The probability density function (PDF) of a sum of two independent continuous random variables X and Y is given by the convolution of the PDFS, fx and fy: fx+r(2) = | fx(x)fv(z – x) dx. -00 Show that a sum of two independent standard normal variables results in a normal variable. Find the PDF of such a sum. Give your solutions in two ways: 1) by using the convolution function above; 2) by using moment generating functions.

Calculus For The Life Sciences
2nd Edition
ISBN:9780321964038
Author:GREENWELL, Raymond N., RITCHEY, Nathan P., Lial, Margaret L.
Publisher:GREENWELL, Raymond N., RITCHEY, Nathan P., Lial, Margaret L.
Chapter4: Calculating The Derivative
Section4.4: Derivatives Of Exponential Functions
Problem 53E
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The probability density function (PDF) of a sum of two independent
continuous random variables X and Y is given by the convolution of the PDFS,
fx and fy:
fx+r(2) = | fx (x) fr(z – x) dx.
Show that a sum of two independent standard normal variables results in a normal
variable. Find the PDF of such a sum. Give your solutions in two ways: 1) by
using the convolution function above; 2) by using moment generating functions.
Transcribed Image Text:The probability density function (PDF) of a sum of two independent continuous random variables X and Y is given by the convolution of the PDFS, fx and fy: fx+r(2) = | fx (x) fr(z – x) dx. Show that a sum of two independent standard normal variables results in a normal variable. Find the PDF of such a sum. Give your solutions in two ways: 1) by using the convolution function above; 2) by using moment generating functions.
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