Conditional probability
“Given that” removes part of the sample space before you calculate. The remaining outcomes form a smaller probability world.
denominator: 20
target A: 8
P(A | B) = 8/20
The condition becomes the whole world
Read the event after the vertical bar first. It tells you the new denominator.
Symbols
- = target event (none)
- = given condition (none)
- = target and condition together (none)
- The bar is read “given”. In , B is the condition and becomes the denominator.
- In , the denominator is A.
- The condition must be possible: . The two conditional probabilities are usually different.
- Circle the condition after the bar. It tells you which outcomes remain and supplies the denominator.
- Keep the target inside that condition. This is the intersection in the numerator.
- Divide target-and-condition by all-condition. Simplify only after the correct numerator and denominator are visible.
Worked example
Shrink a class to the girls
A class has 12 boys and 18 girls. Six girls study music. Given that the chosen student is a girl, only the 18 girls remain possible.
The same fraction appears in every representation
- Two-way table: target-and-condition cell divided by the condition row or column total.
- Venn diagram: overlap divided by the whole condition circle.
- Possibility grid: successful cells inside the condition cells.
- Tree: target-and-condition path probability divided by the total probability of every path satisfying the condition.
Worked example
Read the denominator from a table
There are 11 male drummers and 31 drummers altogether. Given that the student plays drums, the grand total is irrelevant. (9709/52/O/N/21 Q1)
Common mistake
Conditional probability explains independence
The probability test for independence is simply:
If restricting the world to B leaves the probability of A unchanged, then B has provided no information about A. That is exactly what independence means.
In a group of 80 students, 32 study Physics, 20 study Chemistry and 12 study both. Find and determine whether studying Physics and Chemistry are independent.
Show worked answer
, whereas .
