3.22. Prove or give counterexamples to the following statements:

(a) If E is independent of F and E is independent of G, then E is independent of FG

(b) If E is independent of F, and E is independent of G, andFG=, then E is independent ofFG.

(c) If E is independent of F, and F is independent of G, and E is independent of F G, then G is independent of EF.

Short Answer

Expert verified

a)Eis independent of Fand Eis independent of G, then Eis independent ofFGis False

b) Eis independent of F, and Eis independent of G, and FG=, then E is independent of FG. is Correct, use characterization of independence with conditional probability

c)Eis independent of F, and Fis independent of G, and Eis independent of FG, then G is independent of EFis Correct, use characterization of independence with probability of intersection

Step by step solution

01

prove E is independent of F and E is independent of G, then E is independent ofF∪G(part a)

Eand Findependent

Eand Gindependent

Eindependent ofFG

This is false

Counterexample: Two fair dice are rolled.

E- the sum of the results is even.

F- result on the second die is 3.

G- result on the first die is4

Since P(EF)=12, and P(EG)=12and P(E)=12(this can be obtained by conditioning on the number on the first die).

E and F and E and G are independent.

P(EFG)=611- method of counting.

Thus:

P(EFG)P(E)

.So Eand FGare not independent.

02

Prove E is independent of F, and E is independent of G, and FG=ϕ, then E is independent of(part b)

Eand Findependent

Eand Gindependent

FG=

Eindependent of FG

A and B are independent P(AB)=P(A)/P(BA)=P(B)

P(EFG)=P(E(FG))P(FG)

=P(EFEG))P(FG)

FG=,EFEG=

=P(EF)+P(EG)P(F)+P(G)

Independence

=P(E)P(F)+P(E)P(G)P(F)+P(G)

=P(E)[P(F)+P(G)]P(F)+P(G)

=P(E)

AndP(EFG)=P(E)proves independence

03

prove E is independent of F, and F is independent of G, and E is independent of F G, then G is independent of E (part c)

E and F independent

F and G independent

E and FG independent

FG=

This is correct

Use

A and B are independent P(AB)=P(A)P(B)

P(EFG)=P(E)P(FG)

E,FG independent

=P(E)P(F)P(G)

F,G independent

=P(EF)P(G)

E,F independent

And P(EFG)=P(G)P(EF)proves independence of G and E F

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