Definition of Covariance
Cov (X,Y)= E[(X-mX)(Y – mY)]
Alternative Formula
Cov (X,Y)= E(XY) – E(X)E(Y)
Variance of a Sum
Var (X+Y)= Var (X) + Var (Y)+2 Cov (X,Y)
Claim: Covariance is Bilinear