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Questions about the properties of vector spaces and linear transformations, including linear systems in general.

2 votes
Accepted

Majorate semidefinite continuous matrix by a constant matrix

This is false. In particular, $A^0$ need not be positive semidefinite. For example, take $n=3$, $K = \{1,2,3\}$, let $v(x)$ be the column vector with a $1$ at position $x$ and $-1$ elsewhere, and le …
Noah Stein's user avatar
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4 votes
Accepted

PSD matrix with non-negative entries

There is such an $A$ if and only if $M\geq 5$. To see this, first note that the condition that $A$ be a convex combination of terms $yy^T$ each with trace $a$ is irrelevant. As long as $A$ is positi …
Noah Stein's user avatar
  • 8,501
1 vote
Accepted

Condition for doubly non-negative matrices to be completely positive

If I understand correctly, the anser is yes. A completely positive $n\times n$ matrix can always be viewed as the gram matrix of some vectors in the nonnegative orthant of some $R^k$ and vice versa. …
Noah Stein's user avatar
  • 8,501
3 votes
Accepted

Finding the most compact representation of a vector in an "overdetermined base"

This problem and various related problems are known to be NP-hard to solve exactly, but there has been a lot of work on efficient approximations. See this wikipedia page or try googling things like " …
Noah Stein's user avatar
  • 8,501
0 votes

Theory of cones

In some sense this is (part of) the theory of linear programming. If you want a reference for that, check out Bertsimas and Tsitsiklis' Introduction to Linear Optimization.
5 votes

Existence/Uniqueness of Nonnegative Solutions of Linear Systems of Equations

Perhaps this should be a comment but it is too long. The classic result used for existence is (Farkas' Lemma), though this gives a non-existence condition rather than an existence condition. It says …
Noah Stein's user avatar
  • 8,501
4 votes

Alternative to Choleski Decomposition for Correlation Matrix

For the purposes of this answer I will ignore the condition of constant column sums. You ask for a matrix $A$ with $A^TA = \Sigma$ and $A\geq 0$ element wise. Such a matrix need not exist. For exam …
Noah Stein's user avatar
  • 8,501
2 votes

Finding a vector representation for a data where we only know the inner products

Strictly speaking it doesn't make much sense to talk about defining a function on $S$ when you've explicitly said you don't know any of the elements of $S$. I'll assume rather that you have a sequenc …
Noah Stein's user avatar
  • 8,501
2 votes
Accepted

Space of matrices B for which there is a solution to Bx=c for a given c

If you are willing to replace the vectors $c$, $x$, and $y$ by the spaces $U_1 = \text{span}(c)$ and $U_2 = \text{span}(x,y)$, which in some sense doesn't change the problem, then one generalization i …
Noah Stein's user avatar
  • 8,501
1 vote
Accepted

Given $M$, minimize $|Mx|_0$

The key phrase to google is "sparsest vector".
Noah Stein's user avatar
  • 8,501
2 votes

On the solvability of a matrix equation

Let $N=n$, $m=1$, $P_i = 1$ for all $i$, and let the $C_i$ be the standard unit vectors. Then the left hand side of $(\star\star)$ is the matrix whose diagonal entries are the inverses of the diagona …
Noah Stein's user avatar
  • 8,501
0 votes

Eigenvalues of a sum of Hermitian positive definite circulant matrix and a positive diagonal...

If your constraints on the $d_i$ allow it and you are interested in numerical solutions, you can cast the problem as a semidefinite program. To do so, introduce scalar variables $t_1,\ldots, t_n$. L …
Noah Stein's user avatar
  • 8,501
20 votes

Why are matrices ubiquitous but hypermatrices rare?

One reason linear algebra is so useful is that the basic notions, like rank, have so many equivalent definitions. Some are better for formulating problems, some for proving theorems, and some for doi …
Noah Stein's user avatar
  • 8,501
13 votes
2 answers
8k views

AC in group isomorphism between R and R^2

Using the axiom of choice, one can show that $\mathbb{R}$ and $\mathbb{R}^2$ are isomorphic as additive groups. In particular, they are both vector spaces over $\mathbb{Q}$ and AC gives bases of thes …
Noah Stein's user avatar
  • 8,501
9 votes
Accepted

Can a perturbation of a matrix product always be represented as product of perturbations of ...

The condition you want is exactly that the matrix multiplication map be locally open at the pair $(B,C)$. This is the topic of the recent paper Where is matrix multiplication locally open? by Behrend …
Noah Stein's user avatar
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