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小胖嘟 · 2022年02月23日

题中不需要考虑第二年是否仍为superstar这一条件吗?

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.

题中不需要考虑第二年是否仍为superstar这一条件吗?

1 个答案

品职答疑小助手雍 · 2022年02月23日

同学你好,不需要,数量的这种题就是设定了两类人的标记而已,本题中为 明星和normal。不会因为过一年而有变化。

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NO.PZ2020010301000006问题如下Suppose th10% of funmanagers are superstars. Superstars have a 20% chanof beating their benchmark more th5% eayear(high return), wherenormfunmanagers have only a 5% chanof beating their benchmark more th5%.Continue the application of Bayes’ rule to compute the probability tha manager is a superstafter observing two years of “high” returns. Consir the three scenarios: (High, High), (High, Low) an(Low, Low). We are interestein Pr (Star|High, High) using Bayes’ rule, this is equtoPr(High, High|Star)Pr(Star) /Pr(High, High).Stars prohigh returns in 20% of years, anso Pr(High, High|Star) = 20% * 20% Pr (Star) is still 10%. Finally, we neeto compute Pr (High, High), whiis 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% chanafter one year.1、老师好,“Pr(High, High|Star) ”这里的逗号(,)代表什么意思?是(1)以high|star为条件的high的概率?还是(2)以star为条件,第一年high同时第二年high的概率?2、“Pr(High, High|Star) = 20% * 20% Pr (Star) is still 10%”如果是(2)的意思,那么“Pr(High, High|Star)”不应该是(20%*20%*10%)/10%吗?

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