First- and Second-Order Conditions at a Local Extremum of a Function of Class
lemmaAnalysisLinear AlgebraMultivariable Calculuslem:c2-local-extremum-conditions-2026aLet be a natural number, let be an open subset of Euclidean space , let be the set of real numbers with the operations and the order of its ordered field structure, where for we write to mean that and , let be of class on , and let . Regard as a metric space through the Euclidean distance , which is a metric by Euclidean Distance is a Metric on .
Let denote the origin of , that is, the point all of whose coordinates are , and let denote the real matrix all of whose entries are . Since its entries satisfy , the matrix is symmetric, and the Hessian matrix is symmetric by claim 2 of Equality of Mixed Second Partial Derivatives and Symmetry of the Hessian; both therefore lie in the set of symmetric real matrices, so the positive semidefinite ordering applies to them.
Then the following hold, with the gradient of at .
1. (Local maximum) If has a local maximum at relative to , then
2. (Local minimum) If has a local minimum at relative to , then
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