Schwarz–Clairaut symmetry of mixed partial derivatives and Hessian test
Statement
If has continuous second-order partial derivatives on a neighborhood of , then . Moreover, if and , then is a strict local minimum if and , a strict local maximum if and , and a saddle point if .
Why is it true?
Symmetry of mixed partials guarantees the Hessian matrix is symmetric, and completing the square on its quadratic form reveals whether the surface bowls upward, domes downward, or twists like a saddle around a flat tangent plane.
Proof sketch
For small nonzero , consider the second difference . Applying the one-variable Mean Value Theorem first to on and then to along yields , while applying it in the reverse order yields for intermediate points converging to . Equating the two and letting proves by continuity.
At a critical point where , Taylor's formula gives , where . When , completing the square writes with . If , the bracketed sum is strictly positive for all , so the sign of matches the sign of (giving a strict minimum for and maximum for ). If , takes both positive and negative values along different lines through the origin, producing a saddle point.
Topics that use this theorem
Step-by-step proofs
No step-by-step proof yet for this theorem.
References
- Jerrold E. Marsden, Anthony J. Tromba (2012). Vector Calculus
- James Stewart (2015). Calculus: Early Transcendentals
- Augustin-Louis Cauchy (1847). Méthode générale pour la résolution des systèmes d'équations simultanées