$X = Y + Z$ Where $Y$ and $Z$ are independent Gaussians with zero means and known variances.
How do you simplify the left side of this to equal the right side?
I think I see why $Cov(Y+Z,Y+Z)$ equals $\sigma_{Y}^2+\sigma_{Z}^2$, but don't know why its in the denominator or how the numerator is obtained.
