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Proof of Twice Differentiability of a Sum in Separated Variables

lemmalem:twice-differentiable-separated-2026a
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· 8,890 chars · 13 deps · depth 18 Reason: First publication of the proof: the estimate for the sum is tested first at increments in one factor only and then at general increments, which forces the off-diagonal block to vanish.

Openness follows from the norm identity for concatenation; the sum rule from adding the two second-order estimates at concatenated increments; and the splitting from testing the estimate for the sum first at increments in one factor only and then at general increments, which forces the off-diagonal block to vanish.

Proof

Throughout we use the notation of the statement. We use repeatedly claim 3 of Concatenation Identifies a Product of Euclidean Spaces with a Euclidean Space, which gives

ι(a1,a2)ι(b1,b2)=a1b1+a2b2,ι(b1,b2)2=b12+b22,\iota(a_{1},a_{2})\cdot\iota(b_{1},b_{2})=a_{1}\cdot b_{1}+a_{2}\cdot b_{2},\qquad \lVert\iota(b_{1},b_{2})\rVert^{2}=\lVert b_{1}\rVert^{2}+\lVert b_{2}\rVert^{2},

and claim 2 of that lemma, which gives ι(a1,a2)+ι(b1,b2)=ι(a1+b1,a2+b2)\iota(a_{1},a_{2})+\iota(b_{1},b_{2})=\iota(a_{1}+b_{1},a_{2}+b_{2}) and the corresponding identities for differences and scalar multiples. In particular, if h=ι(h1,h2)h=\iota(h_{1},h_{2}) then h12h2\lVert h_{1}\rVert^{2}\le\lVert h\rVert^{2} and h22h2\lVert h_{2}\rVert^{2}\le\lVert h\rVert^{2}, since the omitted summand is nonnegative, and hence h1h\lVert h_{1}\rVert\le\lVert h\rVert and h2h\lVert h_{2}\rVert\le\lVert h\rVert by claim 2 of Monotonicity of Squaring on the Nonnegative Elements of an Ordered Field.

Claim 1. Let xUx\in U and write x=ι(ξ,η)x=\iota(\xi,\eta) with ξU1\xi\in U_{1} and ηU2\eta\in U_{2}. Since U1U_{1} and U2U_{2} are open there are positive ρ1,ρ2\rho_{1},\rho_{2} with {ξ:dE(ξ,ξ)<ρ1}U1\{\xi':d_{E}(\xi',\xi)<\rho_{1}\}\subseteq U_{1} and {η:dE(η,η)<ρ2}U2\{\eta':d_{E}(\eta',\eta)<\rho_{2}\}\subseteq U_{2}; let ρ\rho be the smaller of the two, which is positive. Let xRNx'\in\mathbb{R}^{N} with dE(x,x)<ρd_{E}(x',x)<\rho and write x=ι(ξ,η)x'=\iota(\xi',\eta'), which is possible in exactly one way since ι\iota is a bijection. By claim 2 of Elementary Properties of the Euclidean Norm on Rn\mathbb{R}^n and the identities above, dE(x,x)=xx=ι(ξξ,ηη)d_{E}(x',x)=\lVert x'-x\rVert=\lVert\iota(\xi'-\xi,\eta'-\eta)\rVert, so ξξxx\lVert\xi'-\xi\rVert\le\lVert x'-x\rVert and ηηxx\lVert\eta'-\eta\rVert\le\lVert x'-x\rVert. Hence dE(ξ,ξ)<ρ1d_{E}(\xi',\xi)<\rho_{1} and dE(η,η)<ρ2d_{E}(\eta',\eta)<\rho_{2}, so ξU1\xi'\in U_{1}, ηU2\eta'\in U_{2} and xUx'\in U. Thus UU is open.

Claim 2. Let εR\varepsilon\in\mathbb{R} be positive. By Twice Differentiability at a Point §twice-differentiable there are positive δ1,δ2\delta_{1},\delta_{2} such that h1<δ1\lVert h_{1}\rVert<\delta_{1} implies ξ0+h1U1\xi_{0}+h_{1}\in U_{1} and

v1(ξ0+h1)v1(ξ0)p1h112h1(X1h1)εh12,\Bigl|v_{1}(\xi_{0}+h_{1})-v_{1}(\xi_{0})-p_{1}\cdot h_{1}-\tfrac{1}{2}h_{1}\cdot(X_{1}h_{1})\Bigr|\le\varepsilon\lVert h_{1}\rVert^{2},

and h2<δ2\lVert h_{2}\rVert<\delta_{2} implies η0+h2U2\eta_{0}+h_{2}\in U_{2} and the corresponding estimate for v2v_{2}. Let δ\delta be the smaller of δ1,δ2\delta_{1},\delta_{2}. Let hRNh\in\mathbb{R}^{N} with h<δ\lVert h\rVert<\delta and write h=ι(h1,h2)h=\iota(h_{1},h_{2}); then h1<δ1\lVert h_{1}\rVert<\delta_{1} and h2<δ2\lVert h_{2}\rVert<\delta_{2} by the remark above, so ξ0+h1U1\xi_{0}+h_{1}\in U_{1} and η0+h2U2\eta_{0}+h_{2}\in U_{2}, whence x0+h=ι(ξ0+h1,η0+h2)Ux_{0}+h=\iota(\xi_{0}+h_{1},\eta_{0}+h_{2})\in U and

w(x0+h)w(x0)=(v1(ξ0+h1)v1(ξ0))+(v2(η0+h2)v2(η0)).w(x_{0}+h)-w(x_{0})=\bigl(v_{1}(\xi_{0}+h_{1})-v_{1}(\xi_{0})\bigr)+\bigl(v_{2}(\eta_{0}+h_{2})-v_{2}(\eta_{0})\bigr).

Moreover ι(p1,p2)h=p1h1+p2h2\iota(p_{1},p_{2})\cdot h=p_{1}\cdot h_{1}+p_{2}\cdot h_{2} and, by Block Diagonal Symmetric Matrices and the Blocks of a Symmetric Matrix §quadratic-form, h((X1X2)h)=h1(X1h1)+h2(X2h2)h\cdot\bigl((X_{1}\oplus X_{2})h\bigr)=h_{1}\cdot(X_{1}h_{1})+h_{2}\cdot(X_{2}h_{2}). Therefore the quantity

w(x0+h)w(x0)ι(p1,p2)h12h((X1X2)h)w(x_{0}+h)-w(x_{0})-\iota(p_{1},p_{2})\cdot h-\tfrac{1}{2}h\cdot\bigl((X_{1}\oplus X_{2})h\bigr)

is the sum of the two quantities estimated above, so by claim 5 of Properties of the Absolute Value in an Ordered Field its absolute value is at most εh12+εh22=εh2\varepsilon\lVert h_{1}\rVert^{2}+\varepsilon\lVert h_{2}\rVert^{2}=\varepsilon\lVert h\rVert^{2}. Since X1X2S(N)X_{1}\oplus X_{2}\in\mathcal{S}(N) by Block Diagonal Symmetric Matrices and the Blocks of a Symmetric Matrix §diagonal, this is the assertion.

Claim 3. Let εR\varepsilon\in\mathbb{R} be positive and let δ\delta be positive with the property that every hRNh\in\mathbb{R}^{N} with h<δ\lVert h\rVert<\delta satisfies x0+hUx_{0}+h\in U and

w(x0+h)w(x0)ph12h(Zh)εh2.()\Bigl|w(x_{0}+h)-w(x_{0})-p\cdot h-\tfrac{1}{2}h\cdot(Zh)\Bigr|\le\varepsilon\lVert h\rVert^{2}. \tag{$\ast$}

First let h1Rmh_{1}\in\mathbb{R}^{m} with h1<δ\lVert h_{1}\rVert<\delta and put h=ι(h1,0Rn)h=\iota(h_{1},0_{\mathbb{R}^{n}}), so that h2=h12\lVert h\rVert^{2}=\lVert h_{1}\rVert^{2} and hence h=h1<δ\lVert h\rVert=\lVert h_{1}\rVert<\delta. Then x0+h=ι(ξ0+h1,η0)x_{0}+h=\iota(\xi_{0}+h_{1},\eta_{0}) lies in UU; since ι\iota is injective and every element of UU is ι(ξ,η)\iota(\xi,\eta) with ξU1\xi\in U_{1} and ηU2\eta\in U_{2}, this forces ξ0+h1U1\xi_{0}+h_{1}\in U_{1}. Furthermore w(x0+h)w(x0)=v1(ξ0+h1)v1(ξ0)w(x_{0}+h)-w(x_{0})=v_{1}(\xi_{0}+h_{1})-v_{1}(\xi_{0}), and ph=ι(p1,p2)ι(h1,0Rn)=p1h1p\cdot h=\iota(p_{1},p_{2})\cdot\iota(h_{1},0_{\mathbb{R}^{n}})=p_{1}\cdot h_{1}, while the displayed quadratic form identity of Block Diagonal Symmetric Matrices and the Blocks of a Symmetric Matrix §blocks gives

h(Zh)=h1(Z11h1)+2h1(Z120Rn)+0Rn(Z220Rn)=h1(Z11h1),h\cdot(Zh)=h_{1}\cdot(Z^{11}h_{1})+2\,h_{1}\cdot(Z^{12}0_{\mathbb{R}^{n}})+0_{\mathbb{R}^{n}}\cdot(Z^{22}0_{\mathbb{R}^{n}})=h_{1}\cdot(Z^{11}h_{1}),

the last two terms vanishing because Z120RnZ^{12}0_{\mathbb{R}^{n}} and Z220RnZ^{22}0_{\mathbb{R}^{n}} are origins by claim 1 of Linearity, Compatibility with the Matrix Product, and a Norm Bound for the Matrix-Vector Product, and because the dot product of any point with an origin is 00: an origin equals 0ζ0\cdot\zeta by Euclidean Space Rn\mathbb{R}^n is a Real Vector Space, so claim 5 of Bilinearity and Symmetry of the Dot Product on Rn\mathbb{R}^n gives w(0ζ)=0(wζ)=0w\cdot(0\cdot\zeta)=0\,(w\cdot\zeta)=0. So ()(\ast) reads

v1(ξ0+h1)v1(ξ0)p1h112h1(Z11h1)εh12.\Bigl|v_{1}(\xi_{0}+h_{1})-v_{1}(\xi_{0})-p_{1}\cdot h_{1}-\tfrac{1}{2}h_{1}\cdot(Z^{11}h_{1})\Bigr|\le\varepsilon\lVert h_{1}\rVert^{2}.

As ε\varepsilon was arbitrary and Z11S(m)Z^{11}\in\mathcal{S}(m) by Block Diagonal Symmetric Matrices and the Blocks of a Symmetric Matrix §blocks, the function v1v_{1} is twice differentiable at ξ0\xi_{0} with first-order coefficient p1p_{1} and Hessian Z11Z^{11}. The same argument with h=ι(0Rm,h2)h=\iota(0_{\mathbb{R}^{m}},h_{2}) shows that v2v_{2} is twice differentiable at η0\eta_{0} with first-order coefficient p2p_{2} and Hessian Z22Z^{22}.

Next we show that every entry of Z12Z^{12} is 00. Fix h1Rmh_{1}\in\mathbb{R}^{m} and h2Rnh_{2}\in\mathbb{R}^{n} and put g=ι(h1,h2)g=\iota(h_{1},h_{2}) and A=h1(Z12h2)A=h_{1}\cdot(Z^{12}h_{2}). Let ε\varepsilon be positive, let δ\delta be as in ()(\ast) for this ε\varepsilon, and let δ1,δ2\delta_{1},\delta_{2} be positive numbers witnessing, for the same ε\varepsilon, the twice differentiability of v1v_{1} at ξ0\xi_{0} and of v2v_{2} at η0\eta_{0} just established. Let τ\tau be the smallest of δ\delta, δ1\delta_{1} and δ2\delta_{2}, which is positive, and put Λ=1+g\Lambda=1+\lVert g\rVert, which is positive and satisfies gΛ\lVert g\rVert\le\Lambda, h1Λ\lVert h_{1}\rVert\le\Lambda and h2Λ\lVert h_{2}\rVert\le\Lambda by the remark at the start of this proof. By claim 3 of The Archimedean Property of the Real Numbers there is a positive σ\sigma with σ<τΛ1\sigma<\tau\,\Lambda^{-1}, and then σΛ<τ\sigma\Lambda<\tau, so that σg<δ\sigma\lVert g\rVert<\delta, σh1<δ1\sigma\lVert h_{1}\rVert<\delta_{1} and σh2<δ2\sigma\lVert h_{2}\rVert<\delta_{2}. Put h=σg=ι(σh1,σh2)h=\sigma g=\iota(\sigma h_{1},\sigma h_{2}). Subtracting the two estimates for v1v_{1} at increment σh1\sigma h_{1} and for v2v_{2} at increment σh2\sigma h_{2} from ()(\ast) at increment hh, and using

w(x0+h)w(x0)=(v1(ξ0+σh1)v1(ξ0))+(v2(η0+σh2)v2(η0)),w(x_{0}+h)-w(x_{0})=\bigl(v_{1}(\xi_{0}+\sigma h_{1})-v_{1}(\xi_{0})\bigr)+\bigl(v_{2}(\eta_{0}+\sigma h_{2})-v_{2}(\eta_{0})\bigr),

ph=p1(σh1)+p2(σh2)p\cdot h=p_{1}\cdot(\sigma h_{1})+p_{2}\cdot(\sigma h_{2}) and, by Block Diagonal Symmetric Matrices and the Blocks of a Symmetric Matrix §blocks,

h(Zh)=(σh1)(Z11σh1)+2(σh1)(Z12σh2)+(σh2)(Z22σh2),h\cdot(Zh)=(\sigma h_{1})\cdot(Z^{11}\sigma h_{1})+2(\sigma h_{1})\cdot(Z^{12}\sigma h_{2})+(\sigma h_{2})\cdot(Z^{22}\sigma h_{2}),

we obtain, by claim 5 of Properties of the Absolute Value in an Ordered Field,

σ2Aεh2+εσh12+εσh22=2εσ2g2,\bigl|\sigma^{2}A\bigr|\le\varepsilon\lVert h\rVert^{2}+\varepsilon\lVert\sigma h_{1}\rVert^{2}+\varepsilon\lVert\sigma h_{2}\rVert^{2}=2\varepsilon\sigma^{2}\lVert g\rVert^{2},

using h2=σ2g2\lVert h\rVert^{2}=\sigma^{2}\lVert g\rVert^{2} and σh12+σh22=σ2g2\lVert\sigma h_{1}\rVert^{2}+\lVert\sigma h_{2}\rVert^{2}=\sigma^{2}\lVert g\rVert^{2}. Dividing by the positive number σ2\sigma^{2} gives A2εg2|A|\le2\varepsilon\lVert g\rVert^{2}. This holds for every positive ε\varepsilon, with AA and g\lVert g\rVert fixed; if g2=0\lVert g\rVert^{2}=0 then A0|A|\le0 and A=0A=0 at once, while if g2\lVert g\rVert^{2} is positive and A|A| were positive, then claim 3 of The Archimedean Property of the Real Numbers would supply a positive ε\varepsilon with ε<A(2g2)1\varepsilon<|A|\,\bigl(2\lVert g\rVert^{2}\bigr)^{-1}, hence with 2εg2<A2\varepsilon\lVert g\rVert^{2}<|A|, contradicting the bound just proved. Hence A=0A=0; that is,

h1(Z12h2)=0for all h1Rm, h2Rn.h_{1}\cdot(Z^{12}h_{2})=0\qquad\text{for all }h_{1}\in\mathbb{R}^{m},\ h_{2}\in\mathbb{R}^{n}.

Take h1=eih_{1}=e_{i}, the iith standard basis vector of Rm\mathbb{R}^{m}, and h2=ejh_{2}=e_{j}, the jjth standard basis vector of Rn\mathbb{R}^{n}. By Matrix-Vector Product the iith coordinate of Z12ejZ^{12}e_{j} is l=1n(Z12)il(ej)l=(Z12)ij\sum_{l=1}^{n}(Z^{12})_{il}(e_{j})_{l}=(Z^{12})_{ij}, by claim 7 of Properties of Finite Sums; and the iith coordinate of a point zz equals zeiz\cdot e_{i} by Orthonormal Families, Standard Basis Vectors, and Plane Rotations of Euclidean Space, so (Z12)ij=ei(Z12ej)=0(Z^{12})_{ij}=e_{i}\cdot(Z^{12}e_{j})=0. Thus every entry of Z12Z^{12} is 00, and Z=Z11Z22Z=Z^{11}\oplus Z^{22} by Block Diagonal Symmetric Matrices and the Blocks of a Symmetric Matrix §blocks.

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