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2023fkbg · 2023年09月19日

fall是20%,not fall是70%,加起来不等于100%啊,还差10%是什么

NO.PZ2021062201000005

问题如下:

An analyst estimates that 20% of high-risk bonds will fail (go bankrupt). If she applies a bankruptcy prediction model, she finds that 70% of the bonds will receive a "good" rating, implying that they are less likely to fail. Of the bonds that failed, only 50% had a "good" rating.

Use Bayes' formula to predict the probability of failure given a "good"rating. (Hint, let P(A) be the probability of failure, P(B) be the probability of a "good" rating, P(B | A) be the likelihood of a "good" rating given failure, and P(A | B) be the likelihood of failure given a "good" rating.)

选项:

A.

5.7%

B.

14.3%

C.

28.6%

解释:

B is correct. With Bayes' formula, the probability of failure given a "good"rating is:

P(AB)=P(BA)P(B)P(A)P(A|B) = \frac{{P(B|A)}}{{P(B)}}P(A)

where

P(A) = 0.20 = probability of failure

P(B) =0.70 = probability of a "good" rating

P(B | A) =0.50 = probability of a "good" rating given failure

With these estimates, the probability of failure given a "good" rating is:

P(AB)=P(BA)P(B)P(A)=0.50.7×0.20=0.143P(A|B) = \frac{{P(B|A)}}{{P(B)}}P(A) = \frac{{0.5}}{{0.7}} \times 0.20 = 0.143

If the analyst uses the bankruptcy prediction model as a guide, the probability of failure declines from 20% to 14.3%.

知识点:Probability Concepts-Bayes' Formula

您好,fall是20%,not fall是70%,加起来不等于100%啊,还差10%是什么

2 个答案

星星_品职助教 · 2023年09月20日

@2023fkbg

“ implying that they are less likely to fail”是对good rating的进一步说明,即信用评级好代表违约可能性低。这只是一个后置的名词解释,不涉及到概率。

星星_品职助教 · 2023年09月19日

同学你好,

 20% of high-risk bonds will fail (go bankrupt),说明的是not bankrupt的概率就是80%

70% of the bonds will receive a "good" rating, 说明的是not receive a good rating的bond的概率就是30%。

“fail”和“good rating”是不同的两件事情,这两件事情没有相加等于100%的关系。

2023fkbg · 2023年09月20日

但是good rating后面写了一句imply less fail,这不就是not fail not bankrupt的意思吗,这题出的不矛盾吗

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