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:
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%.
知识点:Probability Concepts-Bayes' Formula
本题为两个非条件概率+一个条件概率,这种情况不能画图,需要通过贝叶斯的公式来解题。
能画图的题目(如课上例题)是两个条件概率+一个非条件概率
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老师能说一下 哪两个是非条件概率,哪个是条件概率吗