Basically I want to know how to extend the following formula to the three variable case:
$$\mbox{var}(aX+bY) = a^2\mbox{var}(X)+ b^2\mbox{var}(Y) + 2ab \sqrt{ \mbox{var}(X) \mbox{var}(Y)} \mbox{corr}(X,Y)$$
How can I calculate $\mbox{var}(aX + bY + cZ) $?
The answer to the two variable case is explained here. It's possible that the general case is covered too, but I didn't quite follow the matrix algebra and wondered if there is an explicit solution for the three variable case.