Linear algebra is concerned with vector spaces of all dimensions and linear transformations between them. This includes: systems of linear equations, Hamel basis, dimension, matrices, determinant, trace, eigenvalues and eigenvectors, diagonalization...

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$W^0$ \overset{?}{\text{is}} a subspace of $V^*$

If $W\subset V$ is a subspace of $V$, and $W^0=\{f\in V^* | f(v)=0~\forall~v\in W\}$, then how do I show that $W^0$ is a subspace of $V^*$?
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Linear Algebra — Block Matrix Inversion

Please excuse my formatting... $X=\left(\matrix{A & B\\C & D}\right)$ where $A,B,C,D$ are all $n\times n$ matrices. Assuming that all stated inverses exist show that ...
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2answers
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Spanning a Vector space of matrices by symmetric and skew symmetric matrices.

How do I span a vector space of $4\times 4$ matrices with real values by symmetric and skew symmetric matrices? The basis of vector space of $4\times 4$ matrices has 16 elements, each containing one ...
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1answer
40 views

A problem on linear algebra

If $M$ is a $3 \times 3$ matrix such that $$[ 0 ~~1 ~~2 ]M = [ 1 ~~0~~ 0 ] \text{ and } [ 3~~ 4 ~~5 ]M = [ 0 ~~1 ~~0 ]$$ then what is the value of $[ 6 ~~7 ~~8 ]M$ ? I guess some matrix property ...
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19 views

Relationship between decompositions of matrices with overlapping kernels

Suppose $A$ and $B$ are two positive semidefinite matrices of size $N\times N$, satisfying $$ \ker(A) \subseteq ker(B) \quad\Rightarrow \ \ \textrm{Im}(B) \subseteq \textrm{Im}(A) $$ Further assume ...
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1answer
19 views

Nilpotent matrices with same minimal polynomial and nullity

From Hoffman and Kunze. Let $N_1$ and $N_2$ be 6 X 6 nilpotent matrices over the field F. Suppose that $N_1$ and $N_2$ have the same minimal polynomial and the same nullity. Prove that $N_1$ ...
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1answer
23 views

Ask a question about an example in a course note on optimization problem with equality constraint

I have two difficulties on understanding the solution to an example in a course I took this semester on optimization. This example is given to illustrate the usage of Lagrange multiplier method ...
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1answer
32 views

Calculate the determinant when the sum of odd rows $=$ the sum of even rows

I have came across this interesting question in linear algebra and I couldn't know for sure the answer. Given a matrix $A \in M_{n \times k} (\mathbb F)$, The sum of odd rows of $A$ $=$ the sum of ...
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2answers
51 views

Calculating time to 0?

Quick question format: Let $a_n$ be the sequence given by the rule: $$a_0=k,a_{n+1}=\alpha a_n−\beta$$ Find a closed form for $a_n$. Long question format: If I have a starting value $x=100000$ ...
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2answers
55 views

Showing $(v - \hat{v})\,\bot\,v$

$\fbox{Setting}$ Let $V$ be an inner-product space with $v \in V$. Suppose that $\mathcal{O} = \{u_1, \ldots, u_n\}$ forms an orthonormal basis of $V$. Let $\hat{v} = \left\langle u_1, ...
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Revisted: $T^{**}\circ \varphi_1 = \varphi_2\circ T$

So, I'm trying to show that $T^{**}\circ \varphi_1 = \varphi_2\circ T$ where $\varphi_1 : T\rightarrow V^{**}$ and $\varphi_2 : W\rightarrow W^{**}$. Also, $T^{**} : V^{**}\rightarrow W^{**}$, and yes ...
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1answer
11 views

How to solve an underdetermined linear system with variables limited to an interval

If I have an underdetermined linear system of equations, with the additional constraint that all of the variables are limited to the interval $[0, 1]$, what techniques are there to solve this in the ...
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30 views

Orientation-preserving diffeomorphisms

My question is that I only know that an atlas on $M$ is said to be oriented if for any two overlap- ping charts $(U,x^1,...,x^n)$ and $(V,y^1,...,y^n$) of the atlas, the Jacobian determinant ...
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19 views

Generalizing formula for calculating determinant of specific matrix

There is a similar question like this. And this is extension of this question How can we calculate the determinant of this $\,pn-1\times pn-1\,$ matrix. I have tried at my best level, and still am ...
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1answer
20 views

Show that the zero set of $f$ is an orientable submanifold of $\Bbb R^{n+1}$.

Suppose $f(x_1,...,x_{n+1})$ is a$ C^∞$ function on $\Bbb R^{n+1}$ with $0$ as a regular value. Show that the zero set of $f$ is an orientable submanifold of $\Bbb R_{n+1}$. In particular, the unit ...
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2answers
50 views

Simultaneously solving of equations

I am trying to refresh some math stills and I am struggling over the following problem. I tried to solve it with the help of a number of sources (i.e. http://www.idomaths.com/simeq.php), but I haven't ...
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2answers
39 views

Dimension of the sum of subespaces

Let $V_1$ and $V_2$ be two subspaces of a vector space of finite-dimension, such that $$\mbox{dim}(V_1+V_2)\ =\ \mbox{dim}(V_1\cap V_2) + 1,$$ show that $V_1 \subseteq V_2$ or $V_2 \subseteq V_1$. ...
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1answer
20 views

How to decide whether F is orientation-preserving or orientation-reversing as a diffeomorphism onto its image.

Let $U$ be the open set $(0,∞)×(0,2π)$ in the $(r,θ)$ -plane $R^2$. We define $F : U ⊂ R^2 → R^2$ by $F (r, θ ) = (r cos θ , r sin θ )$. How to decide whether F is orientation-preserving or ...
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Basis for $\mathbb{[Q(\pi):Q]}$

I'm trying to figure out whether the basis of $\mathbb{Q}(x)$ over $\mathbb{Q}$ is countable when $x$ is transcendental. I know that the elements in $\mathbb{Q}(x)$ will be rational functions in $x$ ...
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1answer
32 views

All the logarithms of a non-singular matrix.

I'm reading some notes on dynamical systems that talk about matrix logarithms with little to no detail on the subject. I read the wikipedia article and others on the internet, but not all is clear. ...
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32 views

Linear Algebra and the determinant of matrix variation

Let's have matrix $\hat {M}$ and it's variation $\hat {M} + \delta \hat {M}$. How to prove that $$ det(\hat {M} + \delta \hat {M}) = det( \hat {M})\left( 1 + Tr(\hat {M}^{-1}\delta \hat {M}) + ...
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27 views

Find a matrix A with $A \in M(6,4)$ with $\text{dim}(\text{ker}(A))=2$

Find a matrix A with $A \in M(6,4)$ with $\text{dim}(\text{ker}(A))=2$ Because $\text{dim}(\text{ker}(A)) + \text{dim}(\text{rg}(A))=$number of columns $\rightarrow 2 + \text{dim}(\text{rg}(A)) = 4$ ...
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43 views

“Convex” polynomials

Let me define "convex" polynomials, as the smallest class $\mathcal{C}$ of functions $p:\mathbb{R}\rightarrow \mathbb{R}$ defined (inductively) as: UPDATED (case 0 was missing): 0) $p(x)=x$, i.e., ...
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1answer
18 views

proper interpretation for these notations

we have this 2 equations listed below eq 1. δ[n] = u[n] - u[n-1] eq 2. y[n] = x[n] - x[n+1] Now the question is, 1.) which of the above equation corresponds to a ...
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1answer
37 views

A problem on calculating rank of a matrix

Let $x_1, x_2, x_3, x_4, y_1, y_2, y_3$ and $y_4$ be fixed real numbers, not all of them equal to zero. Define a $4 \times 4$ matrix A by $$\left( \begin{array}{ccc} x_1^2+y_1^2 & ...
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23 views

Find the position vector of the point R that is closest to the origin on the plane a'x + b'y + c'z = e

(a) Write down the Cartesian equation for the plane through the point Q(1,0,0) with normal n = -$ \sqrt{6} $ i - $ \sqrt{2} $ j - k and compute the distance of the origin from this plane. (b) Let ax ...
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48 views

Inverse of a transformation

How can one show that the inverse of the transformation $$x=y+h(y)$$ $x$,$y$ in $n$ dimensional real space and $h$ is an $r$-th degree homogeneous polynomial in $y$ has an inverse at $0$ in $n$ ...
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42 views

Inverting a system of equations

$$a_{out} = a\ \mathrm{\cos}(\theta) + i b\ \mathrm{\sin}(\theta)$$ $$b_{out} = b\ \mathrm{\cos}(\theta) + i a\ \mathrm{\sin}(\theta)$$ What procedure would one use to invert this to get: $$a = ...
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32 views

Question on Linear Transformation

Suppose $ T:\mathbb R^2 \rightarrow \mathbb R $ is a linear transformation such that the kernel of T is {$(x,-x): x\in\mathbb R $}. If T takes (1,0) to 1 then T takes (1,1) to which number? I tried ...
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2answers
31 views

Pointwise order on polynomials

I'm curious about the following problem. Given two polynomials $p,q:\mathbb{R}\rightarrow \mathbb{R}$ is it possible to determine automatically if $p(x)\leq q(x)$ for all $x\in\mathbb{R}$? I assume, ...
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15 views

Proving a certain tridiagonal matrix is positive semi-definite

Start with $n+1$ positive numbers in increasing order, $\rho_1 \leq \rho_2 \leq ... \leq \rho_{n+1}$. Now define the symmetric tridiagonal matrix $M$ - $$M= \begin{bmatrix} a_1 & -b_2 & ...
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1answer
17 views

find the projection of a vector on a line using the projection formula

In the following problem: "Find the projection of vector $\vec{v} = (2, 3)$` onto the line $y = 2x -1$" What are the beginning steps in solving this problem ? Do I pick a point on the line and then ...
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1answer
25 views

Exploring underdetermined linear system with non-negative solution

I haven't had much luck searching for this specific problems. Any pointers would be greatly appreciated. I have an underdetermined system where $ A $ and $ b $ are known. $ x $ is a real vector with ...
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1answer
37 views

Solving linear equations with Vandermonde

Given this: $$\begin{pmatrix} 1 & 1 & 1 & ... & 1 \\ a_1 & a_2 & a_3 & ... & a_n \\ a_1^2 & a_2^2 & a_3^2 & ... & a_n^2 \\ \vdots & \vdots & ...
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2answers
29 views

Is the matrix V in the subspace U?

I'm given that $U$ is the subspace of $M(3,2)$ generated by $A=\begin{bmatrix} 0 & 0 \\ 1 & 1 \\ 0 & 0 \end{bmatrix}$, $B=\begin{bmatrix} 0 & 1 \\ 0 & -1 \\ 1 & 0 ...
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2answers
51 views

Inverse of a symmetric tridiagonal filter matrix

How to get the inverse of this matrix: $\left(\begin{array}{ccccccc} ...
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1answer
30 views

Closeness of any matrix to a diagonalizable matrix in terms of norm-2

Assuming $X \in \mathbb{C}^{n \times n}$, how to show that for all $\epsilon > 0$, there exist a diagonalizable matrix $D \in \mathbb{C}^{n \times n}$ such that $\left \| X-D \right \|_2 < ...
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0answers
38 views

Transposition of Composition is Reversed Composition of Transpositions

I'm trying to show that $(UT)^*=T^*U^*$. Here is my effort: Consider the following data: \begin{array}{lcl} T:V\rightarrow W & \leadsto & T^*:W^*\rightarrow V^* \\ U:W\rightarrow Z & ...
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1answer
24 views

Proving a diagonal matrix exists for linear operators with invariant subspaces

I came across this problem one of my practice worksheets and I was stumped as to how I would go about solving this. Let $T : V \rightarrow V$ be a linear operator on a finite dimensional vector ...
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27 views

Properties of the Cone of Positive Semidefinite Matrices

The set of positive semidefinite symmetric real matrices form a cone. We can define an order over the set of matrices by saying $X\geq Y$ if and only if $X-Y$ is positive semidefinite. I suspect that ...
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1answer
28 views

If basis $\beta$ is orthonormal, then $\beta^{*}=\beta$

Let $V$ be a finite inner product space. Suppose that $\beta$ is orthonormal basis of $V$. How do I show that $\beta^{*}=\beta$? Where $\beta^{*}$ is dual basis of $\beta$ Dual basis definition: ...
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1answer
34 views

Can infinite-dimensional vector spaces be decomposed into direct sum of its subspaces?

I'm reading Axler "Linear agebra done right" and in Chapter 1 he discusses subspaces and direct sum. My question is, are there subspaces of the infinite-dimensional vector spaces, e.g. a functional ...
2
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1answer
148 views

Rank of a block-triagonal matrix

Given a matrix $C=\left [ \begin{matrix} A & 0 \\ B & A \end{matrix} \right ]$, where rank(A+B)=rank(B), and rank(B)>rank(A), does rank(C)=rank(A)+rank(B) hold? A,B are Laplacian matrices.
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20 views

Normal endomorphism

I have a question about normal endomorphism. In class, we said that normal endomorphisms in finite dimensional real vector spaces are always of the form that we have some eigenvalues and further ...
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2answers
42 views

Column space and row space of a matrix of which $\det(A)=0$

If $\det(A)$ not equal $0$, then $\operatorname{Col} A = \operatorname{Row}A$? $A$ is diagonalizable? Thank you a lot.
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1answer
35 views

Dual basis existence and uniqueness.

In Wikipedia, on Dual Basis they say: "Algebraically, a dual set always exists, and gives an injection from $V$ into $V^*$. However, a dual basis exists if and only if a vector space is finite ...
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1answer
39 views

Writing a polynomial as a linear combination of other polynomials

I'm currently working on writing $3(x)_4 - 12(x)_3 + 4(x)_1 - 17$ as a linear combination of $(x)_4,\ldots,(x)_0$ and am having difficulty understanding where the conversion comes from. I have the ...
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3answers
32 views

Solution of system of linearly dependent equations.

So, I have the system of equations $x'(t) = Ax$ where $A$ is first row-(4,-2) and second row - (8,-4). This has two eigenvalues, both are 0. But I tried to solve it this way: $x_1' = 4x_1 -2x_2$ and ...
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0answers
29 views

Prove/disprove: if $d \mid f$ and $d \nmid g$ then we can not know if $d\mid (f+g)$ or $d \nmid (f+g)$

Given three polynomials $f,g,d \in \mathbb F[x]$, we need to prove or disprove the following assumption: if $d \mid f$ and $d \nmid g$ so we can not say for sure if $d \mid (f+g)$ or $d \nmid ...
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0answers
36 views

I wand to find the Proof of the pullback of a wedge product. Please let's suggest a book or website to find this proof.

Proposition : If $F : N → M$ is a $C^∞$ map of manifolds and $ω$ and $τ$ are differential forms on M, then $F^∗(ω ∧τ) = F^∗ω ∧F^∗τ$. This is a proposition from my textbook. I am studying the exam. ...

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