Put , and . The chain rule yieldsFor every nonzero vector , the Cauchy-Schwarz inequality givesThus the Hessian is a positive-definite matrix everywhere. The Hessian criterion for convexity implies that is strictly convex on . Its unique global minimum is at , where .
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