TheoremBase

Block Diagonal Symmetric Matrices and the Blocks of a Symmetric Matrix

For a splitting of a dimension into two parts, records the symmetry, quadratic form, norm, distance and ordering of block diagonal symmetric matrices, and identifies the three blocks of an arbitrary symmetric matrix.

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], sequences, and Euclidean space with its sum and difference of points, dot product and Euclidean norm ∥ ⋅ ∥\lVert\,\cdot\,\rVert, the real matrices, their sums, differences and scalar multiples, the transpose, the matrix-vector product, the identity matrices IpI_{p} and the zero matrices 0p×q0_{p\times q}, the sets S(p)\mathcal{S}(p) of symmetric real matrices, the positive semidefinite ordering ⪯\preceq, the norm ∥P∥\lVert P\rVert, the distance dS(p)d_{\mathcal{S}(p)} and the notions of convergence they determine and the concatenation map ι\iota and the block matrix notation, are all as fixed there.

Let

ι:Rm×Rn→RN\iota:\mathbb{R}^{m}\times\mathbb{R}^{n}\to\mathbb{R}^{N}

be the concatenation map of Euclidean Space and Real Matrices: Standing Notation (vii), a bijection, for which every k∈[N]k\in[N] satisfies exactly one of k∈[m]k\in[m] and k=m+jk=m+j with j∈[n]j\in[n] unique; the two-by-two array notation for block matrices is the one fixed in that clause. For X∈S(m)X\in\mathcal{S}(m) and Y∈S(n)Y\in\mathcal{S}(n) write

X⊕Y=(X0m×n0n×mY),X\oplus Y=\begin{pmatrix}X&0_{m\times n}\\0_{n\times m}&Y\end{pmatrix},

with the zero matrices 0m×n0_{m\times n} and 0n×m0_{n\times m} of Euclidean Space and Real Matrices: Standing Notation (ii).

Let X,X′∈S(m)X,X'\in\mathcal{S}(m), let Y,Y′∈S(n)Y,Y'\in\mathcal{S}(n), let ξ∈Rm\xi\in\mathbb{R}^{m}, let η∈Rn\eta\in\mathbb{R}^{n} and let a∈Ra\in\mathbb{R}. Then the following hold.

1. (Block diagonal matrices are symmetric) X⊕Y∈S(N)X\oplus Y\in\mathcal{S}(N); moreover (X⊕Y)−(X′⊕Y′)=(X−X′)⊕(Y−Y′)(X\oplus Y)-(X'\oplus Y')=(X-X')\oplus(Y-Y') and (aIm)⊕(aIn)=aIN(aI_{m})\oplus(aI_{n})=aI_{N}.

2. (The quadratic form splits) ι(ξ,η)⋅((X⊕Y) ι(ξ,η))=ξ⋅(Xξ)+η⋅(Yη)\iota(\xi,\eta)\cdot\bigl((X\oplus Y)\,\iota(\xi,\eta)\bigr)=\xi\cdot(X\xi)+\eta\cdot(Y\eta).

3. (Norm, distance and limits) ∥X⊕Y∥\lVert X\oplus Y\rVert is the larger of the two real numbers ∥X∥\lVert X\rVert and ∥Y∥\lVert Y\rVert, and consequently dS(N)(X⊕Y,X′⊕Y′)d_{\mathcal{S}(N)}(X\oplus Y,X'\oplus Y') is the larger of dS(m)(X,X′)d_{\mathcal{S}(m)}(X,X') and dS(n)(Y,Y′)d_{\mathcal{S}(n)}(Y,Y'). Hence, for sequences (Xk)k∈N(X_{k})_{k\in\mathbb{N}} in S(m)\mathcal{S}(m) and (Yk)k∈N(Y_{k})_{k\in\mathbb{N}} in S(n)\mathcal{S}(n), the sequence (Xk⊕Yk)k∈N(X_{k}\oplus Y_{k})_{k\in\mathbb{N}} converges to X⊕YX\oplus Y in S(N)\mathcal{S}(N) if and only if (Xk)(X_{k}) converges to XX in S(m)\mathcal{S}(m) and (Yk)(Y_{k}) converges to YY in S(n)\mathcal{S}(n).

4. (The ordering splits) X⊕Y⪯X′⊕Y′X\oplus Y\preceq X'\oplus Y' if and only if both X⪯X′X\preceq X' and Y⪯Y′Y\preceq Y'.

5. (The blocks of a symmetric matrix) Let Z∈S(N)Z\in\mathcal{S}(N) and define real matrices Z11Z^{11}, Z12Z^{12} and Z22Z^{22}, of sizes m×mm\times m, m×nm\times n and n×nn\times n, by

(Z11)ij=Zij,(Z12)ij=Zi, m+j,(Z22)ij=Zm+i, m+j,(Z^{11})_{ij}=Z_{ij},\qquad (Z^{12})_{ij}=Z_{i,\,m+j},\qquad (Z^{22})_{ij}=Z_{m+i,\,m+j},

the indices ranging over i,j∈[m]i,j\in[m] in the first case, over i∈[m]i\in[m] and j∈[n]j\in[n] in the second, and over i,j∈[n]i,j\in[n] in the third. Then Z11∈S(m)Z^{11}\in\mathcal{S}(m), Z22∈S(n)Z^{22}\in\mathcal{S}(n),

Z=(Z11Z12(Z12)⊤Z22),Z=\begin{pmatrix}Z^{11}&Z^{12}\\ (Z^{12})^{\top}&Z^{22}\end{pmatrix},

and Z=Z11⊕Z22Z=Z^{11}\oplus Z^{22} if and only if every entry of Z12Z^{12} equals 00. Moreover

ι(ξ,η)⋅(Z ι(ξ,η))=ξ⋅(Z11ξ)+2 ξ⋅(Z12η)+η⋅(Z22η),\iota(\xi,\eta)\cdot\bigl(Z\,\iota(\xi,\eta)\bigr)=\xi\cdot(Z^{11}\xi)+2\,\xi\cdot(Z^{12}\eta)+\eta\cdot(Z^{22}\eta),

where 22 denotes 1+11+1.

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