Fundamentals of Probability and Statistics for Engineers

(John Hannent) #1

stands for the set of all elements belonging to one or more of the sets Aj,
j 1,2,...,n.Theintersection


is the set of all elements common to all Aj,j 1, 2,...,n. The sets
Aj, j 1, 2,... , n, are disjoint if


U sing Venn diagrams or analytica l procedures, it is easy to verify that union
and intersection operations are associative, commutative, and distributive; that is,


Clearly, we also have


Moreover, the following useful relations hold, all of which can be easily verified
using Venn diagrams:


Basic Probability Concepts 11


ˆ

A 1 A 2 ...Anˆ

\n

jˆ 1

Aj … 2 : 6 †

ˆ

ˆ

AiAjˆ;;foreveryi;j…i6ˆj†:… 2 : 7 †

…A[B†[CˆA[…B[C†ˆA[B[C;

A[BˆB[A;

…AB†CˆA…BC†ˆABC;

ABˆBA;

A…B[C†ˆ…AB†[…AC†:

… 2 : 8 †

A[AˆAAˆA;

A[;ˆA;

A;ˆ;;

A[SˆS;

ASˆA;

A[AˆS;

AAˆ;:

9

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=

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>>>

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;

… 2 : 9 †

A[…BC†ˆ…A[B†…A[C†;

A[BˆA[…AB†ˆA‡…AB†;

…A[B†ˆAB;

…AB†ˆA[B;

[n

jˆ 1

Aj

!

ˆ

\n

jˆ 1

Aj;

\n

jˆ 1

Aj

!

ˆ

[n

jˆ 1

Aj:

9

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>>

>>

>>>

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>>=

>>

>>

>>

>>

>>>

>>

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;

… 2 : 10 †

9

>>

>>

>=

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>;
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