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不忘初心 · 2023年12月17日

连续两年的概率是20%*20%,5%*5%,不是20%+20%,5%+5%,为什么是相乘,不是相加,怎么理解?

NO.PZ2020010301000006

问题如下:

Suppose that 10% of fund managers are superstars. Superstars have a 20% chance of beating their benchmark by more than 5% each year(high return), whereas normal fund managers have only a 5% chance of beating their benchmark by more than 5%.

Continue the application of Bayes’ rule to compute the probability that a manager is a superstar after observing two years of “high” returns.

选项:

解释:

Consider the three scenarios: (High, High), (High, Low) and (Low, Low). We are interested in Pr (Star|High, High) using Bayes’ rule, this is equal to

Pr(High, High|Star)Pr(Star) /Pr(High, High).

Stars produce high returns in 20% of years, and so Pr(High, High|Star) = 20% * 20% Pr (Star) is still 10%.

Finally, we need to compute Pr (High, High), which is Pr(High, High|Star) Pr(Star) + Pr(High, High|Normal)Pr(Normal).

This value is 20% * 20% * 10% + 5% * 5% * 90% = 0.625%. Combing these values,

20% * 20% * 10%/0.625%=64%

This is a large increase from the 30% chance after one year.

连续两年的概率是20%*20%,5%*5%,不是20%+20%,5%+5%,为什么是相乘,不是相加,怎么理解?

1 个答案
已采纳答案

pzqa27 · 2023年12月18日

嗨,爱思考的PZer你好:


举个反例来说明好了,这里只能用乘法原则。

比如好的基金经理有20%的概率超过benchmark 5%,并且每年相互独立,假如使用加法原则的话,连续5年就应该是好的基金经理有100%的概率打败benchmark 5%,这是不符合逻辑的。

因此这里应该是用乘法原则来计算。

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虽然现在很辛苦,但努力过的感觉真的很好,加油!

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