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Why is the conditional probability of exactly two empty boxes given at least one empty box written as P(B|A) = P(AB)/P(A)?

The problem asks for the probability of event B (exactly two boxes are empty) under the condition that event A (at least one box is empty) has occurred. By the definition of conditional probability, this is denoted as P(B|A) and calculated as the ratio of the joint probability P(AB) to the probability of the condition P(A)P(A).

Conditions

  • The experiment involves placing 4 distinct balls into 4 distinct boxes.
  • A is defined as "at least one box is empty".
  • B is defined as "exactly two boxes are empty".
  • The formula requires P(A)>0P(A) > 0.

Reasoning, step by step

  1. Identify the condition event A and the target event B from the problem statement.
  2. Translate the textual requirement into the conditional probability notation P(B|A).
  3. Apply the definition of conditional probability to express P(B|A) as P(AB)/P(A).
  4. Calculate P(A)P(A) and P(AB) separately to find the final ratio.

Example

The instructor labels A and B below the problem statement and writes P(B|A)=P(AB)/P(A) on the screen.

Common misconceptions

  • Confusing the joint probability P(AB) with the conditional probability P(B|A).
  • Assuming P(B|A) = P(B)P(B) without checking if A and B are independent (they are not, as B implies A).

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