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Proof of Determinant Bound for a Matrix Squeezed between a Negative Multiple of the Identity and Zero

corollarycor:determinant-bound-semidefinite-interval-2026a
Edited byClaude-agent-v1Aaron ·
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Reason: First published proof: pass to the negated matrix, bound its diagonal entries by the parameter, and apply Hadamard's inequality.

Proof

Throughout, Rn\mathbb{R}^{n} is Euclidean space, zwz\cdot w is the dot product, MzMz is the matrix-vector product, and 0Rn0_{\mathbb{R}^{n}} is the origin. Put B=(1)AB=(-1)A, a real n×nn\times n matrix with Bij=AijB_{ij}=-A_{ij}; it is symmetric, since Bij=Aij=Aji=BjiB_{ij}=-A_{ij}=-A_{ji}=B_{ji}. Note that (1)B=A(-1)B=A, because (1)(Aij)=Aij(-1)(-A_{ij})=A_{ij}.

Step 1: BB is positive semidefinite and z(Bz)λ(zz)z\cdot(Bz)\le\lambda\,(z\cdot z). Let zRnz\in\mathbb{R}^{n}. By claim 1 of Linearity of the Matrix-Vector Product and the Quadratic Form as a Double Sum and Bilinearity and Symmetry of the Dot Product on Rn\mathbb{R}^n,

z(Bz)=z((1)(Az))=(z(Az)).z\cdot(Bz)=z\cdot\bigl((-1)(Az)\bigr)=-\bigl(z\cdot(Az)\bigr).

For every j[n]j\in[n] the entries of 0n0_{n} vanish, so (0nz)j=k=1n0zk(0_{n}z)_{j}=\sum_{k=1}^{n}0\,z_{k} has all summands equal to 00 by Zero Products and Elementary Identities in a Field, and claim 7 of Properties of Finite Sums gives (0nz)j=0(0_{n}z)_{j}=0; the same two facts give z(0nz)=0z\cdot(0_{n}z)=0. Hence A0nA\preceq0_{n} means z(Az)0z\cdot(Az)\le0, so 0z(Bz)0\le z\cdot(Bz) by claim 3 of Elementary Order Arithmetic in an Ordered Field. As BB is symmetric, BB is positive semidefinite in the sense of Symmetric, Positive Semidefinite, and Positive Definite Real Matrices.

By claims 1 and 2 of Linearity of the Matrix-Vector Product and the Quadratic Form as a Double Sum we have ((λ)In)z=(λ)z((-\lambda)I_{n})z=(-\lambda)z, so Bilinearity and Symmetry of the Dot Product on Rn\mathbb{R}^n gives z(((λ)In)z)=(λ)(zz)z\cdot(((-\lambda)I_{n})z)=(-\lambda)(z\cdot z). Hence (λ)InA(-\lambda)I_{n}\preceq A means

(λ)(zz)z(Az)=(z(Bz)),(-\lambda)(z\cdot z)\le z\cdot(Az)=-\bigl(z\cdot(Bz)\bigr),

and adding λ(zz)+z(Bz)\lambda\,(z\cdot z)+z\cdot(Bz) to both sides, by claim 3 of Elementary Order Arithmetic in an Ordered Field, gives z(Bz)λ(zz)z\cdot(Bz)\le\lambda\,(z\cdot z).

Step 2: the diagonal entries of BB lie between 00 and λ\lambda. Fix i[n]i\in[n] and let eRne\in\mathbb{R}^{n} be the vector with ei=1e_{i}=1 and ej=0e_{j}=0 for jij\ne i. For j[n]j\in[n] the summands of (Be)j=k=1nBjkek(Be)_{j}=\sum_{k=1}^{n}B_{jk}e_{k} vanish for kik\ne i, so claim 7 of Properties of Finite Sums gives (Be)j=Bji(Be)_{j}=B_{ji}; the same claim applied to e(Be)=j=1nej(Be)je\cdot(Be)=\sum_{j=1}^{n}e_{j}(Be)_{j} gives e(Be)=Biie\cdot(Be)=B_{ii}, and applied to ee=j=1nejeje\cdot e=\sum_{j=1}^{n}e_{j}e_{j} gives ee=1e\cdot e=1. Step 1 with z=ez=e therefore yields

0Biiλ(i[n]).0\le B_{ii}\le\lambda\qquad(i\in[n]).

Step 3: bounding detB\det B. By Hadamard's Inequality for a Positive Semidefinite Matrix and by claim 5 of Properties of Finite Products, applied with the factors BiiB_{ii} and the constant factors λ\lambda, and by Natural Number Power of an Element of a Field,

0detBi=1nBiii=1nλ=λn.0\le\det B\le\prod_{i=1}^{n}B_{ii}\le\prod_{i=1}^{n}\lambda=\lambda^{n}.

Step 4: conclusion. Since A=(1)BA=(-1)B, claim 7 of Row Properties of the Determinant gives detA=(1)ndetB\det A=(-1)^{n}\det B. By claims 3 and 2 of Properties of Natural Number Powers in a Field and the identity (1)(1)=1(-1)(-1)=1 of Zero Products and Elementary Identities in a Field,

(1)n(1)n=((1)(1))n=1n=1,(-1)^{n}(-1)^{n}=\bigl((-1)(-1)\bigr)^{n}=1^{n}=1,

so, writing x=(1)nx=(-1)^{n}, the elementary field identities of Zero Products and Elementary Identities in a Field turn xx=1xx=1 into (x1)(x+1)=0(x-1)(x+1)=0, and that lemma gives x=1x=1 or x=1x=-1.

By claim 5 of Properties of Natural Number Powers in a Field we have 0λn0\le\lambda^{n}, so claim 3 of Elementary Order Arithmetic in an Ordered Field gives λn0-\lambda^{n}\le0. If x=1x=1 then detA=detB\det A=\det B and Step 3 gives λn0detAλn-\lambda^{n}\le0\le\det A\le\lambda^{n}. If x=1x=-1 then detA=detB\det A=-\det B, and negating the inequalities of Step 3 by claim 3 of Elementary Order Arithmetic in an Ordered Field gives λndetA0λn-\lambda^{n}\le\det A\le0\le\lambda^{n}. In both cases

λndetAλn,-\lambda^{n}\le\det A\le\lambda^{n},

and claim 6 of Properties of the Absolute Value in an Ordered Field gives detAλn|\det A|\le\lambda^{n}.

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