TheoremBase

The first-order and second-order expansions of a sum or a scalar multiple are obtained by splitting the remainder into the two remainders, or by factoring out the scalar; continuity of the resulting gradient and Hessian maps follows from the triangle inequality in the norm and in the form norm.

Proof

We use repeatedly that d(x,x+z)=∣z∣d(x,x+z)=|z| for x,z∈Ex,z\in E, by Real Inner Product Spaces (iii) and Elementary Identities in a Real Inner Product Space (iv), and record two remarks.

Remark (i). If f,g:U→Ef,g:U\to E are continuous on UU as maps into (E,d)(E,d) and λ∈R\lambda\in\mathbb{R}, then so are the maps x↦f(x)+g(x)x\mapsto f(x)+g(x) and x↦λ f(x)x\mapsto\lambda\,f(x). Indeed, for x,y∈Ux,y\in U the vector space identity (f(x)+g(x))−(f(y)+g(y))=(f(x)−f(y))+(g(x)−g(y))(f(x)+g(x))-(f(y)+g(y))=(f(x)-f(y))+(g(x)-g(y)) and The Norm Metric of a Real Inner Product Space: Triangle Inequalities, Limits and Continuity (i) give

d(f(x)+g(x),f(y)+g(y))≤d(f(x),f(y))+d(g(x),g(y)),d\bigl(f(x)+g(x),f(y)+g(y)\bigr)\le d\bigl(f(x),f(y)\bigr)+d\bigl(g(x),g(y)\bigr),

so that, given a positive ε\varepsilon, radii for ff and for gg at the positive number ε⋅2−1\varepsilon\cdot 2^{-1} (claim 8 of Elementary Order Arithmetic in an Ordered Field) and the lesser of the two (claim 9 there) witness continuity of the sum at yy relative to UU, by Continuous Map Between Metric Spaces. For the scalar multiple, d(λf(x),λf(y))=∣λ∣ d(f(x),f(y))d(\lambda f(x),\lambda f(y))=|\lambda|\,d(f(x),f(y)) by The Norm Metric of a Real Inner Product Space: Triangle Inequalities, Limits and Continuity (iii); if λ=0\lambda=0 the map is constant, and otherwise a radius for ff at ε ∣λ∣−1\varepsilon\,|\lambda|^{-1} serves.

Remark (ii). The same holds for maps U→Sym(E)U\to\mathrm{Sym}(E) continuous into (Sym(E),dSym)(\mathrm{Sym}(E),d_{\mathrm{Sym}}): by Elementary Properties of Bounded Symmetric Bilinear Forms: Norm, Quadratic Form, Order and Continuity (i) the set Sym(E)\mathrm{Sym}(E) is a vector space, so (b1+b1′)−(b2+b2′)=(b1−b2)+(b1′−b2′)(b_{1}+b_{1}')-(b_{2}+b_{2}')=(b_{1}-b_{2})+(b_{1}'-b_{2}') and λb1−λb2=λ(b1−b2)\lambda b_{1}-\lambda b_{2}=\lambda(b_{1}-b_{2}), and Elementary Properties of Bounded Symmetric Bilinear Forms: Norm, Quadratic Form, Order and Continuity (iii) gives

dSym(b1+b1′,b2+b2′)≤dSym(b1,b2)+dSym(b1′,b2′),dSym(λb1,λb2)=∣λ∣ dSym(b1,b2).d_{\mathrm{Sym}}(b_{1}+b_{1}',b_{2}+b_{2}')\le d_{\mathrm{Sym}}(b_{1},b_{2})+d_{\mathrm{Sym}}(b_{1}',b_{2}'),\qquad d_{\mathrm{Sym}}(\lambda b_{1},\lambda b_{2})=|\lambda|\,d_{\mathrm{Sym}}(b_{1},b_{2}).

The argument of remark (i) then applies verbatim.

Claim 1. Let c∈Rc\in\mathbb{R} and let k:U→Rk:U\to\mathbb{R} have constant value cc, and let x∈Ux\in U. Since UU is open, Open Subset of a Metric Space provides a positive ρ\rho with Bd(x,ρ)⊆UB_{d}(x,\rho)\subseteq U, so that x+z∈Ux+z\in U whenever ∣z∣<ρ|z|<\rho. For such zz, k(x+z)−k(x)−⟨0E,z⟩=0k(x+z)-k(x)-\langle 0_{E},z\rangle=0 by Elementary Identities in a Real Inner Product Space (ii), and 0≤ε∣z∣0\le\varepsilon|z| for every positive ε\varepsilon by claim 5 of Elementary Arithmetic in an Ordered Field; taking δ=ρ\delta=\rho for every ε\varepsilon shows that kk is differentiable at xx with gradient 0E0_{E}. The gradient map is constant, hence continuous on UU, so k∈C1(U)k\in C^{1}(U) by The Classes C1C^1 and C2C^2 on an Open Subset of a Real Inner Product Space (i). Moreover kk is differentiable at every point of Bd(x,ρ)B_{d}(x,\rho) and, for all w,y∈Ew,y\in E with ∣w∣<ρ|w|<\rho,

⟨Dk(x+w)−Dk(x),y⟩−0Sym(w,y)=⟨0E,y⟩−0=0,\langle Dk(x+w)-Dk(x),y\rangle-0_{\mathrm{Sym}}(w,y)=\langle 0_{E},y\rangle-0=0 ,

so taking δ=ρ\delta=\rho for every ε\varepsilon shows that 0Sym0_{\mathrm{Sym}} is a second derivative of kk at xx. The Hessian map is constant, hence continuous, and k∈C2(U)k\in C^{2}(U) by The Classes C1C^1 and C2C^2 on an Open Subset of a Real Inner Product Space (ii).

Claim 2. Suppose uu and vv are differentiable at xx, with gradients pp and qq. Let ε∈R\varepsilon\in\mathbb{R} be positive, let δu\delta_{u} and δv\delta_{v} be radii supplied by Fréchet Differentiability and the Gradient on an Open Subset of a Real Inner Product Space (i) for the positive number ε⋅2−1\varepsilon\cdot 2^{-1}, and let δ\delta be the lesser of the two, which is positive. Every z∈Ez\in E with ∣z∣<δ|z|<\delta satisfies x+z∈Ux+z\in U and, using ⟨p+q,z⟩=⟨p,z⟩+⟨q,z⟩\langle p+q,z\rangle=\langle p,z\rangle+\langle q,z\rangle (condition (b) of Real Inner Product Spaces (i)), claim 5 of Properties of the Absolute Value in an Ordered Field and claim 8 of Elementary Order Arithmetic in an Ordered Field,

∣(u+v)(x+z)−(u+v)(x)−⟨p+q,z⟩∣≤∣u(x+z)−u(x)−⟨p,z⟩∣+∣v(x+z)−v(x)−⟨q,z⟩∣≤ε ∣z∣.\bigl|(u+v)(x+z)-(u+v)(x)-\langle p+q,z\rangle\bigr|\le\bigl|u(x+z)-u(x)-\langle p,z\rangle\bigr|+\bigl|v(x+z)-v(x)-\langle q,z\rangle\bigr|\le\varepsilon\,|z| .

Hence u+vu+v is differentiable at xx with gradient p+qp+q.

Suppose in addition that uu and vv have second derivatives bu=D2u(x)b_{u}=D^{2}u(x) and bv=D2v(x)b_{v}=D^{2}v(x) at xx, with radii ρu\rho_{u} and ρv\rho_{v} as in The Second Derivative and the Hessian on an Open Subset of a Real Inner Product Space (i), and let ρ\rho be the lesser of the two, which is positive. Both uu and vv are differentiable at every point of Bd(x,ρ)⊆UB_{d}(x,\rho)\subseteq U, hence so is u+vu+v by the previous paragraph, with D(u+v)(y)=Du(y)+Dv(y)D(u+v)(y)=Du(y)+Dv(y) for every such yy. The form bu+bvb_{u}+b_{v} lies in Sym(E)\mathrm{Sym}(E) by Elementary Properties of Bounded Symmetric Bilinear Forms: Norm, Quadratic Form, Order and Continuity (i). Given a positive ε\varepsilon, let δ\delta be the lesser of ρ\rho and of the two radii supplied by that clause for ε⋅2−1\varepsilon\cdot 2^{-1}; for all w,y∈Ew,y\in E with ∣w∣<δ|w|<\delta, the identity

⟨D(u+v)(x+w)−D(u+v)(x),y⟩−(bu+bv)(w,y)=(⟨Du(x+w)−Du(x),y⟩−bu(w,y))+(⟨Dv(x+w)−Dv(x),y⟩−bv(w,y)),\langle D(u+v)(x+w)-D(u+v)(x),y\rangle-(b_{u}+b_{v})(w,y)=\bigl(\langle Du(x+w)-Du(x),y\rangle-b_{u}(w,y)\bigr)+\bigl(\langle Dv(x+w)-Dv(x),y\rangle-b_{v}(w,y)\bigr),

which uses condition (b) of Real Inner Product Spaces (i) and Bounded Symmetric Bilinear Forms on a Real Inner Product Space: Norm, Order, Identity Form and Restriction (iv), together with claim 5 of Properties of the Absolute Value in an Ordered Field, bounds the left-hand side in absolute value by ε ∣w∣ ∣y∣\varepsilon\,|w|\,|y|. Hence bu+bvb_{u}+b_{v} is a second derivative of u+vu+v at xx.

Finally, if u,v∈C1(U)u,v\in C^{1}(U) then u+vu+v is differentiable on UU with gradient map Du+DvDu+Dv, continuous by remark (i), so u+v∈C1(U)u+v\in C^{1}(U); and if u,v∈C2(U)u,v\in C^{2}(U) then in addition u+vu+v has at every x∈Ux\in U the second derivative D2u(x)+D2v(x)D^{2}u(x)+D^{2}v(x), and its Hessian map is continuous by remark (ii), so u+v∈C2(U)u+v\in C^{2}(U).

Claim 3. If λ=0\lambda=0 then λu\lambda u is the function with constant value 00, and claim 1 applies; moreover λ Du(x)=0E\lambda\,Du(x)=0_{E} and λ D2u(x)=0Sym\lambda\,D^{2}u(x)=0_{\mathrm{Sym}} by claim 3 of Elementary Identities in a Vector Space, applied in EE and in the vector space Sym(E)\mathrm{Sym}(E) of Elementary Properties of Bounded Symmetric Bilinear Forms: Norm, Quadratic Form, Order and Continuity (i), so the asserted formulas hold.

Suppose λ≠0\lambda\ne 0, so that 0<∣λ∣0<|\lambda| by claim 1 of Properties of the Absolute Value in an Ordered Field, and let uu be differentiable at xx with gradient pp. Given a positive ε\varepsilon, let δ\delta be the radius supplied by Fréchet Differentiability and the Gradient on an Open Subset of a Real Inner Product Space (i) for the positive number ε ∣λ∣−1\varepsilon\,|\lambda|^{-1}. For zz with ∣z∣<δ|z|<\delta, condition (c) of Real Inner Product Spaces (i) gives ⟨λp,z⟩=λ⟨p,z⟩\langle\lambda p,z\rangle=\lambda\langle p,z\rangle, so claim 4 of Properties of the Absolute Value in an Ordered Field and claim 5 of Elementary Arithmetic in an Ordered Field give

∣(λu)(x+z)−(λu)(x)−⟨λp,z⟩∣=∣λ∣ ∣u(x+z)−u(x)−⟨p,z⟩∣≤∣λ∣ ε ∣λ∣−1 ∣z∣=ε ∣z∣.\bigl|(\lambda u)(x+z)-(\lambda u)(x)-\langle\lambda p,z\rangle\bigr|=|\lambda|\,\bigl|u(x+z)-u(x)-\langle p,z\rangle\bigr|\le|\lambda|\,\varepsilon\,|\lambda|^{-1}\,|z|=\varepsilon\,|z| .

Hence λu\lambda u is differentiable at xx with gradient λp\lambda p. The second-derivative assertion follows in the same way from the identity

⟨D(λu)(x+w)−D(λu)(x),y⟩−(λ bu)(w,y)=λ (⟨Du(x+w)−Du(x),y⟩−bu(w,y)),\langle D(\lambda u)(x+w)-D(\lambda u)(x),y\rangle-(\lambda\,b_{u})(w,y)=\lambda\,\bigl(\langle Du(x+w)-Du(x),y\rangle-b_{u}(w,y)\bigr),

where bu=D2u(x)b_{u}=D^{2}u(x) and λbu∈Sym(E)\lambda b_{u}\in\mathrm{Sym}(E) by Elementary Properties of Bounded Symmetric Bilinear Forms: Norm, Quadratic Form, Order and Continuity (i), using condition (c) of Real Inner Product Spaces (i) and Bounded Symmetric Bilinear Forms on a Real Inner Product Space: Norm, Order, Identity Form and Restriction (iv). The class assertions follow from remarks (i) and (ii) as in claim 2.

Claim 4. For every y∈Uy\in U one has u(y)−v(y)=u(y)+(−1)v(y)u(y)-v(y)=u(y)+(-1)v(y) by claim 5 of Elementary Identities in a Vector Space applied in the vector space R\mathbb{R}, so u−vu-v is the function u+(−1)vu+(-1)v. Claims 2 and 3 therefore give every assertion, the gradient being Du(x)+(−1)Dv(x)=Du(x)−Dv(x)Du(x)+(-1)Dv(x)=Du(x)-Dv(x) and the second derivative D2u(x)+(−1)D2v(x)=D2u(x)−D2v(x)D^{2}u(x)+(-1)D^{2}v(x)=D^{2}u(x)-D^{2}v(x), by claim 5 of Elementary Identities in a Vector Space in EE and by Bounded Symmetric Bilinear Forms on a Real Inner Product Space: Norm, Order, Identity Form and Restriction (iv) in Sym(E)\mathrm{Sym}(E).

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