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Jessica XU · 2024年05月08日

可否画一下二叉树来解释一下

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%.

可否画一下二叉树来解释一下

1 个答案

品职助教_七七 · 2024年05月08日

嗨,爱思考的PZer你好:


本题给出的是两个非条件概率20% will fail 和70% receive a "good" rating和一个条件概率Of the bonds that failed, only 50% had a “good” rating)。这种情况无法画图,只能如答案解析那样使用公式来解。

画图法只能解决一个非条件概率,两个条件概率的问题。此时第一支画非条件概率,两个条件概率随之展开。

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