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概率

条件概率与弹珠

一个袋子里有5个红色和3个蓝色的弹珠。抽取两个弹珠且不放回。在已知至少有一个弹珠是红色的情况下,使用条件概率公式P(A|B) = P(A∩B)/P(B)来计算两个弹珠都是红色的概率。

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Problem

A bag contains 55 red marbles and 33 blue marbles, and two marbles are drawn without replacement; given that at least one marble is red, find the probability that both marbles are red.

Step 1: Find P(both red)P(\text{both red})

The two red-draw path is RRRR, so

P(RR)=5847=2056=1028.P(RR)=\dfrac{5}{8}\cdot\dfrac{4}{7}=\dfrac{20}{56}=\dfrac{10}{28}.

Step 2: Find P(at least one red)P(\text{at least one red})

Use the complement event "no red at all," which is BBBB:

P(BB)=3827=656=328.P(BB)=\dfrac{3}{8}\cdot\dfrac{2}{7}=\dfrac{6}{56}=\dfrac{3}{28}.

So the probability of at least one red is

P(at least one red)=1328=2528.P(\text{at least one red})=1-\dfrac{3}{28}=\dfrac{25}{28}.

Step 3: Apply conditional probability

Using P(AB)=P(AB)P(B)P(A\mid B)=\dfrac{P(A\cap B)}{P(B)} with A=A= "both red" and B=B= "at least one red",

P(both redat least one red)=10/2825/28=1025=25.P(\text{both red}\mid \text{at least one red})=\dfrac{10/28}{25/28}=\dfrac{10}{25}=\dfrac{2}{5}.

Answer

The probability is 25\dfrac{2}{5}.

概念

Conditional Probability

The probability of event BB occurring given that event AA has already occurred, written P(BA)P(B|A). Can be calculated from a formula or read from a two-way frequency table.

Compound Probability

Calculating probabilities of compound events using the addition rule (P(AB)P(A \cup B)) and multiplication rule (P(AB)P(A \cap B)). Events may be independent (one does not affect the other) or dependent.

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