For specific question about eigenvectors of a matrix or a linear operator.

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1answer
41 views

Fast way to calculate Eigen of 2x2 matrix using a formula

I found this site: http://www.math.harvard.edu/archive/21b_fall_04/exhibits/2dmatrices/index.html Which shows a very fast and simple way to get Eigen vectors for a 2x2 matrix. While harvard is quite ...
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3answers
34 views

Eigenvector Proof $(I+A)^{-1}$.

Show that the eigenvectors of the $n \times n$ matrix A are also eigenvectors of the matrix $$M = (I+A)^{-1} $$ Where I is the $n \times n$ unit matrix. Determine the eigenvalues. My Work: ...
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21 views

Gershgorin interval of an eigenvalue and the largest coordinate of the corresponding eigenvector

Let $A=(a_{ij})$ be a $n\times n$ -- symmetric matrix with positive diagonal entries. The smallest eigenvalue, $\lambda_1$, is simple, and the corresponding unit eigenvector has all coordinates, ...
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1answer
38 views

Solve a System with Variable

Given these matrices, how does one find two real solutions? $dx/dt$ = $\begin{bmatrix} 3 & -5\\ 5 & 3 \end{bmatrix}x$ with $x(0) = \begin{bmatrix} 2\\ -3 \end{bmatrix}$
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1answer
34 views

Same eigenvalues, different eigenvectors but orthogonal

I am using a two different computational libraries to calculate the eigenvectors and eigenvalues of a symmetric matrix. The results show that the eigenvalues calculated with both libraries are exactly ...
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2answers
49 views

Common eigenvector of two linear transformation matrices

I have two linear transformation matrices \begin{pmatrix} 3 & 2 \\ -2 & 1 \end{pmatrix} and \begin{pmatrix} 1-a & -a \\ a & 1 \end{pmatrix} How to find out what the value of ...
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1answer
40 views

generalized eigenvector for 3x3 matrix with 1 eigenvalue, 2 eigenvectors

I am trying to find a generalized eigenvector in this problem. (I understand the general theory goes much deeper, but we are only responsible for a limited number of cases.) I have found ...
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2answers
72 views

Diagonalising a $2 \times 2$ and $3 \times 3$ matrix

For each of the following matrices $A$, find an invertible matrix $P$ over $C$ such that $P^{-1}AP$ is upper triangular: $$A = \begin{bmatrix}4 & 1\\-1 & 2\end{bmatrix} \quad \text{ ...
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1answer
33 views

Normal matrices with orthogonal basis

we have a theorem that says that each REAL normal matrix can be written in terms of an orthonormal basis, so that it has its eigenvalues down the diagonal and 2x2 matrices of the form $\begin{pmatrix} ...
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2answers
54 views

Finding the eigenvectors of a matrix.

Find the normalized eigenvectors of this matrix: $A=\begin{bmatrix}2&1&1\\1&2&1\\1&1&2\end{bmatrix}$ My work: $$\det(A-\lambda I) =(\lambda-1)^2(\lambda-4)$$ $$\lambda_1=1, ...
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1answer
49 views

Linear Algebra - Can I use RREF to solve augmented matrix for eigenvector?

I am solving David Lay's 4th edition 7.1 number 16. So here's the problem. The original matrix: $$\begin{bmatrix}-7 & 24 \\ 24 & 7\end{bmatrix} \ ,$$ with eigenvalues $\pm 25$. I am having ...
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Are there eigenvectors, eigenvalues, and characteristic functions for non-linear vector fields?

An eigenvector is a vector in the preimage of the transformation whose direction is not changed when the transformation is applied. It seems like the concept of eigenvectors and eigenvalues would ...
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0answers
23 views

Deriving left eigenvector from the left eigenvector of transpose

How would I find the left eigenvector of A * A' if the left eigenvector of of A' * A is v?
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1answer
75 views

Interpretation of eigenvectors of cross product

If we fix a non-zero vector $\boldsymbol{v}\in\mathbb{R}^3$, then the linear map $\boldsymbol{x}\mapsto\boldsymbol{v}\times\boldsymbol{x}$ has trivial eigenvectors $\boldsymbol{x}_1=t\boldsymbol{v}$ ...
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32 views

nodal lines in the dirichlet problem on unit disk

In the Dirichlet problem if nodal lines do not touch $\partial\Omega$ (unit disk), what happens to the eigenvalues? Thanks for help
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45 views

Vandermonde question

I'm studying time series analysis and in my book I came a cross with the following proof (The proof is actually the last page, but I posted as much information as possible on the problem): I have ...
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2answers
34 views

Does a constant eigenvalue of a linearly parameter-dependent matrix have a constant eigenvector?

Let $A(\alpha)=A_0+\alpha A_1$, with $A_0,A_1\in\mathbb R^{n\times n}$ and $\alpha\in\mathbb R$, such that there exists a $\lambda\in\mathbb C$ with the property that for all $\alpha$: $\det(\lambda ...
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1answer
36 views

Eigenpairs Differential equation

Consider the linear system Y'=AY given by Y'=\left[\begin{matrix}3 & 2 \\ -9 & -6\end{matrix}\right]Y A. Compute the eigenpairs for the coefficient matrix A So far I have lambdas= 0 and -3 ...
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32 views

MATLAB eig(A,B) of a positive semi-definite matrix pair (A,B) gives complex eigenvalues

A and B both are 151 by 151 psd matrices, I want to solve the generalized eigenvalue proplem A * v = Lambda * B * v when using MATLAB function eig() [V,D] = eig(A,B) I get complex numbers in both ...
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1answer
54 views

problem with 4x4 matrix with big elements

I have a homework for my linear algebra class at my university the thing is that we get a 4x4 matrix A then we have to find it's Transpose which is pretty easy and then find the matrix B=(A^T)*A also ...
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1answer
63 views

Eigenvector with eigen value of 1

How is an eigenvector with eigen value of 1, say v, multiplied by its transpose the identity matrix? v' * v = I?
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1answer
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diagonalizing a matrix $A$: can $P$ be bigger than $A$?

can you have a P bigger than the original A matrix? in other words after I found the eigenvalues I then found all the eigenvectors so when I constructed the P vector turns out to be bigger than my ...
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2answers
58 views

Eigenvector of matrix of equal numbers

For matrix the matrix $$A = \begin{bmatrix} 3&1&1\\ 1&3&1\\ 1&1&3\\ \end{bmatrix}$$ with eigenvalues $\lambda_1=5$, $\lambda_2=2$, $\lambda_3=2$, I am trying to find the ...
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0answers
32 views

Diagonalizing the sum of a matrix and a multiple of the identity matrix

Suppose we have a matrix $A = B+\lambda I$, where $B\in \mathbb{R}^{n\times n}$, $I$ is the identity matrix and $\lambda\in \mathbb{R}$. If I know the eigenvalues and eigenvectors of $B$, what can I ...
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2answers
25 views

Matrix multiplication and eigen vectors

If $a$ is a right eigenvector of $S$ and $R^T$ with eigenvalue $1$. How would determine $a^TRSa$? Is $Sa$ simply $a$? Any hints that apply here would be greatly appreciated.
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21 views

Properties of eigenvectors

If a is a right eigenvector of Z and b is a right eigen vector of Y, is a * b' a right eigenvector of Z * Y?
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32 views

Collapsing of data points without Normalisation [closed]

Am trying to formulate a model with different data sets. What is the best way to bring them together without using normalisation? What algorithms?
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2answers
58 views

Eigenvalues and Eigenvectors of $X'X$ and $XX'$

I am trying to derive (or prove) the relationship between the eigenvalues and eigenvectors of the matrices $X'X$ and $XX'$. It is fairly intuitive that they are related but I cannot derive the ...
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20 views

Simultaneous orthogonalization for rectangular matrices?

Say that I have two linearly independent vectors in 3 dimensions, $\vec{a}_1$ and $\vec{b}_2$: $$\vec{a} = \left[a_{1},\ a_{2},\ a_{3}\right]$$ $$\vec{b} = \left[b_{1},\ b_{2},\ b_{3}\right]$$ Using ...
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1answer
38 views

Finding two eigenvectors from one eigenvalue

My assignment tells me to Find a diagonal matrix similar to the matrix: $$\begin{bmatrix}0 &-4 &-6\\-1 &0 &-3\\1 &2 &5\end{bmatrix}$$ It's eigenvalues are 1, 2 and 2. And the ...
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22 views

network centrality: when does the most central node coincide for eigenvalue and degree centrality measures

I'm trying to understand when the most central node of a graph is the same when measured according to the degree- and eigenvalue-centrality measures. That is, if $\mathbf{x}$ is the principal ...
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46 views

Linear algebra, eigenvectors problem

Suppose you know that A is $2x2$ and symmetric. Assume the eigenvalues are $4$ and $7$. An eigenvector for $4$ is the vector $(3, -4)$. What is an eigenvector for $7$? So first we let ...
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Help find a proof : $ \lambda $ is $f$'s eigenvalue then $f|_{V_{\lambda}} $ has Jordan's basis

Could you help me find a fairly simple proof of the following theorem? $f: V \rightarrow V, \ \ \dim V < \infty, \ \ \lambda$ is $f$'s eigenvalue $\Rightarrow \ \ f|_{V_{\lambda}}: \ V_{\lambda} ...
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3answers
62 views

Finding eigenvectors with square root eigenvalues

I have a matrix $$\begin{bmatrix}1 &-1 &2\\2 &-2 &4\\0 &1 &1\end{bmatrix}$$ Its eigenvalues are $0$, $\sqrt{5}$ and $-\sqrt{5}$ (These are checked in MATLAB to be correct). I ...
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5answers
55 views

Having Difficulty Finding Eigenvectors

I'm having a lot of problems with the following problem in Steven J. Leon's "Linear Algebra with Applications" 8th edition. Problem 6.1.1.I asks the reader to "find the eigenvalues and the ...
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1answer
77 views

Finding the Matrix Power of a matrix and limit

Find the matrix power, $A^k$, of $$A=\begin{pmatrix}a & 1-a \\ b & 1-b\end{pmatrix}$$ $$D=P^{-1}AP$$ $$A^k=PD^kP^{-1}$$ I think that $$P=\begin{pmatrix}1 & \frac{a-1}{b} \\ 1 & ...
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1answer
42 views

Hermitian matrices [duplicate]

Suppose we have a hermitian matrix $H$, and a matrix $A$ composed of eigenvectors of $H$, such that $\langle A_i \mid A_i \rangle =1$, where $A_i$ is the $i$-th column of matrix H. How to prove ...
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2answers
56 views

eigenvectors and eigenvalues proof

I have deleted this question since there is a problem in the formatting
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2answers
48 views

Are there analogues of eigenvalues/eigenvectors for a ring homomorphism/endomorphism?

My question is very simple. To put it in a context, a linear transformation is nothing but a homomorphism from a vector space to another. I usually visualize the action of a linear transformation by ...
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0answers
48 views

Hermitian matrix properties

Suppose we have hermitian matrix $H$, matrix $A$, composed of eigenvectors of $H$, such that $\langle A\mathbf i\mid A\mathbf i\rangle=1$, where $\mathbf i$ is the $i$-th column of matrix $H$. How ...
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3answers
31 views

Calculate eigenvectors

I am given the $2\times2$ matrix $$A = \begin {bmatrix} -2&-1 \\\\ 15&6 \ \end{bmatrix}$$ I calculated the Eigenvalues to be 3 and 1. How do I find the vectors? If I plug the value back into ...
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0answers
18 views

Delocalization of eigenvectors in Expanding Graphs

Given an adjacency matrix A, can we say something about whether the eigenvectors corresponding to its highest(or second-highest) eigenvalues are delocalized ? By delocalization I mean that every ...
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1answer
24 views

How to prove that the corresponding matrix is unitary

Let's say we are given hermitian matrix $H$. How to prove that the matrix $M$, formed from eigenvectors of $H$ is unitary? Thanks
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1answer
100 views

Hermitian Matrices are Diagonalizable

I am trying to prove that Hermitian Matrices are diagonalizable. I have already proven that Hermitian Matrices have real roots and any two eigenvectors associated with two distinct eigen values are ...
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2answers
54 views

Dimension of the corresponding eigenspace?

I'm studying for my linear exam and would appreciate any help for this practise question: You are given that λ = 1 is an eigenvalue of A. What is the dimension of the corresponding eignspace? A = ...
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A Has characteristic polynomial that can be reduced to linear products $\Rightarrow$ A similar to upper triangular Matrix

Prove that if $A\in M_{n}\left(\mathbb{F}\right)$ matrix with a characteristic polynomial that can be written as a product of linear elements (?) ...
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2answers
37 views

Generalised eigenvalue is eigenvalue if it is in the field

I would like to prove the following assertion: Let $\mathscr{F}$ be a field and $\mathscr{\phi}$ be an $\mathscr{F}$-linear endomorphism of a finite dimensional $\mathscr{F}$-vector space ...
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1answer
33 views

Convergence of eigenvalues $\lambda_{i}^k$

I've been trying to solve this for a while now but can't seem to figure it out. My initial intuition is to just calculate the limit of $\lambda_{2}^k$ using de Moivre's formula like so: $\lim_{k\to ...
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1answer
41 views

Finding $A^n$ in terms of $P$ and $D$ (diagonalized)

My question is regarding the last two parts. I have Found $D$ and $P$, how can I obtain $A^{200}$ and det $(A^{200})$ form $PDP^{-1}?$ Thanks!
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1answer
47 views

Finding eigenvalues and eigenvectors

Find the eigenvalues and eigenvectors for the matrix A = (1,2,0), (-1,-2,1), (2,4,1). I end up with the polynomial x^3-5x=0 and no exact solution.

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