TheoremBase

Twice Differentiability of a Sum in Separated Variables

A sum in separated variables is twice differentiable at a point exactly when both summands are, and its Hessian is then the block diagonal matrix built from their Hessians; in particular the off-diagonal block vanishes.

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 natural numbers mm and nn satisfying 1≤m1\le m and 1≤n1\le n; we put N=m+nN=m+n. The real numbers, the absolute value ∣⋅∣|\cdot|, the initial segments [p][p], and Euclidean space with its sum and difference of points, scalar multiples, dot product, Euclidean norm ∥ ⋅ ∥\lVert\,\cdot\,\rVert, distance dEd_{E}, notion of openness and origins 0Rp0_{\mathbb{R}^{p}}, the real matrices and the matrix-vector product PhPh, the sets S(p)\mathcal{S}(p) of symmetric real matrices and the concatenation map ι:Rm×Rn→RN\iota:\mathbb{R}^{m}\times\mathbb{R}^{n}\to\mathbb{R}^{N}, a bijection, are all as fixed there. For X∈S(m)X\in\mathcal{S}(m) and Y∈S(n)Y\in\mathcal{S}(n) the block diagonal matrix X⊕Y∈S(N)X\oplus Y\in\mathcal{S}(N), and for Z∈S(N)Z\in\mathcal{S}(N) the blocks Z11∈S(m)Z^{11}\in\mathcal{S}(m), Z12Z^{12} and Z22∈S(n)Z^{22}\in\mathcal{S}(n), are those of Block Diagonal Symmetric Matrices and the Blocks of a Symmetric Matrix (i) and Block Diagonal Symmetric Matrices and the Blocks of a Symmetric Matrix (v). Twice differentiability at a point with a given first-order coefficient and Hessian is as defined there.

Let U1⊆RmU_{1}\subseteq\mathbb{R}^{m} and U2⊆RnU_{2}\subseteq\mathbb{R}^{n} be open, put

U={ ι(ξ,η) : ξ∈U1, η∈U2 }⊆RN,U=\{\,\iota(\xi,\eta)\ :\ \xi\in U_{1},\ \eta\in U_{2}\,\}\subseteq\mathbb{R}^{N},

let v1:U1→Rv_{1}:U_{1}\to\mathbb{R} and v2:U2→Rv_{2}:U_{2}\to\mathbb{R}, and let w:U→Rw:U\to\mathbb{R} be the function determined by

w(ι(ξ,η))=v1(ξ)+v2(η)(ξ∈U1, η∈U2),w\bigl(\iota(\xi,\eta)\bigr)=v_{1}(\xi)+v_{2}(\eta)\qquad(\xi\in U_{1},\ \eta\in U_{2}),

which is well defined because ι\iota is injective, so that each point of UU arises from exactly one such pair. Let ξ0∈U1\xi_{0}\in U_{1} and η0∈U2\eta_{0}\in U_{2}, and put x0=ι(ξ0,η0)x_{0}=\iota(\xi_{0},\eta_{0}). Then the following hold.

1. (The product is open) UU is open in RN\mathbb{R}^{N}.

2. (Sums of twice differentiable functions) Suppose v1v_{1} is twice differentiable at ξ0\xi_{0} with first-order coefficient p1∈Rmp_{1}\in\mathbb{R}^{m} and Hessian X1∈S(m)X_{1}\in\mathcal{S}(m), and v2v_{2} is twice differentiable at η0\eta_{0} with first-order coefficient p2∈Rnp_{2}\in\mathbb{R}^{n} and Hessian X2∈S(n)X_{2}\in\mathcal{S}(n). Then ww is twice differentiable at x0x_{0} with first-order coefficient ι(p1,p2)\iota(p_{1},p_{2}) and Hessian X1⊕X2X_{1}\oplus X_{2}.

3. (Splitting of a twice differentiable sum) Conversely, suppose ww is twice differentiable at x0x_{0} with first-order coefficient p∈RNp\in\mathbb{R}^{N} and Hessian Z∈S(N)Z\in\mathcal{S}(N), and let (p1,p2)∈Rm×Rn(p_{1},p_{2})\in\mathbb{R}^{m}\times\mathbb{R}^{n} be the unique pair with ι(p1,p2)=p\iota(p_{1},p_{2})=p. Then v1v_{1} is twice differentiable at ξ0\xi_{0} with first-order coefficient p1p_{1} and Hessian Z11Z^{11}, the function v2v_{2} is twice differentiable at η0\eta_{0} with first-order coefficient p2p_{2} and Hessian Z22Z^{22}, every entry of Z12Z^{12} equals 00, and

Z=Z11⊕Z22.Z=Z^{11}\oplus Z^{22}.

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