45. The proof of the Central Limit Theorem requires calculating the moment generating function for the standardized
Question:
45. The proof of the Central Limit Theorem requires calculating the moment generating function for the standardized mean from a random sample of any distribution, and showing that it approaches the moment generating function of the standard normal distribution.
Here we look at a particular case of the Laplace distribution, for which the calculation is simpler.
a. Letting X have pdf , q x q, show that MX(t) 1/(1 t2), 1 t 1.
b. Find the moment generating function MY(t) for the standardized mean Y of a random sample from this distribution.
c. Show that the limit of MY(t) is , the moment generating function of a standard normal random variable. [Hint: Notice that the denominator of MY(t) is of the form (1 a/n)n and recall that the limit of this is ea.]
Step by Step Answer:
Modern Mathematical Statistics With Applications
ISBN: 9780534404734
1st Edition
Authors: Jay L Devore