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a) Derive the expression for the moment generating function for the standard normal random variable Z.
b) Suppose Z has a standard normal distribution. Use the method of distribution functions or the method of transformations to find the density function of Y = σZ + µ and identify the distribution.
c). Using the moment generating function for Z obtained in problem a, find the moment generating function for Y = σZ + µ.
a)
The pdf of Z is
The MGF is
Last integral is pdf of normal distribution with mean t and standard deviation 1. So
b)
Since so
Now
The pdf of y will be
It is pdf of normal distribution with mean and standard deviation .
c)
Now
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