Linear algebra is concerned with vector spaces of all dimensions and linear transformations between them. This includes: systems of linear equations, basis, dimension, subspaces, matrices, determinant, trace, eigenvalues and eigenvectors, diagonalization, Jordan form, etc. For questions specifically ...

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Finding a rotation matrix

I am looking for a rotation matrix such that $$ \operatorname{rot} \cdot \begin{pmatrix} -1 & 0 & 0 \\ 1 & -1 & 0 \\ 0 & 1 & -1 \\ 0 & 0 & 1 \end{pmatrix} = ...
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8 views

Does the Duality Theorem of Linear Programming hold only in closed convex cones

I've just read the the Duality Theorem of Linear Programming. Here is the proof from my book (and my questions after it): Duality Theorem of Linear Programming: If the primal or dual linear ...
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1answer
19 views

Optimize matrix arrangement

Let's imagine I have a Matrix $\textbf{C}$ whose construction depends on several parameters (and constraints). I'm interested in maximizing a value $K$ calculated as: $K=\frac{-1}{C_{1,1}^{-1}}$ ...
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24 views

How prove this stronger Cauchy-Schwarz inequality for traces of compression matrices

Question: Assume that $A$ and $B$ are contractions, so $I-AA^T$ and $I-BB^T$ are positive-definite matrices. Let $C=(I-AB^T)^{-1}(I-AA^{T})(I-BA^{T})^{-1}$, and show that: ...
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2answers
32 views

Some questions about the proof of the General Linear Group being a manifold.

I understand the idea behind proving that GL(n,$\mathbb{R}$) is a smooth manifold by first using the fact that it is isomorphic to $\mathbb{R}^{n^{2}}$ and using the continuity of the determinant ...
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35 views

Allow $2 \Bbb N$ to denote the even integers $> 0$.

Please help! Allow $2\Bbb N$ to denote the even integers $> 0$. Say $a \in 2\Bbb N$ is irreducible if there are no numbers $b, c \in 2\Bbb N$ so that $a = bc$. (1) Show that if $n$ is an odd ...
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22 views

Solve 6 = 13 - IE - ((13 - IE) * .4)

I'm embarrassed to ask this question. How do I solve this equation? 6 = 13 - X - ((13 - X) * .4) My next step would be... ...
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337 views

Meaning of math symbol ~

Segment of Example: t = ... More usefully, we have: t ~ n*log(n) Note: ~ means "similarity" like in geometry, same shape but not same size. How is it interpreted here? Edit: yes, t depends on n ...
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1answer
11 views

Issue understanding the difference between reduced row echelon form on a coefficient matrix and on an augmented matrix

I have a problem understanding something about matrices and the difference between a coefficient matrix and an augmented matrix. One theorem in a book I'm reading states: Suppose thate $A\mathbf{x ...
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46 views

Prove that the norm of $E$ is generate by the inner product $\langle x,y \rangle =\frac{1}{4}\left(||x+y|^2-||x-y||^2\right)$

Let $E$ a normed linear space such that: $$\|x+y\|^2+\|x-y\|^2=2\|x\|^2+2\|y\|^2 $$ Prove that the norm of $E$ is generate by the inner product $$\langle x,y \rangle ...
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31 views

Calculate the dimension of $U = \{(x_1,x_2,x_3,x_4,x_5) : x_1+x_3+x_5=x_2+x_4=0\}$

In the vector space $V \subset \Bbb R^5$, considering the vectors $v_1,v_2,v_3$ $v_1 = (0,1,1,0,0)$ $v_2 = (1,1,0,0,1)$ $v_3 = (1,0,1,0,1)$ We have $V = \mathrm{span}(v_1,v_2,v_3)$ ...
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33 views

Does it span $\mathbb{R}^3$?

I have a T/F question and I think I know the direction to go, but I am not sure. It states: $\{[17,6,-4]^t,[2,3,3]^t,[19,9,-1]^t\}$ does not span $\mathbb{R}^3$. Let me get this straight. It SPANS ...
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21 views

Linear independence of linear maps [on hold]

Consider the $R$-vector space of the maps from $[0,4]\rightarrow R$, and the subspace $W\langle f_1,f_2,f_3,f_4\rangle$ of F, such that: $f_1(x)=\begin{cases}1 \mbox{ if } x\in[0,2]\\0 \mbox{ if } ...
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3answers
85 views

Is Matrix $A^2$ invertible if $A$ is invertible?

I want to say that squaring is a form of scaling so that it should be true; however I can't make sense out of it and clearly see why. The problem is that while it's a form of scaling, if we think ...
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1answer
42 views

About $\mathbb{F}_7[x]$

can you help me with this? Let $a(x)=3x^6+2x^2+x+5$ and $b(x)=6x^4+x^3+2x+4$, find the g.c.d between $a(x)$ and $b(x)$ in $\mathbb{F}_7[x]$. Thanks!
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Show that $A+BC^T$ is nonsingular, and that$ (A+BC^T)^{−1} = A^{−1}−A^{−1}B(I +C^TA^{−1}B)^{−1}C^TA^{−1}$

Ok, so I've been trying to work on this problem: Let $n$ and $p$ be positive integers and let $\Bbb F$ be a field. Let $A$ \in $M_{n\times n}(\Bbb F)$ and let $B,C \in M_{n\times p}(\Bbb F)$ be ...
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basis vectors of a 2D lattice plane in a 3D lattice

I know the basis vectors of the three-dimensional lattice $\Lambda = \{\mathbf{b_1}, \mathbf{b_2}, \mathbf{b_3} \}$. I also know the equation of the plane in this 3D lattice, suppose $Ax + By + Cz = ...
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75 views

Center of $GL_n(\mathbb R)$ is the set of matrices $\lambda I$

I determined the set of all matrices $A$ such that $AB = BA$ for all $B$ in $GL_n(\mathbb R)$ to be the set of $\lambda I$. Now I'm not sure this is true. But quite sure. So I tried to prove it and it ...
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2answers
45 views

Similar matrices that are not diagonalizable

Let $f:R^3 \to R^3$ be a function which matrix with respect to the standard basis is: $$ A = \begin{pmatrix} -4 & -8 & 8 \\ 1 & 2 & -2 \\ -1 & -2 & ...
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Homogeneous system of equations , and sub-set K of $R^4$

Given K,L are sub-sets of $K^4$: $K = \{(-5,8,14,0),(-1,4,2,4)\}, L = \{(0,1,-10,8),(0,3,-1,5)\}$ Find a homogeneous system of equations that its solutions are Spanned by K. Also prove that ...
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129 views

If $A=AA^{\top}$, show that $A^2=A$

I've been working trying to understand the following question: Let n be a positive integer, let $F$ be a field, and let $A \in \mathrm{Mat}(n,F)$ satisfy the condition $A=AA^{\top}$. Show that ...
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mortality problem

The mortality problem is the question if some product of a given set of matrices yields the 0-matrix. In general, the mortality problem is undecidable. To have a feeling for the difficulty of the ...
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62 views

Compute the exponential of a matrix

How we can show that $$e^{At}=\frac{e^{-\lambda t}}{\mu}[(\mu\cos\mu t+\lambda\sin\mu t)I +A\sin(\mu t)]$$ where $$\lambda=\frac{a_0}{2},\qquad ...
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3answers
87 views

If $AB = I$ then $BA = I$: is my proof right?

I want to prove that for matrices $A,B \in M_n (\mathbb K)$ where $\mathbb K \in \{\mathbb R, \mathbb C, \mathbb H\}$ if $AB = I$ then $BA = I$. My proof is really short so I'm not sure it's right: ...
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83 views

$n$ distinct real eigenvalues of an $n \times n$ matrix

What are the necessary and sufficient conditions for a real $n \times n$ matrix to have $n$ distinct real eigenvalues? Ideally I'm looking for a test that does not require (and is hopefully more ...
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21 views

Given matrix equation $A x = b$, find new matrix $A^*$ after permutation switching $x_i \leftrightarrow b_i$

Given matrix equation $A x = b$, where $A$ is square, symmetric matrix, how to find new matrix $A^*$ such that: $A^* x^* = b^*$ and $x^*$, $b^*$ are created by switching vector elements $x_i ...
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1answer
18 views

Geometric characterization of an Euclidean norm

Show that $N$ is an Euclidean norm if and only if the intersection of the unit ball with any plane is an ellipse. I'm stuck on this one. I do not see how can I connect the definition of an ...
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90 views

Determinant involving recurrence

Evaluate $$\left| A \right| = \left| {\matrix{ {x + y} & {xy} & 0 & \cdots & \cdots & 0 \cr 1 & {x + y} & {xy} & \cdots & \cdots & 0 \cr 0 ...
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2answers
56 views

Prove $\dim W \ge 2$

Let $U_1, U_2, W$ subspaces of a finite dimensional vector space, such that: $U_1 \cap U_2 = \{0\}$ $U_1 \cap W \ne \{0\}$ $U_2 \cap W \ne \{0\}$ Show that $\dim W \ge 2$. ...
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32 views

How to see a matrix presents a linear transformation?

Consider the transformation $T:P_n \rightarrow P_n$ ($P_n$ is the vector space of polynomials of degree at most $n$, with complex coefficients) and its associated matrix presentation, namely $F$. How ...
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1answer
25 views

If $\overline{\operatorname{Sp}}(C)=X$ and $C$ is countable, then $X$ is separable.

If $\overline{\operatorname{Sp}}(C)=X$ and $C$ is countable, then $X$ is separable. It seems very obvious intuitive, but how to write a good solid proof? Notice I take the closure of the span (the ...
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1answer
31 views

Subspaces of the set of real valued functions over an interval.

Show that the integral of all continuous real-valued functions on the interval [0,1] equal to b $\in$ R is a subspace of $R^{[0, 1]}$ if and only if b=0. So I am assuming that because both the ...
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1answer
16 views

whats the general step by step formula for finding an equation for a plane passing 2 points perpendicular to a plane?

i've checked multiple places for a general formula to follow including here: Find an equation of the plane passing through 2 points and perpendicular to another plane I know it asks the same ...
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1answer
36 views

Finding the closest point in a set to another point in n-dimensional space: efficiently

I'm a programmer and am working on writing an efficient algorithm that, given a point P in n-dimensional space, can find the closest point from a set of points. For ...
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3answers
50 views

Complex Numbers and Linear Algebra

Explain why there does not exist a $\lambda $ in the Complex Field such that $$\lambda \left(2-3i, 5+4i, -6+7i \right) = \left(12-5i, 7+22i, -32-9i \right)$$ Can someone help me figure out how to go ...
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2answers
30 views

Finding multiple solution of a matrix

I have this matrix from a book's exercise. $$ \left[ \begin{array}{@{}cccc@{}} a&0&b & 2 \\ a& a& 4 & 4 \\ 0&a& 2 & b\\ \end{array} \right] $$ be the augmented ...
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419 views

Expected Value of a Determinant

Suppose that I construct an $n \times n$ matrix $A$ such that each entry of $A$ is a random integer in the range $[1, \, n]$. I'd like to calculate the expected value of $\det(A)$. My conjecture is ...
2
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1answer
55 views

Determining whether or not a vector is a linear combination of a give matrix

$$ A= \begin{bmatrix} 1 & 0 & 5\\ -2 & 1 & -6\\ 0 & 2 & 8 \end{bmatrix} ,b= \begin{bmatrix} 2\\ -1\\ 6 \end{bmatrix} $$ The problem asks to determine whether or not vector $b$ ...
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Reference Request: Prereqs for Lecture Notes on “Abstract Linear Algebra”

I just found this set of lecture notes on linear algebra which seems to go over several things I've been wondering about as I study linear algebra. Unfortunately there are very few exercises in the ...
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1answer
10 views

Linear Independence of vectors in relation to the $t$ parameter

Considering the following vectors $u,v,w\in R^5$ $u = (0,1,1,-1,1/2)$ $v = (t,1,1,0,1)$ $w = (1,3,3,-2,-2)$ Then, they are linearly independent: a) for each value of $t$ b) if and ...
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65 views

Dot product notation

Let $\mathbf{A=(a_1,a_2,\ldots, a_n)}$ and $\mathbf{B=(b_1,b_2,\ldots,b_n)}$. Many linear algebra books and texts define the dot product as $$ \mathbf{A\cdot B^T=a_1b_1+a_2b_2+\cdots+a_nb_n} $$ where ...
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41 views

About a vector space $F^\infty$

$F^\infty$ is a vector space defined as $\{(x_1, x_2...) : x_j \in F$ for $j = 1, 2, \ldots, n\}$. Is it correct? A list can't be infinite in length, but an element of $F^\infty$ looks to be an $ ...
3
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2answers
36 views

Show $rk(A) + rk(B) \ge rk(A+B)$

Show $rk(A) + rk(B) \ge rk(A+B)$, where $A,B \in M_{m\times n}(\mathbb{F})$ I'm trying to think in terms of linear transformations. We can define $T_a, T_b:\mathbb{R}^n\rightarrow \mathbb{R}^m$ I ...
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20 views

Finding equations for subspace spanned by given vectors

I have no idea how to deal with special operations within a subspace. How should I approach the problem? Can I use Gauss and Row echelon form to see if the vectors are LI or LD? (Will that even help ...
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1answer
34 views

Signed determinant of quadratic forms over Q_p

Let $W(k)$ be the Witt-Ring of the field $k$. in this script http://math.uga.edu/~pete/quadraticforms2.pdf at the bottom of page 2 the signed determinant is introduced by $d^\pm (q) = ...
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1answer
26 views

$rk(A)=n$ implies $rk(AB)=rk(B)$

Let $A \in Mat_{m\times n}(\mathbb{R})$ and $B \in Mat_{n\times p}(\mathbb{R})$. Assume $rk(A)=n$. Prove that $rk(AB)=rk(B)$. Lets start by proving $rk(B) \ge rk(AB)$. Indeed, since the ...
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3answers
46 views

Show That the Linear Transformation is NOT linear

So I'm presently reviewing my teachers optional notes and I cannot seem to understand how I can show that the following transformation is NOT linear. I don't need a complex proof, just a short ...
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3answers
27 views

Find that the given linear transform is a isomorphism

I'm studying Linear Algebra and I'm having trouble demonstrating that a function is a isomorphism, that is: "Given the linear transform $T: V \rightarrow W$, $T$ is a isomorphism if and only if it is ...
2
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2answers
51 views

Show $L_1 \subseteq L_2$ or $L_2 \subseteq L_1$

Let $L_1,L_2$, two subspaces of a finite dimensional vector space. Prove that if $\dim(L_1 + L_2) = 1 + \dim (L_1 \cap L_2)$ then $L_1\subseteq L_2$ or $L_2 \subseteq L_1$. Well, I've read a ...
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0answers
19 views

Multiplication of series [on hold]

Let $S_\infty$ and $T_\infty$ be two infinite series. Let $ S = \sum _{r = 1}^{\infty} x_r $ Under what conditions could you say that : $$S_\infty \times T_\infty = \sum_{r=1}^{\infty} (x_r \times ...