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Nan🌞 · 2021年10月13日

这道题为什么good rating 变成条件概率了

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

题目不是说如果less fail的话好评率才达到70%, 如果在fail条件下好评率只有50%吗?所以为什么P(B)不是70%*80%+50%*20% 而是直接用70%呢?
2 个答案
已采纳答案

星星_品职助教 · 2021年10月14日

@Nan🌞

用处就是给出条件“只是在fail条件下的good rating 条件概率是50%”

星星_品职助教 · 2021年10月13日

同学你好,

P(B) 或 probability of a "good" rating=0.70 是非条件概率。

根据题干,“ she finds that 70% of the bonds will receive a "good" rating, implying that they are less likely to fail.”可知probability of a "good" rating就是0.7,不需要任何条件。

这句话翻译过来是70%的债券都可以拿到一个good rating的评级,拿到good rating评级的意思是他们不大可能违约。后半句话是对good rating的定义。

Nan🌞 · 2021年10月13日

那么紧接着那句Of the bonds that failed, only 50% had a "good" rating.是不是没有用处?只是在fail条件下的good rating 条件概率是50%?

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