1. (Variance and covariance) Let X and Y be two random variables. Prove the following properties of the variance and covariance:
a) For any constant a,
Var(X + a) = Var X, Var(aX) = a^2Var X.
b)
Var X = EX^2 - (EX)^2,
c)
Var X = E(X(X - 1)) - (EX)(EX - 1).
d)
Var(X + Y) = Var X + Var Y + 2Cov(X, Y).
e)
Cov(X, Y) = E(XY) - (EX)(EY).