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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 …
Nathaniel Johnston's user avatar
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 $ …
Nathaniel Johnston's user avatar
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)\ …
Nathaniel Johnston's user avatar
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 …
Nathaniel Johnston's user avatar
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_ …
Nathaniel Johnston's user avatar
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} = …
Nathaniel Johnston's user avatar
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 $p \mid n$ …
Nathaniel Johnston's user avatar
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 …
Nathaniel Johnston's user avatar
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 …
Nathaniel Johnston's user avatar
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 …
Nathaniel Johnston's user avatar
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 …
Nathaniel Johnston's user avatar
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 = …
Nathaniel Johnston's user avatar
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( …
Nathaniel Johnston's user avatar
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 …
Nathaniel Johnston's user avatar

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