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QuantumInfo.ForMathlib.HermitianMat.NonSingular

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theorem

The scalar product of a unit cc and an invertible matrix MM is invertible

#isUnit_smul

Let RR and SS be rings, and let MM be a d×dd \times d square matrix over SS. If cRc \in R is a unit and MM is an invertible matrix (i.e., a unit in the matrix ring), then the scalar product cMc \cdot M is also an invertible matrix.

theorem

Non-zero natural numbers are units in Matrix d×dd \times d over characteristic zero fields

#isUnit_natCast

Let nn be a natural number such that n0n \neq 0, and let FF be a field with characteristic zero. Then the scalar matrix nIn \cdot I (the natural number nn cast into the space of d×dd \times d matrices over FF) is a unit in the ring of matrices.

theorem

Non-zero real scalar multiplication of an invertible matrix rMr \cdot M is invertible

#isUnit_real_smul

Let rr be a real number such that r0r \neq 0, and let MM be a d×dd \times d matrix over a field k\mathbb{k}. If MM is an invertible matrix, then the scalar multiple rMr \cdot M is also an invertible matrix.

theorem

Non-zero real scalar matrices are invertible

#isUnit_real_cast

Let rr be a real number such that r0r \neq 0. In the space of d×dd \times d matrices over a field k\mathbb{k}, the scalar matrix rIr \cdot I (where II is the identity matrix) is invertible (an unit).

theorem

Non-singularity of AA implies mat(A)\text{mat}(A) is a unit

#isUnit_mat_of_nonSingular

Given a Hermitian matrix AA, if AA is non-singular, then its underlying matrix mat(A)\text{mat}(A) is a unit (i.e., it is invertible) in the ring of matrices.

theorem

AA is Non-Singular \leftrightarrow A.matA.\text{mat} is Unit

#nonsingular_iff_isUnit

For a Hermitian matrix AA, AA is non-singular if and only if its underlying matrix A.matA.\text{mat} is a unit in the ring of matrices (i.e., it is invertible).

instance

If A.matA.\text{mat} is invertible, then AA is non-singular

#instHasInv_of_invertible

Let AA be a Hermitian matrix. If the underlying matrix A.matA.\text{mat} is invertible (i.e., there exists an instance of `Invertible A.mat`), then AA is non-singular.

instance

A non-singular Hermitian matrix AA implies A.matA.mat is invertible

#instInvertible_of_hasInv

Given a Hermitian matrix AA such that it is non-singular (i.e., its underlying matrix A.matA.mat is a unit in the matrix ring), then A.matA.mat is an invertible element.

instance

The identity Hermitian matrix is non-singular

#instNonSingularOfNat

Let RR be a ring and nn be a natural number. The identity matrix 11 in the space of n×nn \times n Hermitian matrices over RR is non-singular.

theorem

A positive definite Hermitian matrix is non-singular

#nonSingular_of_posDef

Let AA be a Hermitian matrix. If the underlying matrix AmatA_{\text{mat}} is positive definite (denoted as Amat.PosDefA_{\text{mat}} \text{.PosDef}), then AA is non-singular.

theorem

A positive semidefinite matrix is non-singular if and only if it is positive definite

#nonSingular_iff_posDef_of_PSD

Let AA be a Hermitian matrix such that A0A \ge 0 (i.e., AA is positive semidefinite) according to the Loewner partial order. Then, AA is non-singular if and only if AA is positive definite (A>0A > 0).

theorem

Non-singularity of AA implies non-singularity of cAc \cdot A for cR×c \in \mathbb{R}^\times

#nonSingular_smul

Let AA be a Hermitian matrix and cc be a real number. If AA is non-singular (i.e., its underlying matrix is invertible) and cc is a unit (i.e., c0c \neq 0), then the scalar product cAc \cdot A is also non-singular.

theorem

AA is non-singular     0σ(A)\iff 0 \notin \sigma(A)

#nonSingular_iff_zero_notMem_spectrum

A Hermitian matrix AA is non-singular if and only if zero is not contained in its spectrum σ(A)\sigma(A), where the spectrum is taken over the real numbers R\mathbb{R}.

theorem

AA is non-singular \leftrightarrow all eigenvalues of A0A \neq 0

#nonSingular_iff_eigenvalue_ne_zero

A Hermitian matrix AA is non-singular if and only if all of its eigenvalues λi\lambda_i are non-zero.

theorem

Non-singularity of Hermitian Matrix AA iff det(A)0\det(A) \neq 0

#nonSingular_iff_det_ne_zero

A Hermitian matrix AA is non-singular if and only if its determinant is non-zero, det(A)0\det(A) \neq 0.

theorem

Non-singularity of Hermitian Matrix AA iff kerA=\ker A = \bot

#nonSingular_iff_ker_bot

A Hermitian matrix AA is non-singular if and only if its kernel is trivial, denoted as ker(A)={0}\ker(A) = \{0\} (or kerA=\ker A = \bot in the context of submodule lattice).

theorem

NonSingular Asupport(A)=\text{NonSingular } A \leftrightarrow \text{support}(A) = \top

#nonSingular_iff_support_top

A Hermitian matrix AA is non-singular if and only if its support is the top element of the subspace lattice (i.e., its support is the entire space), denoted as support(A)=\text{support}(A) = \top.

theorem

Non-singularity of A-A iff Non-singularity of AA

#nonSingular_iff_neg

For a Hermitian matrix AA, the matrix A-A is non-singular if and only if AA is non-singular.

theorem

Nonsingularity of A1    A^{-1} \iff Nonsingularity of AA

#nonSingular_iff_inv

A Hermitian matrix A1A^{-1} is nonsingular if and only if the Hermitian matrix AA is nonsingular. Here, A1A^{-1} denotes the matrix inverse of AA.

theorem

Non-singularity of AkBA \otimes_k B matches non-singularity of AA and BB

#nonSingular_iff_kronecker

Let AA and BB be Hermitian matrices indexed by non-empty types nn and mm respectively. The Kronecker product AkBA \otimes_k B is non-singular if and only if both AA and BB are non-singular.

theorem

Non-singularity of Hermitian matrix AA is invariant under congruence CACC^* A C for invertible CC

#nonSingular_iff_conj

Let AA be a Hermitian matrix and CC be an invertible matrix (i.e., CC is a unit). Then the congruence transformation of AA by CC, denoted CACC^* A C, is non-singular if and only if AA is non-singular.

theorem

Non-singularity of Hermitian matrix is invariant under reindexing

#nonSingular_iff_reindex

Let AA be a Hermitian matrix indexed by nn, and let e:nme: n \simeq m be a bijection between index types nn and mm. Let A.reindex(e)A.\text{reindex}(e) denote the Hermitian matrix indexed by mm such that its entries are given by (A.reindex(e))i,j=Ae1(i),e1(j)(A.\text{reindex}(e))_{i, j} = A_{e^{-1}(i), e^{-1}(j)}. Then A.reindex(e)A.\text{reindex}(e) is non-singular if and only if AA is non-singular.

theorem

Empty Hermitian matrices are non-singular

#nonSingular_empty

Let AA be a Hermitian matrix of size n×nn \times n. If the index set nn is empty (i.e., AA is a 0×00 \times 0 matrix), then AA is non-singular.

theorem

The determinant of a non-singular Hermitian matrix is non-zero (det(A)0\det(A) \neq 0).

#nonSingular_det_ne_zero

Let AA be a Hermitian matrix. Then the determinant of AA is non-zero, denoted as det(A)0\det(A) \neq 0. *(Note: Based on the context of the neighbor statement `HermitianMat.nonSingular_iff_det_ne_zero`, this theorem identifies that a non-singular Hermitian matrix has a non-zero determinant.)*

theorem

AA is non-singular kerA=\leftrightarrow \ker A = \bot

#nonSingular_ker_bot

Let AA be a Hermitian matrix. The matrix AA is non-singular if and only if its kernel is trivial, denoted as kerA={0}\ker A = \{0\} (or ker A=\text{ker } A = \bot).

theorem

Non-singularity of AA implies support(A)=\text{support}(A) = \top

#nonSingular_support_top

For a Hermitian matrix AA, if AA is non-singular, then its support is the top element of the lattice of subspaces (i.e., the entire space), denoted as support(A)=\text{support}(A) = \top.

instance

The negation of a Hermitian matrix A-A is non-singular

#nonSingular_neg

Let AA be a Hermitian matrix. The negation of the matrix, A-A, is non-singular.

instance

Non-singularity of AA implies non-singularity of A1A^{-1}

#nonSingular_inv

If a Hermitian matrix AA is non-singular, then its inverse A1A^{-1} is also non-singular.

instance

The Kronecker product of Hermitian matrices is non-singular

#nonSingular_kron

Let AA and BB be Hermitian matrices indexed by non-empty sets nn and mm respectively. Then the Kronecker product AkBA \otimes_k B is non-singular.

theorem

If CC is invertible, then the congruence CACC^* A C is non-singular

#nonSingular_conj

Let AA be a Hermitian matrix and CC be a matrix. If CC is an invertible matrix (i.e., it is a unit in the ring of matrices), then the congruence transformation of AA by CC, defined as A.conj CA.\text{conj } C, is a non-singular matrix.

instance

Non-singularity of AA is preserved under conjugation by a non-singular Hermitian matrix BB

#nonSingular_conj_isometry

Let AA and BB be Hermitian matrices of size nn over the field K\mathbb{K}. If BB is non-singular, then the congruence transformation (conjugation) of AA by the matrix of BB, denoted as BABB A B^*, is also non-singular.

theorem

00 is not in the spectrum of a non-singular Hermitian matrix AA

#nonSingular_zero_notMem_spectrum

Let AA be a Hermitian matrix. Then 00 is not contained in the spectrum of AA over R\mathbb{R}, denoted by 0σ(A)0 \notin \sigma(A).

theorem

AA is non-singular \leftrightarrow all eigenvalues of AA are non-zero

#nonSingular_eigenvalue_ne_zero

For a Hermitian matrix AA, the matrix is non-singular if and only if all of its eigenvalues λi\lambda_i are non-zero, i.e., i,λi0\forall i, \lambda_i \neq 0.