How to Construct Correlated Normal Variables from Independent Normals?

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Discussion Overview

The discussion revolves around the construction of correlated normal random variables from independent standard normal variables. Participants explore methods to achieve specific means, variances, and correlation coefficients in this context.

Discussion Character

  • Technical explanation
  • Mathematical reasoning

Main Points Raised

  • One participant presents a method for constructing correlated normal variables using linear combinations of independent standard normals, specifying the equations Y1=s1X1+m1 and Y2=bX1+cX2+m2.
  • Another participant questions the reasoning behind the proposed relationships and seeks clarification on the thought process involved in deriving them.
  • A participant reflects on their experience, stating that obtaining correlated normal variables from uncorrelated ones typically involves linear combinations and mentions the adjustment of coefficients based on the conditions provided.

Areas of Agreement / Disagreement

The discussion contains multiple viewpoints regarding the methodology for constructing correlated normal variables. There is no consensus on the best approach or the reasoning behind the proposed equations.

Contextual Notes

The discussion does not fully resolve the assumptions regarding the coefficients used in the linear combinations or the implications of setting one coefficient to zero.

gradnu
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I have two independent standard normal random variables X1,X2. Now I want to construct two new normal random variables Y1,Y2 with mean[tex]\mu[/tex]1, [tex]\mu[/tex]2 and variance ([tex]\sigma[/tex]1)^2, ([tex]\sigma[/tex]2)^2 and correlation [tex]\rho[/tex].
How do I approach this problem?
 
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Y1=s1X1+m1
Y2=bX1+cX2+m2
where b2+c2=s22
b=rs2, therefore c=s2(1-r2)1/2
 
Thanks mathman.
But what was your thought process? How did you come up with these relations?
 
gradnu said:
Thanks mathman.
But what was your thought process? How did you come up with these relations?

From long past experience I know that to get correlated normal variables from uncorrrelated standard normal, you just need a linear combination. Adding the desired means is obvious. Also since there are four free coefficients and there are only three conditions, I just set one coefficient to 0.
 

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