What is P(A/B) Formula? I Probability of A Given B Formula (2024)

P(A/B) is known as conditional probability and it means the probability of event A that depends on another event B and is read as "probability of A given B". It saysP(A/B) = P(A∩B) / P(B).

It is also known as "the probability of A given B". P(A/B) Formula is used to find this conditional probability quickly.

What is P(A/B) Formula?

The conditional probability P(A/B) arises only in the case of dependent events. It gives the probability of A given that B has occurred.

P(A/B) Formula

The probability of A given B formula says:

P(A/B) = P(A∩B) / P(B)

(Similarly, the P(B/A) formula is: P(B/A) = P(A∩B) / P(A))

Here,

  • P(A) = Probability of event A happening.
  • P(B) = Probability of event B happening.
  • P(A∩B) = Probability of happening of both A and B.

From these two formulas, we can derive the product formulas of probability.

  • P(A∩B) = P(A/B) × P(B)
  • P(A∩B) = P(B/A) × P(A)

What is P(A/B) Formula? I Probability of A Given B Formula (1)

☛Note: If A and B are independent events, then P(A/B) = P(A) or P(B/A) = P(B) and in this case, the above two formulas together turn intoP(A∩B) = P(A) × P(B). This is referred to as the condition for two events to be independent.

What is P(A/B) Formula? I Probability of A Given B Formula (2)

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P(A/B) Formula Examples

Example 1: When a fair die is rolled, what is the probability of A given B where A is the event of getting an odd number and B is the event of getting a number less than or equal to 3?

Solution:

To find: P(A/B) using the given information.

When a die is rolled, the sample space = {1, 2, 3, 4, 5, 6}.

A is the event of getting an odd number. So A = {1, 3, 5}.

B is the event of getting a number less than or equal to 3. So B = {1, 2, 3}.

Then A∩B = {1, 3}.

Using the P(A/B) formula:

P(A/B) = P(A∩B) / P(B)

\(P(A/B) = \dfrac{2/6}{3/6} = \dfrac 2 3\)

Answer: ∴ P(A/B) = 2 / 3.

Example 2: Two cards are drawn from a deck of 52 cards where the first card is NOT replaced before drawing the second card. What is the probability that both cards are kings?

Solution:

To find: The probability that both cards are kings.

P(card 1 is a king) = 4 / 52 (as there are 4 kings out of 52 cards).

P(card 2 is a king/card 1 is a king) = 3 / 51 (as the first king is not replaced, there is a total of 3 kings out of 51 left out cards).

By the formula of conditional probability,

P(card 1 is a king ∩ card 2 is a king) = P(card 2 is a king/card 1 is a king) × P(card 1 is a king)

P(card 1 is a king ∩ card 2 is a king) = 3 / 51 × 4 / 52 = 1 / 221

Answer: The required probability = 1 / 221.

Example 3:What is the probability that a selected person is a smoker given it is male?

MaleFemaleTotal
Smoker452570
Nonsmoker7555130
Total12080200

Solution:

We have to find P(smoker | male)

By using the probability of A given B formula, P(A | B) =P(A∩B) / P(B).

Using this, we can write

P(smoker | male) = P (smoker∩ male) / P(male)
= (45/200) / (120/200)
= 45/120
= 9/24

Answer:∴ The required probability = 9/24.

FAQs on P(A/B) Formula

What is the Probability of A Given BFormula?

The probability of A given B formula is used to calculate the conditional probability such that we have to find the probability of event 'A' occurring which happens after event 'B' has occurred. P(A/B) formula is given as, P(A/B) = P(A∩B) / P(B), where, P(A) is the probability of the event A,P(B) is the probability of the event B,and P(A∩B) is the probability of happening of both A and B.

How to Find P(A∩B) using P(A/B) Formula?

P(A∩B) can be calculated using the P(A/B) Formula as, P(A∩B) = P(A/B) × P(B), where, P(B) is the probability of happening of event B and P(A∩B) is the probability of A and B.

If A and B are Independent Events then What is the Condition?

If A and B are independent eventsthen there is no question of conditional probability. i.e., P(A/B) is just P(A) and P(B/A) is just P(B). Thus, the probability of A and B in this case is just the product of individual probabilities. i.e., P(A and B) = P(A)· P(B).

What is ∩ Symbol in P(A∩B) Formula?

The probability of A given B formula is given as, P(A/B) = P(A∩B) / P(B), here ∩ symbol represents the intersection of event 'A' and event 'B'. Thus, P(A∩B) represents the probability of happening of both A and B together.

What is P(A∩B) Formula?

P(A∩B) is the probability of both independent events “A” and "B" happening together, P(A∩B) formula can be written as

  • P(A∩B) = P(A) × P(B), where A and B are independent
  • P(A∩B) = P(A/B) × P(B) (or) P(B/A)× P(A), where A and B are dependent.
What is P(A/B) Formula? I Probability of A Given B Formula (2024)

FAQs

What is P(A/B) Formula? I Probability of A Given B Formula? ›

The probability of A given B formula is given as, P(A/B) = P(A∩B) / P(B), here ∩ symbol represents the intersection of event 'A' and event 'B'.

What is the formula for the probability of A and B? ›

Formula for the probability of A and B (independent events): p(A and B) = p(A) * p(B).

How to find pa in probability formula? ›

P(A) = n(A)/n(S)
  1. P(A) is the probability of an event “A”
  2. n(A) is the number of favourable outcomes.
  3. n(S) is the total number of events in the sample space.

How do you find the probability of B given the probability of A? ›

This probability is written P(B|A), notation for the probability of B given A. In the case where events A and B are independent (where event A has no effect on the probability of event B), the conditional probability of event B given event A is simply the probability of event B, that is P(B). P(A and B) = P(A)P(B|A).

How to calculate PA given B? ›

If A and B are two events in a sample space S, then the conditional probability of A given B is defined as P(A|B)=P(A∩B)P(B), when P(B)>0.

How to find p of a or b? ›

The formula for finding the either/or probability for overlapping events is P(A) +P(B) - P (A and B). This formula is similar to the non-overlapping events, but we must subtract the probability that the outcomes may happen together. P (A or B) = P(A) + P(B) -P (A and B)

What is the P AB formula for probability? ›

It says P(A/B) = P(A∩B) / P(B). It is also known as "the probability of A given B". P(A/B) Formula is used to find this conditional probability quickly.

How do you calculate P formula? ›

The p-value is calculated using the sampling distribution of the test statistic under the null hypothesis, the sample data, and the type of test being done (lower-tailed test, upper-tailed test, or two-sided test). The p-value for: a lower-tailed test is specified by: p-value = P(TS ts | H 0 is true) = cdf(ts)

What is the probability formula? ›

The probability formula is defined as the possibility of an event to happen is equal to the ratio of the number of favourable outcomes and the total number of outcomes. Probability of event to happen P(E) = Number of favourable outcomes/Total Number of outcomes.

How to find p, a, and b dependent? ›

If they are dependent, then P(A and B) = P(A)*P(B|A) which is the probability of A times the probability of "B happening if A has occurred," which is different than the "Probability of B if A has not occurred."

What is the formula of probability P A Union B? ›

he P(A∪B) formula is given as, P(A∪B) = P(A) + P(B) - P(A∩B), where P(A) is Probability of event A happening, P(B) is Probability of event B happening, and P(A∩B) is Probability of happening of both A and B.

What is the formula for P not A and not B? ›

The Probability Definition of an Event

= P(A) + P(B) – P(A ∩ B). The probability of event 'A but not B' = P(A ∩ B') = P(A) – P(A ∩ B) A probability of event 'not A not B' = P(A' ∩ B') = 1 – P(A ∪ B)

How to find p, a, and b mutually exclusive? ›

If A and B are mutually exclusive, P(A OR B)=P(A)+P(B) P ( A OR B ) = P ( A ) + P ( B ) and P(A AND B)=0 P ( A AND B ) = 0 .

How to find p in probability? ›

Probability determines the likelihood of an event occurring: P(A) = f / N.

How to calculate probability of a and b? ›

How To Apply P(A ∩ B) Formula? We apply P(A ∩ B) formula to calculate the probability of two independent events A and B occurring together. It is given as, P(A∩B) = P(A) × P(B), where, P(A) is Probability of an event “A” and P(B) = Probability of an event “B”.

What does a given b mean in probability? ›

Conditional probabilities are written like P(A|B), which can be read to mean, "the probability that A happens GIVEN b has happened." If we know probabilities like P(A), P(B), and P(A|B), we can solve for other probabilties like P(B|A).

What is the probability both A and B occur? ›

If A and B are independent, then the probability that events A and B both occur is: p(A and B) = p(A) x p(B). In other words, the probability of A and B both occurring is the product of the probability of A and the probability of B.

How to find the probability of two things? ›

To determine the probability of two independent events, A and B, both occurring, we multiply the probabilities of each of the two events together: P(A)×P(B)=P(A and B).

What does p(a) ∩ b') mean? ›

Meaning. P(A ∩ B) indicates the probability of A and B, or, the probability of A intersection B means the likelihood of two events simultaneously, i.e. the probability of happening two events at the same time.

What is the formula for probability? ›

Calculating probabilities is expressed as a percent and follows the formula: Probability = Favorable cases / possible cases x 100.

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