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Intersection Sign (∩) in Probability: Meaning and How to Use It

In statistics and probability, what does the intersection sign (∩) mean, and how is P(A ∩ B) computed using conditional probability?

Subject: Statistics Chapter: Probability Topic: Intersection of Events and the Multiplication Rule Answer included
intersection sign intersection of events A ∩ B probability intersection conditional probability multiplication rule Venn diagram independent events
Accepted answer Answer included

In statistics and probability, the intersection sign is written as \(\cap\). For events \(A\) and \(B\), the notation \(A \cap B\) means the set of outcomes that belong to both events—equivalently, “\(A\) and \(B\) happen together.”

Meaning of the intersection sign (∩)

Definition: \(A \cap B\) is the event that occurs when both \(A\) occurs and \(B\) occurs. It contains only the outcomes common to \(A\) and \(B\).

Symbol Name Meaning (events as sets of outcomes)
\(\cap\) Intersection \(A \cap B\): outcomes in both \(A\) and \(B\) (both occur)
\(\cup\) Union \(A \cup B\): outcomes in \(A\) or \(B\) (at least one occurs)
\(A^c\) Complement \(A^c\): outcomes not in \(A\) (event \(A\) does not occur)
\(A \setminus B\) Difference \(A \setminus B\): outcomes in \(A\) but not in \(B\)

How to compute \(P(A \cap B)\) using conditional probability

Conditional probability is defined (when \(P(B) > 0\)) by

\[ P(A \mid B)=\frac{P(A \cap B)}{P(B)}. \]

Solving this definition for the intersection probability gives the multiplication rule:

\[ P(A \cap B)=P(A \mid B)\cdot P(B). \]

Independent events case: If \(A\) and \(B\) are independent, then \(P(A \mid B)=P(A)\), so \[ P(A \cap B)=P(A)\cdot P(B). \]

Worked example with the intersection sign

Suppose two events in a statistics experiment satisfy: \(P(B)=0.40\) and \(P(A \mid B)=0.70\). Find \(P(A \cap B)\).

  1. Use the multiplication rule for the intersection sign: \[ P(A \cap B)=P(A \mid B)\cdot P(B). \]
  2. Substitute the given values: \[ P(A \cap B)=0.70\cdot 0.40. \]
  3. Multiply: \[ P(A \cap B)=0.28. \]

Therefore, the probability that both events occur (the intersection \(A \cap B\)) is \(0.28\).

Visualization: Venn diagram showing the intersection (∩)

A B A ∩ B Sample space
The intersection sign \(\cap\) highlights the overlapping region: outcomes that are in event \(A\) and also in event \(B\).

Common follow-up: relating intersection to union

Once \(P(A \cap B)\) is known, the probability of the union (at least one event occurs) can be computed by

\[ P(A \cup B)=P(A)+P(B)-P(A \cap B). \]

Important condition: \(P(A \mid B)\) is defined only when \(P(B) > 0\); otherwise the ratio \(\frac{P(A \cap B)}{P(B)}\) is not defined.

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