In: Statistics and Probability
A fair coin is tossed r times. Let Y be the number of heads in these r tosses. Assuming Y=y, we generate a Poisson random variable X with mean y. Find the variance of X. (Answer should be based on r).
P(head)=P=0.5
Y is number of heads in "r" tosses so
Y is Bin(r,0.5)
So E(Y)=r*p=0.5r
Var(Y)=r*p*(1-p)=r*0.5*(1-0.5)=0.25r
X|y~poisson (y)
So E(X|y)=y ,var(X|y)=y
We have to find Variance of X
Now
Var(X)=E(var(x|y))+var(E(x|y))
=E(y)+var(y)
=0.5r+0.25r
=0.75r
Hence answer is 0.75r