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这是名字 · 2025年06月14日

basic statistics练习题3

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.


这道题为什么要先normalized概率再做呢?这个normalized的过程是怎么做的呢?


1 个答案

李坏_品职助教 · 2025年06月14日

嗨,从没放弃的小努力你好:


因为原始的数据算出来:

这里non normalized就是根据题目原始数据求出来的,加起来不是100%的权重。所谓的normalized就是等比例放大,先求出non normalized加起来是49.89%, 这个是unconditional的,题目要求的是conditional,条件概率,所谓条件概率就是要求每个子集加起来是100%. 100 / 49.89 = 2.004.


说明我们需要把上面每一行的数字都乘以2.004,比如5.87% * 2.004 = 11.77%

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就算太阳没有迎着我们而来,我们正在朝着它而去,加油!

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