TheoremBase

Continuity of the Value, Gradient and Hessian Maps of a Differentiable Function

For a function of class C1C^1 the gradient map is continuous, and for a function of class C2C^2 both the gradient map into Rn\mathbb{R}^n and the Hessian map into the symmetric matrices with their norm distance are continuous.

Statement

Throughout we work in the setting of Second-Order Equations on Euclidean Open Sets, whose notation, including that of Euclidean Space and Real Matrices: Standing Notation and Differential Calculus and Convexity on Euclidean Open Sets: Standing Notation on which it rests, is in force in a dimension nn, a natural number with 1≤n1\le n.

Let V⊆RnV\subseteq\mathbb{R}^{n} be open. Subsets of Rn\mathbb{R}^{n} are regarded as subsets of the metric space (Rn,dE)(\mathbb{R}^{n},d_{E}), the real line is regarded as the metric space (R,dR)(\mathbb{R},d_{\mathbb{R}}) with the metric dRd_{\mathbb{R}} of The Absolute Value Metric on the Real Numbers, and S(n)\mathcal{S}(n) carries the metric dS(n)d_{\mathcal{S}(n)} of clause Second-Order Equations on Euclidean Open Sets (iii); continuity relative to VV is understood with respect to these metrics. For a function ψ:V→R\psi:V\to\mathbb{R} all of whose partial derivatives exist at every point of VV, Dψ(y)D\psi(y) denotes the gradient of ψ\psi at yy, whose jjth coordinate is ∂jψ(y)\partial_{j}\psi(y).

Then the following hold.

1. (The value map) Let kk be a natural number with 1≤k1\le k and let ψ:V→R\psi:V\to\mathbb{R} be of class CkC^{k} on VV. Then ψ\psi is continuous at every point of VV relative to VV, as a map into (R,dR)(\mathbb{R},d_{\mathbb{R}}).

2. (The gradient map of a function of class C1C^{1}) Let ψ:V→R\psi:V\to\mathbb{R} be of class C1C^{1} on VV. Then the map V→RnV\to\mathbb{R}^{n} whose value at yy is Dψ(y)D\psi(y) is continuous at every point of VV relative to VV, as a map into (Rn,dE)(\mathbb{R}^{n},d_{E}).

3. (The gradient and Hessian maps of a function of class C2C^{2}) Let φ:V→R\varphi:V\to\mathbb{R} be of class C2C^{2} on VV. Then the map V→RnV\to\mathbb{R}^{n} whose value at yy is Dφ(y)D\varphi(y) is continuous at every point of VV relative to VV, and the map V→S(n)V\to\mathcal{S}(n) whose value at yy is the Hessian matrix D2φ(y)D^{2}\varphi(y) is continuous at every point of VV relative to VV, as a map into (S(n),dS(n))\bigl(\mathcal{S}(n),d_{\mathcal{S}(n)}\bigr).

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