Let be a sum of squares of independent normal standardized variates , and suppose where is a quadratic form in the , distributed as Chi-Squared with Degrees of Freedom. Then is distributed as with Degrees of Freedom and is independent of . The converse of this theorem is known as Cochran's Theorem.
See also Chi-Squared Distribution, Cochran's Theorem