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186****7190 · 2022年03月01日

所以P(B|A),也就是在A的条件下发生B,的概率要大于P(B)本身发生的0.5.

NO.PZ2021062201000001

问题如下:

Elorence Hixon is screening a set of 100 stocks based on two criteria (Criterion1 and Criterion 2). She set the passing level such that 50% of the stocks passed each screen. For these stocks, the values for Criterion 1 and Criterion 2 are not independent but are positively related. How many stocks should pass Hixon's two screens?

选项:

A.

Less than 25

B.

25

C.

More than 25

解释:

C is correct.

Let event A be a stock passing the first screen (Criterion 1) and event B be a stock passing the second screen (Criterion 2). The probability of passing each screen is P(A) = 0.50 and P(B) = 0.50. If the two criteria are independent, the joint probability of passing both screens is P(AB) =P(A)P(B)=0.50 × 0.50 = 0.25, so 25 out of 100 stocks would pass both screens. However the two criteria are positively related, and P(AB) ≠ 0.25. Using the multiplication rule for probabilities, the joint probability of A and B is P(AB) = P(A I B) P(B).

If the two criteria are not independent, and if P(B) = 0.50, then the contingent probability of P(A | B) is greater than 0.50. So the joint probability of P(AB)=P(A | B) P(B) is greater than 0.25. More than 25 stocks should pass the two screens.

知识点:Probability Concepts

所以P(B|A),也就是在A的条件下发生B,的概率要大于P(B)本身发生的0.5.没看明白这点解释

2 个答案

袁园_品职助教 · 2022年06月05日

嗨,努力学习的PZer你好:


会的,举个例子

我们假设股市下跌(R)的发生伴随着两个事件:经济衰退I或者经济不衰退IC,因此这两个事件为互斥且完备事件。

经济衰退( I )的概率为P(I) =0.7,在经济衰退条件股市下跌的概率为P(R|I) =0.8,经济衰退同时发生股市下跌的联合概率是P(RI)。

经济不衰退( IC )的概率为P(IC) =0.3,在经济不衰退条件股市下跌的概率为P(R|IC) =0.1,利率不上升同时发生经济衰退的联合概率是P(RIC)。求经济衰退的非条件概率?


答案: 两个事件的联合概率之和必定为经济衰退的非条件概率

那么,根据乘法法则,经济衰退的非条件概率等于:


你的问题在于,全概率公式并不是指条件概率直接相加的和,而是联合概率之和。所以自然可以有大的条件概率事件,同时大的条件概率说明了:先发生了一个和B正相关的A事件,自然会提升B发生的概率。

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虽然现在很辛苦,但努力过的感觉真的很好,加油!

星星_品职助教 · 2022年03月02日

同学你好,

这个逻辑实际很简单。当没有任何干扰的情况下,B发生的概率就已经是50%了。此时又先发生了一个和B正相关的A事件,自然会提升B发生的概率。

Jason Bourne · 2022年06月05日

"也就是在A的条件下发生B,的概率要大于P(B)本身发生的0.5"不太清楚这个解释,P(B)本身发生的概率不应该是全概率吗,怎么还会有比他大的条件概率事件?希望再详细解释一下

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