What is $\operatorname{Var}[aX+bY+c]$?

$\begingroup$

I know that $\operatorname{Var}[aX+bY]=\operatorname{Cov}[aX+bY,aX+bY]=a^2\operatorname{Var}[X]+2ab\operatorname{Cov}[X,Y]+b^2\operatorname{Var}[Y]$ (by expanding $(ax+by)(ax+by)$ and letting $\operatorname{Var}[X]=x^2$-terms, $\operatorname{Var}[Y]=y^2$-terms and $\operatorname{Cov}[X,Y]=xy$-terms).

But what happens when we've got an $x$-term or a $y-$term on its own?

e.g. say we want $\operatorname{Var}[X+Y+1]$.

Then we have $(x+y+1)^2=x^2+2xy+2x+y^2+2y+1$, so: $$\operatorname{Var}[X+Y+1]=\operatorname{Var}[X]+2\operatorname{Cov}[X,Y]+2?+\operatorname{Var}[Y]+2?+1. $$ Could someone fill in the blanks?

Thanks.

$\endgroup$ 2

2 Answers

$\begingroup$

If all you want is the variance, getting it through the covariance formula the way you're doing is a lot more complicated than it needs to be. You just observe: $${\rm Var}[X + Y + 1] = {\rm Var}[X + Y],$$ because ${\rm Var}[X + c] = {\rm Var}[X]$ for any constant $c$. Then you can use the covariance formula.

$\endgroup$ 3 $\begingroup$

You almost got it except that $$ \text{Cov}(aX, bY+c) = \text{Cov}(aX, bY)+\text{Cov}(aX,c) = ab \text{Cov}(X,Y) +0 $$ because covariance of a random variable with a constant is $0$.

$\endgroup$ 5

Your Answer

Sign up or log in

Sign up using Google Sign up using Facebook Sign up using Email and Password

Post as a guest

By clicking “Post Your Answer”, you agree to our terms of service, privacy policy and cookie policy

You Might Also Like