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$|Ax|\leq |Bx|$ iff $A\leq B$

Let $A,B$ be positive semidefinite self-adjoint operator on some finite inner product space. Is it true that $|Ax|\leq |Bx|$ for every vector $x$ iff $A\leq B$ [this notation means $B-A$ is positive ...
Eric Ley's user avatar
  • 1,194
1 vote
1 answer
47 views

Given a positive definite matrix S, and a symmetric matrix A with small errors as S. How to prove that A is positive definite?

This is problem 4.14 in Multivariable Calculus with Applications by Peter D. Lax & Maria Shea Terrell. A symmetric 2 by 2 matrix $A$ has been computed numerically with small errors as a symmetric ...
Jason Qian's user avatar
1 vote
1 answer
69 views

Prove a lower bound on eigenvalues of a class of matrices

I am not sure if this is trivial or not. Let $\mathbf{A} \in \mathbb{R}^{n \times n}$ be real and symmetric, with the property that $$ \mathbf{A}_{ii} = 1, \quad \mathbf{A}_{ij} \in [0,1], \quad i,j \...
Pink and Floyd's user avatar
0 votes
0 answers
28 views

Is there an explicit formula for the eigenvalues and eigenvectors of this particular symmetric matrix? [duplicate]

Consider a symmetric $n\times n$ matrix with the elements $A_{ij}=\min(i,j)$, i.e.: $$A=\begin{pmatrix} 1 & 1 & \cdots & 1 \\ 1 & 2 & \cdots & 2 \\ \vdots & \vdots & \...
QuantumWiz's user avatar
0 votes
1 answer
40 views

Semi-definiteness of symmetric matrix with some zero diagonal elements

Let we have a symmetric matrix $$ A=A^T\in\mathbb R^{n\times n} $$such that some of its diagonal elements are zero. Is it true that $A$ is semidefinite only if it is diagonal?
mm12's user avatar
  • 51
2 votes
0 answers
51 views

Lower Bound on the Minimum Eigenvalue of a Hollow Symmetric Matrix with Entries in $[0,1]$

Let $\mathbf{A}$ be a hollow symmetric real $n \times n$ matrix, where each entry $A_{i,j} \in [0,1]$ and $A_{i,i} = 0$ for all $i$. I would like to establish a lower bound for the minimum eigenvalue $...
Ran's user avatar
  • 51
8 votes
0 answers
287 views

Bounds on the Eigenvalues of Perturbations of a Symmetric Matrix

Let us fix $\varepsilon\in (0,1)$ and $\beta\in\mathbb R$. Consider the $2 n\times 2n$ symmetric tridiagonal probability matrix $$Q_n :=\begin{bmatrix} 1-\frac{ε}{2} & \frac{ε}{2} & & &...
Matheus Manzatto's user avatar
1 vote
0 answers
43 views

A relation about norms of a block matrix.

Suppose $M = \begin{bmatrix} A & B \\ B^{T} & C \\ \end{bmatrix}$, where $A$ and $C$ are $n\times n$ real symmetric matrices and $B$ is an arbitrary $n\times n$ real matrix. By calculating ...
Saiba Midori's user avatar
1 vote
1 answer
62 views

How to recover the vector $x$ when multiplying it with a matrix $A$ that has a specific structure

I have the matrix with specific structure as below: $$A = \left[ \begin{matrix} a & -b& -c& d \\ b & e& -d& -f \\ c & -d& a& -b \\ d & f& b & ...
Sajjad's user avatar
  • 167
3 votes
1 answer
83 views

For what $A$ the linear map $f(B):=AB^T+BA^T$ surjective, defined as a linear map between suitable vector spaces defined below?

Let $V$ denote the space of $m\times m$ real square matrices. Let $W$ denote the space of $m\times m$ real symmetric square matrices. For an $m\times m$ square (not necessarily symmetric) matrix $A,$ ...
Learning Math's user avatar
0 votes
1 answer
78 views

Rank of matrix $a_i \cdot b_j + a_j \cdot b_i$ [duplicate]

Find the rank of the matrix $d_{ij} = a_i \cdot b_j + a_j \cdot b_i$, where $a$ and $b$ are arbitrary vectors. I noticed that $C = a \cdot b^T = \begin{bmatrix} a_{1} \\ ... \\ ...
Disciple's user avatar
  • 371
1 vote
1 answer
51 views

Suppose that the eigenvalue of largest magnetude of $P$ is simple. Is it true that the the same happens to $U P$ for any unitary matrix $U$?

Suppose that $P = [p_{i,j}]_{1\leq i,j\leq n}$ is an $n\times n$ matrix such that: $p_{i,j}\geq 0$ for all $i,j\in\{0,1,\ldots,n\};$ $\sum_{j=1}^n p_{i,j}=1$; $P$ is a symmetric matrix, $p_{i,j}=p_{j,...
Matheus Manzatto's user avatar
2 votes
1 answer
58 views

Rank of a matrix $A$

Let $$A=\begin{pmatrix} a_{11} & a_{12} & a_{13} & a_{14} \\ a_{12} & a_{13} & a_{14} & a_{24} \\ a_{13} & a_{14} & a_{24} & a_{34} \\ a_{14} & a_{24} & a_{...
Sandeep Tiwari's user avatar
1 vote
2 answers
68 views

Congruent diagonalization using row and column operations

Let $$A=\begin{pmatrix} 1 & 2 & 3\\ 2 & 4 & 6\\ 3 & 6 & 9 \end{pmatrix}.$$ Find an invertible matrix $P$ such that $P^tAP$ is diagonal. Let me start by saying that I already ...
user926356's user avatar
  • 1,304
0 votes
1 answer
39 views

Is it true that $D A P D^T = A D P D^T$ if $P$ is symmetrical, positive definite and $D$ is diagonal?

I know in general, matrix multiplication is not commutative, but would it be true in this special case? $D A P D^T = A D P D^T$ where $A, D, P$ are all $n by n$ matrix. But $P$ is symmetrical and ...
zvi's user avatar
  • 199
1 vote
0 answers
50 views

How to decompose the Hessian matrix of a 3rd degree polynomial into 2 or more vectors/matrices?

I am trying to figure out what can be said about the spectral radius of the Hessian of a 3rd degree random polynomial defined over a unit hypercube, drawing on known results in random matrix theory. ...
ufghd34's user avatar
  • 113
1 vote
0 answers
21 views

Fastest way to divide by a symmetric positive matrix

Say $P_{yx}$ is a general $(n_y,n_x)$ matrix. Say $P_y$ is symmetric, positive definite, of size $(n_y,n_y)$. I want to compute $GT=P_y\backslash P_{yx}$ (matrix left division, or perhaps more ...
Parker Lewis's user avatar
1 vote
1 answer
40 views

A matrix inequality $X - \frac{1}{u^\top Xu} Xuu^\top X \succeq Y - \frac{1}{u^\top Yu} Yuu^\top Y$

Problem. Let $n\ge 2$. Let $X, Y$ be $n\times n$ real symmetric positive definite (PD) matrices with $X \succeq Y$ (i.e. $X - Y$ is positive semi-definite (PSD)). Let $u\ne 0$ be a $n\times 1$ real ...
River Li's user avatar
  • 42.7k
1 vote
0 answers
75 views

A question about permutation similarity of symmetric matrices

Let $A , B \in M_{4 \times 4}(\mathbb{R}_{\geq 0})$. Matrices $A, B$ are $\textbf{permutation similar}$ if there exists a permutation matrix such that $A= PBP^T$. Define $\mathrm{diag}(A)$ to be the ...
Sajid Bin Mahamud's user avatar
0 votes
0 answers
39 views

Equivalence for a matrix to be symmetric

Let $A\in\mathbb R^{n\times n}$ with the QR-decomposition $A=QR$ ($Q$ orthogonal, $R$ upper triangular matrix). I asked myself if the following statement holds: $$A\in\mathbb R^{n\times n}\text{ ...
PeteMath555's user avatar
0 votes
0 answers
48 views

Inverse and Determinant of Matrix $Axx^TA+cA$

Fix $c \in \mathbb{R}$, a symmetric (if needed, positive definite) $n \times n$ real matrix $A$, and $x \in \mathbb{R}^{n \times 1}$. I need help computing the determinant and inverse of the $n \times ...
温泽海's user avatar
  • 2,953
1 vote
0 answers
36 views

Singular values as min max of absolute rayleigh quotient

Consider a real symmetric matrix M, satisfying $\mathbf{1}^\intercal M = \mathbf{1}^\intercal$ having eigenvalues $1=\lambda_1 \gt\|\lambda_2\| \geq \|\lambda_3\| .... \geq \| \lambda_n\|$, then can I ...
the-nihilist-ninja's user avatar
0 votes
1 answer
31 views

Lyapunov Special Symmetric Case [closed]

Consider the Lyapunov equation: $$AX+XA = B$$ and assume that $A$ is symmetric positive definite and $B$ is symmetric. I am not able to proof that $X=X^{T}$ holds. Would be grateful if somebody could ...
Lost_In_Math's user avatar
0 votes
2 answers
54 views

Writing convention of Courant–Fischer theorem

Let $A \in \mathcal{M}_n(\mathbb{R})$ be a symmetric matrix and $\lambda_1 \leq \lambda_2\dots\leq\lambda_n$ be its real eigenvalues taken with multiplicities. Let $1\leq i_1 \leq i_2\dots\leq i_k\leq ...
user avatar
0 votes
2 answers
89 views

Why $X^\perp=\text{span}\space\{x_{k+1}\dots,x_n\}$ true?

Given the set $X=\{x_1,x_2,\dots\,x_k\}$ be a orthonormal set of eigenvectors of a symmetric matrix $A\in\mathcal M_n(\mathbb{R})$. Then I don't understand why $X^\perp=\text{span}\space\{x_{k+1}\dots,...
user avatar
0 votes
1 answer
310 views

Different versions of Courant–Fischer theorem

Let $A \in \mathcal{M}_n(\mathbb{R})$ be a symmetric matrix and $\lambda_1 \leq \lambda_2\dots\leq\lambda_n$ be its real eigenvalues taken with multiplicities. Let $1\leq i_1 \leq i_2\dots\leq i_k\leq ...
user avatar
1 vote
1 answer
98 views

Prove that if $\lambda$ is an eigenvalue of a symplectic matrix, then $\frac{1}{\lambda}$ is also an eigenvalue of such matrix

I´m trying to solve the following problem: A symplectic $n\times n$ matrix $A$ follows this conditions: $J$ is a $n\times n$ matrix $J^2=-I$ $A^TJA=J$ $n$ is an even number Prove that if $\lambda$ ...
gnzlama's user avatar
  • 187
5 votes
1 answer
155 views

Solving Xa=b for an unknown matrix X

I'm interested in studying the solutions of $Xa=b$ for an unknown square matrix $X$, and given (known) column vectors $a$ and $b$ in $\mathbb{R}^n$. For any numerical $a, b$, one can directly attempt ...
Philip M's user avatar
  • 467
0 votes
0 answers
50 views

Given a symmetric diagonally dominant matrix, does $-|a_{ii}|\le \sum_{j\neq i} a_{ij}$ hold?

I am studying linear algebra and I am playing with some basic notion (symmetric matrices, pivots, diagonal matrices etc). Let $A\in\mathbb R^{n\times n}$ be a symmetric matrix and consider the ...
Physics user's user avatar
0 votes
0 answers
78 views

There is a permutation matrix $P$ such that $PAP^{T}$ is in this form for symmetric $A$

Suppose that $A$ is a real matrix and is symmetric and nonzero, then I want to prove that there is a permutation matrix $P$ such that $PAP^{T}=\left[\begin{array}{ll} B & E^{\top} \\ E & C \...
YuerCauchy's user avatar
2 votes
0 answers
50 views

Counting number of free parameters from a matrix constraint equation

How many free parameters does a $28 \times 28$ symmetric matrix $M$ have if it is subjected to a constraint $$M^T L M=L \tag{1}$$ where $$L=\begin{bmatrix} 0&I_6&0\\I_6&0&0\\0&0&...
Sanjana's user avatar
  • 396
-1 votes
1 answer
135 views

Relationship between eigenvalues when the same change is applied to two different adjacency matrices of graphs with the same eigenvalues

I'm attacking to solve the graph isomorphism problem using the adjacent matrices. I would appreciate it if someone could show me whether following conjecture works or not. I expect this conjecture to ...
Yasunori Ohto's user avatar
0 votes
1 answer
84 views

Is there a symmetric matrix with integer coefficients of order n?

Let $n$ be a positive integer. It is easy to find a symmetric matrix with complex coefficients with order $n$ i.e. $A^n = I$, one can just consider the diagonal matrix with $n$-th roots of units. A ...
Luiz Felipe Garcia's user avatar
21 votes
1 answer
2k views

Every matrix is a product of two symmetric matrices

Let $\mathbb{F}$ be a field with char $\mathbb{F} \neq 2$. Let $A \in M_n(\mathbb{F})$. Does there exist symmetric matrices $B,C \in M_n(\mathbb{F})$ such that $A=BC$? The answer is yes when $\mathbb{...
MinaaaaaniM's user avatar
0 votes
3 answers
117 views

Symmetric property of symmetric matrices [closed]

Are symmetric matrices symmetric about a particular axis geometrically ? Or is the property defined only for the matrix representation of the linear transformation? If you consider a unit square, ...
Jay's user avatar
  • 53
0 votes
0 answers
20 views

Eigendecomposition of a real symmetric matrix obtained by "projection"

I have a real square matrix $s\times s$ that writes $$ M = PU\Lambda U^\top P^\top $$ with $P = \left( \mathrm{I}_s ,0\right)\in \mathbb{R}^{s\times r}$, $U \in \mathbb{R}^{r\times r}$ orthogonal, and ...
Piou42's user avatar
  • 1
0 votes
1 answer
68 views

Under which conditions is the sum of two symmetric and invertible matrices invertible?

I am using a numerical method that involves a matrix $$ Z = X + Y, $$ where $X$ and $Y$ are both symmetric and invertible. The numerical method then proceeds to invert $Z$ for computations. In ...
Meclassic's user avatar
  • 477
0 votes
0 answers
29 views

Criterion for a non-trivial overlap of null spaces of real-symmetric matrices

I have two large real-symmetric matrices $A,B\in \mathbb{R}^{N\times N}$, which obey $A \cdot B = 0 = B \cdot A$, meaning that they both commute (and thus share eigenvectors) and anticommute. I am ...
Tomáš Bzdušek's user avatar
0 votes
0 answers
25 views

Matrix-free definition for an operation on symmetric positive semidefinite bilinear forms

Let $SPD_2(\mathbb{R}^n)$ be the set of all symmetric and positive semidefinite bilinear forms $f: \mathbb{R}^n \times \mathbb{R}^n \to \mathbb{R}$. Define a binary operation $(f,g) \mapsto f \ast g$ ...
Alberto's user avatar
  • 513
0 votes
0 answers
147 views

The matrix exponential of a positive definite matrix is also positive definite [duplicate]

Let $L$ be a $n \times n$ symmetric positive definite matrix. Prove that for $t>0$ that the matrix exponential $e^{-tL}$ is also symmetric positive definite.
Eto's user avatar
  • 57
2 votes
0 answers
82 views

When do the eigenvalues of a symmetric matrix belong to its field?

Every polynomial is the characteristic polynomial of a matrix (see companion matrix). Therefore, the eigenvalues of a matrix over a field $\mathbb F$ must belong to $\mathbb F$ if, and only if, $\...
Alma Arjuna's user avatar
  • 5,643
5 votes
1 answer
133 views

When is an invertible symmetric logic matrix unimodular?

I am currently interested in invertible symmetric logical matrices, or, $(0,1)$-matrices, i.e., $n \times n$ matrices whose entries are either $0$ or $1$ (integers). I noticed that many invertible ...
Apple's user avatar
  • 293
0 votes
1 answer
82 views

How to prove the inequality $\det\left(\sum_{i=1}^k{A_i^TA_i}\right) \geq 0$ for matrices $A_1, \dots, A_k\in M_n(\mathbb{R})$? [duplicate]

I am exploring a mathematical problem involving two natural numbers, $n$ and $k$ ($n, k \geq 1$), and a collection of matrices $A_1, \dots, A_k \in M_n(\mathbb{R})$. The goal is to establish the ...
user avatar
0 votes
1 answer
68 views

Minimizing $x^T A x$ subject to $B x \leq b$

Given $$ A = \begin{bmatrix} 4 & 0 & 1 \\ 0 & 2 & 0 \\ 1 & 0 & 1 \end{bmatrix}, \qquad B = \begin{bmatrix} 1 & 2 & -3 \\ 5 & 2 & 1 \end{bmatrix}, \qquad b = \...
Adithya Ram's user avatar
0 votes
1 answer
45 views

For a polar decompoistion $A=BJ$, the matrices $A$ and $B$ commute

Suppose $A$ is an invertible real $n\times n$ matrix, and consider its (unique) polar decomposition $A=BJ$ where $B$ is positive definite symmetric and $J$ is orthogonal. Is it true that $AB=BA$? ...
blancket's user avatar
  • 1,920
1 vote
1 answer
147 views

Dimension of $\mathfrak{sp}(2n, \mathbb{R})$

I'm computing the dimension of $\mathrm{Sp}(2n, \mathbb{R})$ and I've shown that its Lie algebra is $\mathfrak{sp}(2n, \mathbb{R})=\{X\in\mathrm{Mat}_{2n}(\mathbb{R})\mid XJ+JX^\mathrm{T}=0\}$, where $...
一団和気's user avatar
0 votes
1 answer
49 views

Finding the Vector $v$ for a Given Householder Matrix Transformation of Non-Collinear Vectors $a$ and $b$

Consider a vector $v$ in $\mathbb{R}^{n\times1}$. The Householder matrix is defined as follows: $$H(v)=I-\dfrac{2vv^T}{v^Tv}.$$ It can be demonstrated that $H(v)$ is symmetric and orthonormal. The ...
user avatar
1 vote
1 answer
64 views

Dimension of a Matrix subspace

What is the dimension and the number of basis vectors for a subspace of 3×3 symmetric matrices? Earlier my professor told us that the dimension and the number of basis vectors for a subspace are the ...
Shadow Nik's user avatar
1 vote
0 answers
22 views

Ordering positive definite matrices with diagonal matrices

Let $A \succ 0$ be a Hermitian positive definite matrix. I'm trying to understand the claim that there exists a (diagonal) positive definite matrix $B \succ 0$ such that $A \prec B$, that is, $B-A$ is ...
twist_lsk's user avatar
1 vote
0 answers
31 views

Name for 3 full diagonal matrix

I was wondering if there is a name or a terminology for a matrix with 3 full diagonals. It is similar with tridiagonal matrices, where the later is only centered at diagonal. For such a matrix, $$\...
Silentmovie's user avatar

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