation of the profit of Big Firm when Small Firm either has no profit or loses money (X2 0)?

选项:

A.

3.01; 30.52

B.

3.01; 931

C.

1.03; 30.52

D.

1.03; 931.25

解释:

We need to compute the conditional distribution given X2 ≤ 0. The relevant rows of the probability matrix are

The conditional distribution can be constructed by summing across rows and then normalizing to sum to unity. The non-normalized sum and the normalized version are

Finally, the conditional expectation is E[X1|X2 ≤0] = Σx1Pr(X1 = x1|X2 ≤0) = USD 3.01M.

The conditional expectation squared is E[X1^2|X2 ≤0]=940.31, and so

the conditional variance is V[X1] = E[X1^2] - E[X1]^2 =940.31-3.01^2=931.25

and the conditional standard deviation is USD 30.52M.

算方差时,那个940.31怎么来的,没看懂,x1取多少啊

1 个答案

李坏_品职助教 · 2025年02月15日

嗨,努力学习的PZer你好:


如果按照答案给的公式,方差=E[X1^2] - E[X1]^2 

而E[X1^2] 就是你把上面我这个截图里,我圈起来的这几个数字,取平方,然后乘以最后那一列的概率,然后再求和。

E[X1^2] = 50^2 * 0.1177 + 0 + 10^2*0.2706 + 100^2*0.0619 = 940.31



或者按照下面这个算式来计算方差:

方差 = 11.77%*(-50-3.01)^2 + 54.98%*(0-3.01)^2 +27.06%*(10-3.01)^2+6.19%*(100-3.01)^2 = 931.24. 标准差= 根号下931.24 = 30.52

就是把这个表里面的左边这一侧的每个X1数字,分别减去均值3.01再平方,然后乘以各自的概率,最后求和即可得到方差。X1就是我圈出来这一列,也是题目问的Big firm profit。

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