Understanding the CDF & PDF of X's Difference

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Homework Help Overview

The discussion revolves around finding the cumulative distribution function (CDF) and probability density function (PDF) of the absolute difference between two independent and identically distributed (iid) standard uniform random variables, denoted as X = |X1 − X2|.

Discussion Character

  • Exploratory, Mathematical reasoning, Problem interpretation

Approaches and Questions Raised

  • Participants explore the use of the joint PDF and consider various boundaries for integration. There is a focus on visualizing the problem geometrically by drawing the region defined by |X1 - X2| < t and its intersection with the unit square.

Discussion Status

Some participants have provided guidance on the approach to take, suggesting the use of geometric methods to simplify the integration process. However, there are still questions regarding the specific boundaries for the integrals and the overall setup of the problem.

Contextual Notes

Participants express uncertainty about the boundaries and intervals needed for the integrals involved in the solution. There is an ongoing search for clarity on these aspects, indicating that the problem is still under active discussion.

roemi
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Hi guys!

Homework Statement



Do you know how to get the cdf and pdf of the absolute difference of two iid standard uniform X1 and X2 : X = |X1 − X2| ?

Homework Equations



Come across http://en.wikipedia.org/wiki/Triang...difference_of_two_standard_uniform_variables" we know that the cdf is 2x - x2 and the pdf is 2 -2x.
How do we get/prove it?Thank you very much!
 
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The Attempt at a Solution



Is it solvable using the joint pdf ? Still trying various boundaries for the integral... kinda stuck there... please help ... T_T
[tex]F_{X}(x) = \int \int_{|x_{1}-x_{2}|\leq x} f_{x_{1}}(x_{1}) f_{x_{2}}(x_{2}) dx_{1}dx_{2}[/tex]
 


*bump*
 


roemi said:

The Attempt at a Solution



Is it solvable using the joint pdf ? Still trying various boundaries for the integral... kinda stuck there... please help ... T_T
[tex]F_{X}(x) = \int \int_{|x_{1}-x_{2}|\leq x} f_{x_{1}}(x_{1}) f_{x_{2}}(x_{2}) dx_{1}dx_{2}[/tex]

Yes, this is the way to do it. I'll use different variables to simplify notation. X is uniform on [0,1], and so is Y.

Fix t. Find P(|X-Y|<t). Draw the region {(x,y) : |x - y| < t}. Intersect it with the unit square [0,1] x [0,1]. The shape of the resulting region depends on t. For the interesting (i.e. nontrivial) values of t, you get a hexagon.

Since f_X(x) and f_Y(y) are constants, the "integration" can be done simply by using elementary geometry formulas (e.g. area of square, area of triangle).
 


Thanks for the reply.

Umm... what would be the boundaries/intervals in the first and second integral ?
 


*bump*

Anyone interested in solving this problem, please don't hesitate,

still waiting ... :)
 

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