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黄路迦 · 2024年09月08日

贝叶斯

NO.PZ2018122801000006

问题如下:

In country X, the probability that a letter sent through the postal system reaches its destination is 2/3. Assume that each postal delivery is independent of every other postal delivery, and assume that if a wife receives a letter from her husband, she will certainly mail a response to her husband. Suppose a man in country X mails a letter to his wife (also in country X) through the postal system. If the man does not receive a response letter from his wife, what is the probability that his wife received his letter?

选项:

A.

1/3

B.

3/5

C.

2/3

D.

2/5

解释:

D is correct.

考点 Bayes' formula

解析

(Notices: if the wife did not receive the letter, she would not send response to the man.)

Note:

A: the wife received the letter; A ¯ : the wife did not receive the letter;

B: the man received a response letter from his wife; B ¯ : the man did not receive a response letter from his wife

The question "If the man does not receive a response letter from his wife, what is the probability that his wife received his letter?" is equal to figure out P(A| B ¯ )

考点:正态分布查表

P(A| B ¯ )= P(A B ¯ ) P( B ¯ ) = P( B ¯ )×P( B ¯ |A) P( B ¯ )×P( B ¯ |A)+P( B ¯ )×P( B ¯ | A ¯ ) 解析: 题目说信可以成功寄到的概率是2/3,假设每次送信都是独立事件。同时假设妻子如果收到丈夫的信就一定会回复。问题问如果丈夫没有收到回信,那她的妻子收到丈夫的信的概率是多少?

首先丈夫没有收到回信的条件有两种情况:1.丈夫的寄信丢了,就是上面那个二叉树的下面一根,概率是1/3;2.丈夫的信寄到了,但是妻子的回信寄丢了(1/3),这种情况下概率为1/3*(2/3)=2/9

所以这两种情况下概率加和=1/3+2/9=5/9

根据贝叶斯公式,

如果丈夫没有收到回信,那她的妻子收到丈夫的信的概率=(2/9)/(5/9)=2/5

= (2/3)×(1/3) (2/3)×(1/3)+(1/3)×1 = 2 5

为什么不是这样?不太明白

1 个答案

pzqa27 · 2024年09月09日

嗨,努力学习的PZer你好:


按照您的算法,这个概率算下来是0,但是对于一个离散分布而言,如果丈夫没有收到回信,她的妻子是有可能收到丈夫的信。因此这里概率不应该是0.

这个算法主要问题在于回复和未回并不能直接赋值0和1,因为回复不回复之间的比例是2:1,并不是1:0.

----------------------------------------------
努力的时光都是限量版,加油!

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