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How that the expectation of the sum of two random variables defined over the same sample space is the sum of the expectations. Hint: Let p1,p2,....,pnbe the probabilities associated with the n sample points; letx1,x2,....,xn and y1,y2,....,yn, be the values of the random variables x and y for the n sample points. Write out E(x),E(y),E(x+y).

Short Answer

Expert verified

The value of expectation of variables are given below.

E(x)=x1p1+x2p2+x3p3+…E(y)=y1p1+y2p2+y3p3+…Ezi=E(x)+E(y)

Step by step solution

01

Given Information

Two random variables defined over the same sample space

02

Definition of the cumulative distribution function

The likelihood that a comparable continuous random variable has a value less than or equal to the function's argument is the value of the function.

03

Find the expectations.

Let p1,p2,..,pnbe the probabilities associated with the n sample points; let x1,x2,..,xnand y1,y2,..,yn, be the values of the random variables x and y for the n sample points.

The mean of the variable x and yare given below.

E(x)=∑xipiE(x)=x1p1+x2p2+x3p3+…E(y)=∑xipiE(y)=y1p1+y2p2+y3p3+…

Let , the mean of variable is given below.

Ezi=∑zipiEzi=∑xi+yipiEzi=x1+y1p1+x2+y2p2+x3+y3p3+⋯+xn+ynpnEzi=x1p1+y1p1+x2p2+y2p2+⋯+xnpn+ynpn

Solve further.

Ezi=x1p1+x2p2+x3p3+⋯+xnpn+⋯+y1p1+y2p2+y3p3+⋯+xnpnEzi=∑xipi+∑yipiEzi=E(x)+E(y)

Hence, the value of expectation of variables are given below.

E(x)=x1p1+x2p2+x3p3+…E(y)=y1p1+y2p2+y3p3+…Ezi=E(x)+E(y)

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