TheoremBase

Sums, Differences and Scalar Multiples of Functions Twice Differentiable at a Point

Twice differentiability at a point, in the second-order expansion sense, is preserved by sums, differences and scalar multiples, with the first-order coefficients and Hessians combining in the same way.

Statement

We work in the setting of Euclidean Space and Real Matrices: Standing Notation, whose notation is fixed for every dimension and is used here with a natural number nn satisfying 1≤n1\le n: the real numbers, the absolute value ∣⋅∣|\cdot|, and Euclidean space Rn\mathbb{R}^{n} with its sum and difference of points, scalar multiples, dot product, Euclidean norm ∥ ⋅ ∥\lVert\,\cdot\,\rVert and notion of openness, the real matrices, their sums, differences and scalar multiples, and the matrix-vector product PhPh, and the set S(n)\mathcal{S}(n) of symmetric real n×nn\times n matrices, closed under sums, differences and scalar multiples, are all as fixed there. Twice differentiability at a point with a given first-order coefficient and Hessian is as defined there.

Let U⊆RnU\subseteq\mathbb{R}^{n} be open, let y∈Uy\in U, let f,g:U→Rf,g:U\to\mathbb{R}, let p,p′∈Rnp,p'\in\mathbb{R}^{n}, let B,B′∈S(n)B,B'\in\mathcal{S}(n) and let μ∈R\mu\in\mathbb{R}. Purely as notation, f+gf+g, f−gf-g and μf\mu f denote the functions from UU to R\mathbb{R} whose values at x∈Ux\in U are f(x)+g(x)f(x)+g(x), f(x)−g(x)f(x)-g(x) and μ f(x)\mu\,f(x) respectively.

Assume that ff is twice differentiable at yy with first-order coefficient pp and Hessian BB, and that gg is twice differentiable at yy with first-order coefficient p′p' and Hessian B′B'. The matrices B+B′B+B', B−B′B-B' and μB\mu B lie in S(n)\mathcal{S}(n) by Euclidean Space and Real Matrices: Standing Notation (iii). Then the following hold.

1. (Sum) f+gf+g is twice differentiable at yy with first-order coefficient p+p′p+p' and Hessian B+B′B+B'.

2. (Scalar multiple) μf\mu f is twice differentiable at yy with first-order coefficient μp\mu p and Hessian μB\mu B.

3. (Difference) f−gf-g is twice differentiable at yy with first-order coefficient p−p′p-p' and Hessian B−B′B-B'.

Proofs

Log in to submit a proof.

Loading...

Citations

Loading…

Dependencies

Loading…

Related

0 relations

Curated associations between results. These are editable and subjective — they do not replace the dependency graph, which is derived from the references in the text.

No relations recorded yet.

Comments

Log in to comment.

Loading…