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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 …
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 …
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. …
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 " …
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 …
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 …
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 …
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 …
1
vote
Accepted
Given $M$, minimize $|Mx|_0$
The key phrase to google is "sparsest vector".
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 …
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 …
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 …
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 …
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 …