(a) Suppose that X1,..., X, are independent Laplace random variables, and let Y, = X1 + ……+ Xn. Find the mean, variance, and mgf of Yn. (b) Let Yn – HY. be the standardized version of Yn. Find the mgf of Zn.

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3. A random variable X has the Laplace distribution if it follows the pdf
S(2) = H,
On the midterm exam you verified that the mgf of a Laplace distributed X is
1
-00 <x < 0.
1
Mx(t)
1- t2
and so its mean is 0 and its variance is 2.
(a) Suppose that X1,...,X, are independent Laplace random variables, and let Y, = X1+...+
Xn. Find the mean, variance, and mgf of Y,.
(b) Let
Yn – HYn
Zn
be the standardized version of Yn. Find the mgf of Zn.
(c) Show that in the limit as n → 00, the mgfs of Zn converge to the mgf of a standard normal
random variable. (This is a version of the Central Limit Theorem.)
Transcribed Image Text:3. A random variable X has the Laplace distribution if it follows the pdf S(2) = H, On the midterm exam you verified that the mgf of a Laplace distributed X is 1 -00 <x < 0. 1 Mx(t) 1- t2 and so its mean is 0 and its variance is 2. (a) Suppose that X1,...,X, are independent Laplace random variables, and let Y, = X1+...+ Xn. Find the mean, variance, and mgf of Y,. (b) Let Yn – HYn Zn be the standardized version of Yn. Find the mgf of Zn. (c) Show that in the limit as n → 00, the mgfs of Zn converge to the mgf of a standard normal random variable. (This is a version of the Central Limit Theorem.)
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