Solved: Suppose that Y is a binomial random variable based

Chapter 3, Problem 160E

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QUESTION:

Suppose that  is a binomial random variable based on  trials with success probability  and let \(Y^{\star}=n-Y\).
a. Use the result in Exercise  to show that \(E\left(Y^{\star}\right)=n q\) and \(V\left(Y^{\star}\right)=n p q\), where \(q=1-p\).
b. Use the result in Exercise  to show that the moment-generating function of \(Y^{\star}\) is \(m^{\star}(t)=\left(q e^{t}+p\right)^{n}\), where \(q=1-p\).
c. Based on your answer to part (b), what is the distribution of \(Y^{\star}\)?
d. If  is interpreted as the number of successes in a sample of size , what is the interpretation of \(Y^{\star}\)?
e. Based on your answer in part (d), why are the answers to parts (a), (b), and (c) "obvious"?

Equation Transcription:

Text Transcription:

Y^star=n-Y

E(Y^star)=nq

V(Y^star)=npq

q=1-p

Y^star

m^star(t)=(qe^t+p)^n

q=1-p

Y^star

Y^star

Questions & Answers

QUESTION:

Suppose that  is a binomial random variable based on  trials with success probability  and let \(Y^{\star}=n-Y\).
a. Use the result in Exercise  to show that \(E\left(Y^{\star}\right)=n q\) and \(V\left(Y^{\star}\right)=n p q\), where \(q=1-p\).
b. Use the result in Exercise  to show that the moment-generating function of \(Y^{\star}\) is \(m^{\star}(t)=\left(q e^{t}+p\right)^{n}\), where \(q=1-p\).
c. Based on your answer to part (b), what is the distribution of \(Y^{\star}\)?
d. If  is interpreted as the number of successes in a sample of size , what is the interpretation of \(Y^{\star}\)?
e. Based on your answer in part (d), why are the answers to parts (a), (b), and (c) "obvious"?

Equation Transcription:

Text Transcription:

Y^star=n-Y

E(Y^star)=nq

V(Y^star)=npq

q=1-p

Y^star

m^star(t)=(qe^t+p)^n

q=1-p

Y^star

Y^star

ANSWER:

Solution :

Step 1 of 5:

Let Y is a binomial random variable based on n trials with success probability p and

Our goal is:

a). We need to prove that E()= nq and V()= npq.

b). We need to show that show that .

c). We need to find based on the result in part (b), what is the distribution of ?

d). If Y is interpreted as the number of successes in a sample of size n. What is the    

     interpretation of  ?

e). Based on your in part D. Why are the answers to parts (a), (b), (c), “obvious”?  

a).

Now we have to prove that E()= nq and V()= npq.

We assume that .

Let .

Here a=-1 and b=n

For binomial distributed variable Y is

                                E(Y)=np and V(Y)=npq

                                

Then E() is

E()=E()

E()= E(n-Y)

E()= n-E(Y)

We know that E(Y)=np.

E()= n-np

E()= n(1-p)

We know that q=1-p

E()= nq

Therefore E() is nq.

Now V() is

V()= (

Here .

V()= V(Y)

We know that V(Y)=pq.

V()= npq

Therefore V() is npq.


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