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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)=58⋅47=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)=38⋅27=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)=1−328=2528.P(\text{at least one red})=1-\dfrac{3}{28}=\dfrac{25}{28}.

Step 3: Apply conditional probability

Using P(A∣B)=P(A∩B)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 red∣at 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(B∣A)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(A∪B)P(A \cup B)) and multiplication rule (P(A∩B)P(A \cap B)). Events may be independent (one does not affect the other) or dependent.

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