Let Z be a standard normal random variable and let Y1 = Z

Chapter 5, Problem 100E

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QUESTION:

Let \(Z\)  be a standard normal random variable and let \(Y_{1}=Z and Y_{2}=Z^{2}\).

a What are \(E\left(Y_{1}\right) and E\left(Y_{1}\right)\)?

b What is \(E\left(Y_{1} Y_{2}\right)\) [Hint: \(\mathbf{E}\left(Y_{1} Y_{2}\right)=E\left(Z^{3}\right)\), recall Exercise 4.199.]

c What is  \({Cov}\left(Y_{1}, Y_{2}\right)\)?

d Notice that \(P\left(Y_{2}>1 \mid Y_{1}>1\right)=1\).Are \(Y_{1}\) and \(Y_{2}\) independent?

Equation Transcription:

Text Transcription:

Z

Y_1=Z

Y_2=Z^2

E(Y_1)

E(Y_2)

E(Y1Y_2)=E(Z^3)

Cov(Y_1,Y_2)

P(Y_2>1|Y_1>1=1

Y_1

Y_2

Questions & Answers

QUESTION:

Let \(Z\)  be a standard normal random variable and let \(Y_{1}=Z and Y_{2}=Z^{2}\).

a What are \(E\left(Y_{1}\right) and E\left(Y_{1}\right)\)?

b What is \(E\left(Y_{1} Y_{2}\right)\) [Hint: \(\mathbf{E}\left(Y_{1} Y_{2}\right)=E\left(Z^{3}\right)\), recall Exercise 4.199.]

c What is  \({Cov}\left(Y_{1}, Y_{2}\right)\)?

d Notice that \(P\left(Y_{2}>1 \mid Y_{1}>1\right)=1\).Are \(Y_{1}\) and \(Y_{2}\) independent?

Equation Transcription:

Text Transcription:

Z

Y_1=Z

Y_2=Z^2

E(Y_1)

E(Y_2)

E(Y1Y_2)=E(Z^3)

Cov(Y_1,Y_2)

P(Y_2>1|Y_1>1=1

Y_1

Y_2

ANSWER:

Solution 100E

Step1 of 5:

Let us consider a standard normal random variable and let .

Here our goal is:

a). We need to find

b). We need to find

c). We need to find

d). We need to check whether are independent or not by noticing


Step2 of 5:

a).

We know that the standard normal random variable is follows normal distribution with parameter  where,

That is

Standard normal density function is given by:

       

Now,

                 

                       

                         

We know that for an odd function

Therefore,

Similarly,

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