Conditional probability from known information
Use known information to restrict a sample space, distinguish both conditional directions, and recover joint probabilities
- Identify the known group Words such as given, if, among and of can specify the group already known. Read the sentence carefully before choosing a denominator
- Keep the overlap Within the known group, count only outcomes that also satisfy the target event \(\displaystyle \Pr(A\mid B)=\frac{\Pr(A\cap B)}{\Pr(B)}\)
- Check the condition The conditioning event must have positive probability. A zero numerator can give zero; a zero denominator is undefined
- Use matching units Divide a count by a count or a probability by a probability. Do not divide a count by a probability
- Directions differ A given B and B given A generally use different denominators
- Recover a joint probability Multiply the conditional probability by the probability of its condition \(\displaystyle \Pr(A\cap B)=\Pr(A\mid B)\Pr(B)\)
Worked example
Twenty equally likely cards include six blue-round, four blue-not-round, two not-blue-round and eight neither. Let A mean blue and B mean round. Find the probability of A given B, the probability of B given A, and the joint probability of A and B.
- \(\displaystyle N(B)=6+2=8\)B is the condition for A given B.
- \(\displaystyle \Pr(A\mid B)=\frac68=\frac34\)Only the six shared cards are favourable
- \(\displaystyle \Pr(B\mid A)=\frac6{10}=\frac35\)Reversing the condition uses the ten blue cards
- \(\displaystyle \Pr(A\cap B)=\frac6{20}=\frac3{10}\)The joint probability uses the whole collection
Common mistakes
Difficulty levels
Questions about this topic
What does given mean?+
It identifies information already known, so only outcomes consistent with it remain possible
Does of always mean multiply?+
No. Of the round cards describes a restricted group here. Interpret the sentence before choosing an operation
Can I use counts instead of probabilities?+
Yes, for uniform selection among the counted items. Divide the favourable count within the condition by the total count in that condition
Why do reverse directions differ?+
The shared numerator is the same, but the conditioning groups can have different sizes
Can a conditional probability be zero or one?+
Yes. It is zero when no outcome in the possible condition is favourable, and one when every such outcome is favourable
Can a condition with probability zero be used?+
Not in this elementary formula, because it would require division by zero
Can I use a calculator?+
A calculator is allowed unless a question is marked no calculator
Which year level and chapter is this?+
Year 10 Mathematics, chapter 4: Probability