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Probability formulae

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Summary

Probability formulae

In a nutshell

Often, you will find that it isn't practical to draw a Venn diagram for each problem. Instead, there are some formulae you can use to solve problems involving probabilities.



The addition formula

The addition formula can help to calculate P(AB)P(A \cap B) or P(AB)P(A\cup B).​

P(AB)=P(A)+P(B)P(AB){P(A\cup B)=P(A)+P(B)-P(A\cap B)}​​
P(A)P(A)​​
Probability of event AA.
P(B)P(B)​​
Probability of event BB.
P(AB){P(A\cap B)}​​
Probability of the intersection between events. Probability of AA and BB.​
P(AB){P(A\cup B)}​​
Probability of the union between events. Probability of AA or BB or both.​


Example 1

Given that P(A)=0.4P(A)=0.4P(B)=0.2P(B)=0.2 and P(AB)=0.5P(A\cup B)=0.5, find P(AB)P(A\cap B).


Rearrange the addition formula, and substitute values to find P(AB)P(A \cap B):

P(AB)=P(A)+P(B)P(AB)P(AB)=P(A)+P(B)P(AB)P(AB)=0.4+0.20.5P(AB)=0.1\begin{aligned}P(A\cup B)&=P(A)+P(B)-P(A\cap B)\\ P(A\cap B)&=P(A) + P(B)-P(A\cup B)\\ P(A\cap B)&=0.4+0.2-0.5\\P(A\cap B)&\underline{=0.1}\end{aligned}​​



Conditional probability

There is also a formula used to calculate conditional probabilities.


P(AB)=P(AB)P(B){P(A|B)=\dfrac{P(A\cap B)}{P(B)}}​​
P(A)P(A)​​
Probability of event AA.
P(B)P(B)​​
Probability of event BB.
P(AB){P(A\cap B)}​​
Probability of the intersection between events .
P(AB)P(A| B)​​
Probability of AA occurring given that BB has occurred.


Example 2

In a class of 3030 students, 2020  are brunette and, of those 20201818 are brown eyed.

If a student is chosen at random, what is the probability of him being brown eyed (A) given that he's brunette (B)?


You can find:

P(B)=2030=23P(B)=\dfrac{20}{30}=\dfrac{2}{3}​​


P(AB)=1830=35P(A\cap B)=\dfrac{18}{30}=\dfrac{3}{5}​​


P(AB)=3523=910P(A|B)=\dfrac{\frac{3}{5}}{\frac{2}{3}}=\underline{\dfrac{9}{10}}​​


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FAQs - Frequently Asked Questions

Is the formula P(AUB)=P(A)+P(B) correct?

How can the conditional probability P(A|B) be calculated if A and B are independent?

How can you find the probability of the union of two events?

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