3. (a) (6 points) Let X I), where 1 is a vector of ones, and I is an identity-matrix. Consder the statistic aT X , where a = (al, a2, an)T are known con-stants such that Eriia = = 0. Show that X and aT X are independent. Note that X = (Ei_i Xi)/n.