TheoremBase

All claims are read off from the entry description of a block matrix and from the action and bilinear form of a block matrix on concatenated vectors, together with the description of the norm of a symmetric matrix as a least upper bound over the closed unit ball.

Proof

Throughout we use the notation of the statement. We record first that for any real p×qp\times q matrix all of whose entries are 00 and any v∈Rqv\in\mathbb{R}^{q} one has 0p×qv=0Rp0_{p\times q}v=0_{\mathbb{R}^{p}}, since by Matrix-Vector Product the iith coordinate of 0p×qv0_{p\times q}v is ∑j=1q0⋅vj\sum_{j=1}^{q}0\cdot v_{j}, a finite sum all of whose summands are 00 and hence equal to 00 by claim 7 of Properties of Finite Sums; and that ζ⋅0Rp=0\zeta\cdot 0_{\mathbb{R}^{p}}=0 for every ζ∈Rp\zeta\in\mathbb{R}^{p}, by the same argument applied to the coordinate description of the dot product.

Claim 1. By Block Matrix with Two Row Blocks and Two Column Blocks, the entries of X⊕YX\oplus Y are (X⊕Y)kl=Xkl(X\oplus Y)_{kl}=X_{kl} for k,l∈[m]k,l\in[m], (X⊕Y)k,m+j=0(X\oplus Y)_{k,m+j}=0 for k∈[m]k\in[m] and j∈[n]j\in[n], (X⊕Y)m+i,l=0(X\oplus Y)_{m+i,l}=0 for i∈[n]i\in[n] and l∈[m]l\in[m], and (X⊕Y)m+i,m+j=Yij(X\oplus Y)_{m+i,m+j}=Y_{ij} for i,j∈[n]i,j\in[n]. Let k,l∈[N]k,l\in[N]. By the trichotomy recorded in the statement, each of kk and ll either lies in [m][m] or has the form m+im+i with i∈[n]i\in[n], and exactly one of these holds; in each of the four resulting cases the entry in position (k,l)(k,l) equals the entry in position (l,k)(l,k), using Xkl=XlkX_{kl}=X_{lk} in the first case, Yij=YjiY_{ij}=Y_{ji} in the fourth, and 0=00=0 in the two mixed cases. Hence X⊕YX\oplus Y is symmetric and lies in S(N)\mathcal{S}(N).

The entries of (X⊕Y)−(X′⊕Y′)(X\oplus Y)-(X'\oplus Y') are the differences of the corresponding entries, by Difference of Real Matrices; comparing the four cases above with the corresponding entries of (X−X′)⊕(Y−Y′)(X-X')\oplus(Y-Y'), and using 0−0=00-0=0 in the mixed cases, gives equality of the two matrices. Similarly, the (k,l)(k,l) entry of (aIm)⊕(aIn)(aI_{m})\oplus(aI_{n}) is, in the four cases, a(Im)kla(I_{m})_{kl}, 00, 00 and a(In)ija(I_{n})_{ij}; by Identity Matrix and Standard Basis Vectors this equals aa when k=lk=l and 00 otherwise, since in the two mixed cases kk and ll are distinct by the trichotomy, and since k=lk=l forces k,lk,l to lie in the same one of the two ranges. That is exactly the (k,l)(k,l) entry of aINaI_{N}.

Claim 2. Apply claim 2 of Action and Quadratic Form of a Block Matrix with A=XA=X, B=0m×nB=0_{m\times n}, C=0n×mC=0_{n\times m}, D=YD=Y and with ξ′=ξ\xi'=\xi, η′=η\eta'=\eta:

ι(ξ,η)⋅((X⊕Y)ι(ξ,η))=ξ⋅(Xξ)+ξ⋅(0m×nη)+η⋅(0n×mξ)+η⋅(Yη),\iota(\xi,\eta)\cdot\bigl((X\oplus Y)\iota(\xi,\eta)\bigr)=\xi\cdot(X\xi)+\xi\cdot(0_{m\times n}\eta)+\eta\cdot(0_{n\times m}\xi)+\eta\cdot(Y\eta),

and the two middle terms vanish by the facts recorded at the start.

Claim 3. Since ≤\le is a total order on R\mathbb{R}, one of ∥X∥\lVert X\rVert and ∥Y∥\lVert Y\rVert is at least the other; let λ\lambda be the larger. Let w∈RNw\in\mathbb{R}^{N} with ∥w∥≤1\lVert w\rVert\le1 and write w=ι(ξ,η)w=\iota(\xi,\eta), which is possible in exactly one way since ι\iota is a bijection. By claim 3 of Concatenation Identifies a Product of Euclidean Spaces with a Euclidean Space, ∥w∥2=∥ξ∥2+∥η∥2\lVert w\rVert^{2}=\lVert\xi\rVert^{2}+\lVert\eta\rVert^{2}. By claim 2 above, claim 5 of Properties of the Absolute Value in an Ordered Field and claim 2 of Properties of the Norm of a Symmetric Real Matrix,

∣w⋅((X⊕Y)w)∣≤∥X∥ ∥ξ∥2+∥Y∥ ∥η∥2≤λ(∥ξ∥2+∥η∥2)=λ∥w∥2≤λ,\bigl|w\cdot\bigl((X\oplus Y)w\bigr)\bigr|\le\lVert X\rVert\,\lVert\xi\rVert^{2}+\lVert Y\rVert\,\lVert\eta\rVert^{2}\le\lambda\bigl(\lVert\xi\rVert^{2}+\lVert\eta\rVert^{2}\bigr)=\lambda\lVert w\rVert^{2}\le\lambda,

using ∥w∥2≤1\lVert w\rVert^{2}\le1, which follows from ∥w∥≤1\lVert w\rVert\le1 by claim 2 of Monotonicity of Squaring on the Nonnegative Elements of an Ordered Field. Hence λ\lambda is an upper bound for the set of Norm of a Symmetric Real Matrix and ∥X⊕Y∥≤λ\lVert X\oplus Y\rVert\le\lambda.

Conversely, let ξ∈Rm\xi\in\mathbb{R}^{m} with ∥ξ∥≤1\lVert\xi\rVert\le1 and put w=ι(ξ,0Rn)w=\iota(\xi,0_{\mathbb{R}^{n}}). Then ∥w∥2=∥ξ∥2≤1\lVert w\rVert^{2}=\lVert\xi\rVert^{2}\le1, so ∥w∥≤1\lVert w\rVert\le1, and claim 2 gives w⋅((X⊕Y)w)=ξ⋅(Xξ)+0Rn⋅(Y0Rn)=ξ⋅(Xξ)w\cdot\bigl((X\oplus Y)w\bigr)=\xi\cdot(X\xi)+0_{\mathbb{R}^{n}}\cdot(Y0_{\mathbb{R}^{n}})=\xi\cdot(X\xi). Hence ∣ξ⋅(Xξ)∣≤∥X⊕Y∥|\xi\cdot(X\xi)|\le\lVert X\oplus Y\rVert for every such ξ\xi, and therefore ∥X∥≤∥X⊕Y∥\lVert X\rVert\le\lVert X\oplus Y\rVert. The same argument with w=ι(0Rm,η)w=\iota(0_{\mathbb{R}^{m}},\eta) gives ∥Y∥≤∥X⊕Y∥\lVert Y\rVert\le\lVert X\oplus Y\rVert, so λ≤∥X⊕Y∥\lambda\le\lVert X\oplus Y\rVert and the two bounds give ∥X⊕Y∥=λ\lVert X\oplus Y\rVert=\lambda.

For the distance, claim 1 gives (X⊕Y)−(X′⊕Y′)=(X−X′)⊕(Y−Y′)(X\oplus Y)-(X'\oplus Y')=(X-X')\oplus(Y-Y'), so by Distance Between Symmetric Real Matrices and what has just been proved, dS(N)(X⊕Y,X′⊕Y′)=∥(X−X′)⊕(Y−Y′)∥d_{\mathcal{S}(N)}(X\oplus Y,X'\oplus Y')=\lVert(X-X')\oplus(Y-Y')\rVert is the larger of ∥X−X′∥=dS(m)(X,X′)\lVert X-X'\rVert=d_{\mathcal{S}(m)}(X,X') and ∥Y−Y′∥=dS(n)(Y,Y′)\lVert Y-Y'\rVert=d_{\mathcal{S}(n)}(Y,Y').

For the last assertion, note that a real number is smaller than ε\varepsilon if the larger of it and a second number is, and that the larger of two numbers is smaller than ε\varepsilon exactly when both are. Suppose (Xk⊕Yk)(X_{k}\oplus Y_{k}) converges to X⊕YX\oplus Y and let ε\varepsilon be positive; taking NN from Convergent Sequence in a Metric Space we get, for k≥Nk\ge N, that the larger of dS(m)(Xk,X)d_{\mathcal{S}(m)}(X_{k},X) and dS(n)(Yk,Y)d_{\mathcal{S}(n)}(Y_{k},Y) is smaller than ε\varepsilon, hence so is each of them; so both sequences converge. Conversely, if both converge, choose N1N_{1} and N2N_{2} for ε\varepsilon and put N=N1+N2N=N_{1}+N_{2}, which is at least each of them; for k≥Nk\ge N both distances, and hence their larger, are smaller than ε\varepsilon.

Claim 4. By The Positive Semidefinite Ordering on Symmetric Matrices, X⊕Y⪯X′⊕Y′X\oplus Y\preceq X'\oplus Y' means that

ξ⋅(Xξ)+η⋅(Yη)≤ξ⋅(X′ξ)+η⋅(Y′η)\xi\cdot(X\xi)+\eta\cdot(Y\eta)\le\xi\cdot(X'\xi)+\eta\cdot(Y'\eta)

for all ξ∈Rm\xi\in\mathbb{R}^{m} and η∈Rn\eta\in\mathbb{R}^{n}, by claim 2 and the fact that every w∈RNw\in\mathbb{R}^{N} is ι(ξ,η)\iota(\xi,\eta) for exactly one pair. If X⪯X′X\preceq X' and Y⪯Y′Y\preceq Y', adding the two defining inequalities gives the display. Conversely, taking η=0Rn\eta=0_{\mathbb{R}^{n}} in the display and using 0Rn⋅(Y0Rn)=0=0Rn⋅(Y′0Rn)0_{\mathbb{R}^{n}}\cdot(Y0_{\mathbb{R}^{n}})=0=0_{\mathbb{R}^{n}}\cdot(Y'0_{\mathbb{R}^{n}}) gives ξ⋅(Xξ)≤ξ⋅(X′ξ)\xi\cdot(X\xi)\le\xi\cdot(X'\xi) for all ξ\xi, that is X⪯X′X\preceq X'; taking ξ=0Rm\xi=0_{\mathbb{R}^{m}} gives Y⪯Y′Y\preceq Y'.

Claim 5. For i,j∈[m]i,j\in[m] we have (Z11)ij=Zij=Zji=(Z11)ji(Z^{11})_{ij}=Z_{ij}=Z_{ji}=(Z^{11})_{ji}, so Z11∈S(m)Z^{11}\in\mathcal{S}(m); likewise (Z22)ij=Zm+i,m+j=Zm+j,m+i=(Z22)ji(Z^{22})_{ij}=Z_{m+i,m+j}=Z_{m+j,m+i}=(Z^{22})_{ji}, so Z22∈S(n)Z^{22}\in\mathcal{S}(n).

Let WW be the block matrix determined by Z11Z^{11}, Z12Z^{12}, (Z12)⊤(Z^{12})^{\top} and Z22Z^{22}. By Block Matrix with Two Row Blocks and Two Column Blocks its entries are Wkl=(Z11)kl=ZklW_{kl}=(Z^{11})_{kl}=Z_{kl} for k,l∈[m]k,l\in[m]; Wk,m+j=(Z12)kj=Zk,m+jW_{k,m+j}=(Z^{12})_{kj}=Z_{k,m+j}; Wm+i,l=((Z12)⊤)il=(Z12)li=Zl,m+i=Zm+i,lW_{m+i,l}=\bigl((Z^{12})^{\top}\bigr)_{il}=(Z^{12})_{li}=Z_{l,m+i}=Z_{m+i,l}, the last step by symmetry of ZZ and the middle step by Transpose of a Real Matrix; and Wm+i,m+j=(Z22)ij=Zm+i,m+jW_{m+i,m+j}=(Z^{22})_{ij}=Z_{m+i,m+j}. By the trichotomy every pair of indices in [N][N] falls under exactly one of these four cases, so W=ZW=Z.

If every entry of Z12Z^{12} is 00 then Z12=0m×nZ^{12}=0_{m\times n} and, by Transpose of a Real Matrix, (Z12)⊤=0n×m(Z^{12})^{\top}=0_{n\times m}, so Z=W=Z11⊕Z22Z=W=Z^{11}\oplus Z^{22}. Conversely if Z=Z11⊕Z22Z=Z^{11}\oplus Z^{22} then, comparing entries in position (i,m+j)(i,m+j) using the entry description in the proof of claim 1, (Z12)ij=Zi,m+j=0(Z^{12})_{ij}=Z_{i,m+j}=0 for all i∈[m]i\in[m] and j∈[n]j\in[n].

Finally, applying claim 2 of Action and Quadratic Form of a Block Matrix to W=ZW=Z with ξ′=ξ\xi'=\xi and η′=η\eta'=\eta,

ι(ξ,η)⋅(Zι(ξ,η))=ξ⋅(Z11ξ)+ξ⋅(Z12η)+η⋅((Z12)⊤ξ)+η⋅(Z22η).\iota(\xi,\eta)\cdot\bigl(Z\iota(\xi,\eta)\bigr)=\xi\cdot(Z^{11}\xi)+\xi\cdot(Z^{12}\eta)+\eta\cdot\bigl((Z^{12})^{\top}\xi\bigr)+\eta\cdot(Z^{22}\eta).

By claim 5 of Elementary Properties of the Transpose of a Real Matrix together with claim 1 of that lemma and claim 1 of The Dot Product on Rn\mathbb{R}^n Is Symmetric, Bilinear and Positive Definite,

η⋅((Z12)⊤ξ)=(((Z12)⊤)⊤η)⋅ξ=(Z12η)⋅ξ=ξ⋅(Z12η),\eta\cdot\bigl((Z^{12})^{\top}\xi\bigr)=\Bigl(\bigl((Z^{12})^{\top}\bigr)^{\top}\eta\Bigr)\cdot\xi=(Z^{12}\eta)\cdot\xi=\xi\cdot(Z^{12}\eta),

so the two middle terms are equal and their sum is 2 ξ⋅(Z12η)2\,\xi\cdot(Z^{12}\eta).

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