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Nicole Cai · 2024年06月21日

概率

NO.PZ2022123001000059

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:

With Bayes’ formula, the probability of failure given a “good” rating is


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


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

能否解释?P(A|B)怎么会=P(B|A)/P(B) *P(A)?怎么推导出来的?

1 个答案

品职助教_七七 · 2024年06月23日

嗨,努力学习的PZer你好:


CFA的数量科目是结论的直接应用,不涉及数学方面的推导和证明。基本上所有的公式教材都是直接给出的。


这个公式可以参考一下概率里的乘法法则:P(AB)=P(B)×P(A|B)=P(A)×P(B|A)。

P(AB)=P(B)×P(A|B)的意思是,两件事同时发生的概率P(AB),为先让B发生,再在B发生的条件下让A发生。同样,P(AB)也可以为先让A发生,再在A发生的条件下让B发生,此时P(AB)=P(A)×P(B|A)。

由此可以得到P(B)×P(A|B)=P(A)×P(B|A),移项后就可以得到P(A|B)=P(B|A) / P(B) × P(A)。可以通过这种方式来快速记忆。


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