With the assumption of normality, Q/σ^2is distributed as a noncentral chisquare
random variable with k degrees of freedom. This is verified by noting
that AV = I_k, which is idempotent (see Section 4.4). The degrees of freedom
are determined from r(A) = r(K) = k. The noncentrality parameter is