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Questions about the properties of vector spaces and linear transformations, including linear systems in general.
51
votes
2
answers
5k
views
A strengthening of the Cauchy-Schwarz inequality
Suppose $\mathbf{v},\mathbf{w} \in \mathbb{R}^n$ (and if it helps, you can assume they each have non-negative entries), and let $\mathbf{v}^2,\mathbf{w}^2$ denote the vectors whose entries are the squ …
35
votes
0
answers
1k
views
Orthogonal vectors with entries from $\{-1,0,1\}$
Let $\mathbf{1}$ be the all-ones vector, and suppose $\mathbf{1}, \mathbf{v_1}, \mathbf{v_2}, \ldots, \mathbf{v_{n-1}} \in \{-1,0,1\}^n$ are mutually orthogonal non-zero vectors. Does it follow that $ …
32
votes
Accepted
Necessary conditions for the existence of solution of Sylvester equation AX=XB
This equation always has a solution: $X = O$. I'll assume throughout this answer that you're interested in a non-zero solution.
The equation $AX = XB$ is equivalent to $(A \otimes I - I \otimes B^T)\ …
31
votes
What is the intuition for the trace norm (nuclear norm)?
One potential intuition for the trace norm is as a way of turning the rank of a matrix (which is very discontinuous) into a norm (which is continuous). Specifically, the trace norm is the unique norm …
18
votes
Accepted
positive not completely positive maps
The "canonical" example of a map that is $k$-positive but not $(k+1)$-positive is the map defined by
$$
\Phi_k(X) = k\cdot\mathrm{Tr}(X)I_n - X.
$$
Above, $n$ denotes the size of $X$ (i.e., $X \in M_ …
17
votes
Operator norm of square root of matrix vs original
This is not true. For example, if
$$
A = \frac{2}{1 + \sqrt{5}}\begin{bmatrix}
1 & 1 \\ 0 & 1\end{bmatrix}
$$
then $\|A\| = 1$. Furthermore, $A$ has exactly $2$ square roots, which are
$$
B_{\pm} = …
16
votes
Find the determinant of a matrix given the determinant of all $p\times p$ sub-matrices?
Here is a way to see that, for all $p$ (even if $p \nmid n$), you can reconstruct the absolute value of the matrix's determinant, which was suggested by Will Sawin's comment. The condition $p \mid n$ …
15
votes
Is there such a thing
I don't know the answer, but I can at least provide some context that may convince others that this question is actually something that is studied and is indeed hard.
First, let's rewrite the questio …
12
votes
Conditions for including cones
Iosif Pinelis already gave a nice solution to show that the answer is "no" for sets of infinitely many vectors, and thus for $N$ very large. I'll show that the answer is also "no" even for some set of …
12
votes
Invertibility of a matrix defined using inner product
Let $X \in \mathbb{R}^{m \times n}$ be the matrix with columns $x_1$, $\ldots$, $x_n$. Then your matrix $A$ can be written as
$$
A = X^TX(nI - J),
$$
where $J$ is the $n \times n$ matrix with every en …
11
votes
Linear algebra underlying quantum entanglement?
Many introductory books on quantum information theory go over the linear algebraic tools necessary to study the topic, including the tensor product (since it indeed models quantum entanglement). Takin …
10
votes
How to check whether a matrix is completely positive or not?
As mentioned by Robert Bryant, in the $n = 3$ case, checking that the matrix is positive semidefinite and has all entries $\geq 0$ is both necessary and sufficient. In fact, the same is true when $n = …
9
votes
NP-hard problems in linear algebra and real analysis
The tensor product has a way of making easy problems into (NP-)hard problems. Rank of a 2-tensor (matrix)? Easy. Rank of a 3-tensor? NP-hard. Spectral norm of a matrix? Easy. Spectral norm of a 3-tens …
9
votes
When is a linear isomorphism of $M_n(\mathbb{C})$ given by unitary conjugation?
As an alternative to LSpice's great answer:
Every linear map $f$ acting on $M_n(\mathbb{C})$ has a Choi matrix defined by
$$
C_f := \sum_{i,j}E_{i,j}\otimes f(E_{i,j}) \in M_n(\mathbb{C}) \otimes M_n( …
8
votes
Accepted
elementwise functions of positive definite matrix
If the matrices are real and the function you have in mind is real-valued, then you indeed get the characterization you suggested. This was first shown in "I. J. Schoenberg. Positive definite function …