Segment Derivatives, the Second-Order Taylor Expansion, and the Second-Order Condition at a Local Extremum
lemmaAnalysislem:taylor-c2-hilbert-2026aAlong a segment a differentiable function has one-dimensional derivative the inner product of its gradient with the direction; a function with a second derivative at a point admits the second-order Taylor expansion there; and at a local maximum its gradient vanishes and its Hessian is negative semidefinite.
In the setting of Real Hilbert Spaces: Standing Notation and Background, let be a real inner product space, with its inner product , norm , distance and zero vector as fixed there, let be the set of bounded symmetric bilinear forms on , with its order and zero form . Let be open in and let . That is differentiable on , its gradient , that a form is a second derivative of at a point, and the Hessian , are as defined there; and the class is as defined there. Local maxima and local minima of relative to are understood with the ambient metric space .
Then the following hold.
1. (Derivative along a segment)¶ Let , let be positive and such that the open ball is contained in and is differentiable at every point of , and let satisfy . Then for every in the open interval , so that the function with is defined; and is differentiable at every , with
2. (Second-order Taylor expansion)¶ Suppose has a second derivative at . Then for every positive there is a positive such that every with satisfies and
In particular this holds for every and every .
3. (Second-order condition at a local extremum)¶ Suppose has a second derivative at . If has a local maximum at relative to , then
If has a local minimum at relative to , then
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