Set Operations and Probability Formulae

Set Operations and Probability Formulae

The intersection \(A\cap B\) is the event that both \(A\) and \(B\) occur. The union \(A\cup B\) is the event that at least one of \(A\) or \(B\) occurs.

Only \(A\cap B\) is shaded.

All of \(A\cup B\) is shaded.

Two-event union

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

Three-event union

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

De Morgan's laws

Set and probability forms

\[(A\cup B)'=A'\cap B',\qquad (A\cap B)'=A'\cup B'\]\[P((A\cup B)')=1-P(A\cup B)=P(A'\cap B')\]\[P((A\cap B)')=1-P(A\cap B)=P(A'\cup B')\]

\(P(A\cup B)\)

\(P(A\cap B)\)

\(P(A'\cap B')\)

\(P(A'\cup B')\)

Example

If \(P(A)=0.5\), \(P(B)=0.4\) and \(P(A\cup B)=0.7\), then \(P(A\cap B)=0.5+0.4-0.7=0.2\) and \(P(A'\cap B')=1-0.7=0.3\).

Exam check: every region of the Venn diagram must be non-negative and the regions must add to \(1\); here \(0.3+0.2+0.2+0.3=1\).

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