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

31 votes
4 answers
2k views

Probability of zero in a random matrix

Let $M(n,k)$ be the set of $n\times n$ matrices of nonnegative integers such that every row and every column sums to $k$. Let $P(n,k)$ be the fraction of such matrices which have no zero entries, equ …
Brendan McKay's user avatar
23 votes
Accepted

Determining if some permutation of a vector satisfies a system of linear equations

Let's see if I can convince everyone that this problem is NP-complete. First: it is in NP because a permutation $P$ can be guessed and checked in polynomial time. I'll restate the problem: Given a …
Brendan McKay's user avatar
16 votes
1 answer
2k views

Overlapping Gershgorin disks

We all know Gershgorin's Circle Theorem, which I will summarise for convenience. Let $A=(a_{ij})$ be an $n\times n$ complex matrix. Define the disks $D_1,\ldots,D_n$ by $$D_i = \Bigl\{ z : |z-a_{ii}| …
Brendan McKay's user avatar
16 votes
Accepted

What happens to eigenvalues when edges are removed?

The smallest eigenvalue can go up or down when an edge is removed. For "down": $G=K_n$ for $n\ge 3$. For "up": Take $K_n$ for $n\ge 1$ and append a new vertex attached to a single vertex of the orig …
Brendan McKay's user avatar
15 votes
Accepted

Why does an invertible complex symmetric matrix always have a complex symmetric square root?

Higham, in Functions of Matrices, Theorem 1.12, shows that the Jordan form definition is equivalent to a definition based on Hermite interpolation. That shows that the square root of a matrix $A$ (if …
Brendan McKay's user avatar
13 votes

How are eigenvalues and eigenvectors affected by adding the all-ones matrix?

A cute fact that is trivial to prove is this: define the characteristic polynomial of a matrix $M$ by $\phi_M(x) = |xI-M|$. Then for any $A$ and any $s$, $$\phi_{A+sJ}(x) = (1-s)\phi_A(x)+s\phi_{A+J}( …
Brendan McKay's user avatar
10 votes

The coefficient of a specific monomial in the expansion of the following polynomial

This is not an answer but a conjecture based on some trials. $$a_{n,k} = \begin{cases} 1, & n=1 \\ 0, & n\gt 1, k\text{ odd} \\ (-1)^{t\binom n2}\di …
Brendan McKay's user avatar
10 votes

Number of all different $n\times n$ matrices where sum of rows and columns is $3$

This problem was solved by Ron Read in his PhD thesis (University of London, 1958). Without requirement 2 there is a summation which isn't too horrible. With requirement 2 added as well, Read's soluti …
Brendan McKay's user avatar
10 votes
Accepted

Complexity of finding a 0-1 vector in a subspace or showing that there is none

It is NP-complete. Consider the case of $n$ vectors of length $n+1$, where the vectors are the rows of a matrix $[I | x]$ where $I$ is an $n\times n$ identity matrix and $x$ is a column vector of eve …
Brendan McKay's user avatar
9 votes

A variant of Cholesky decomposition involving binary matrices

Even the case where $B$ is constant on the diagonal and constant off the diagonal is extremely difficult. For example, it includes the question of for which orders a finite projective plane exists. If …
Brendan McKay's user avatar
9 votes
Accepted

Counting the (additive) decompositions of a quadratic, symmetric, empty-diagonal and consta...

In general the number of decompositions depends on the structure of the matrix, not just on its size and row sum. This is even so in the case of 0-1 matrices, where the question is equivalent to 1-fa …
Brendan McKay's user avatar
9 votes

Solving the matrix equation $XX^t = A$ for binary matrix $X$

For general $A,X~$ this is a very difficult problem, but the condition you give that the rows of $X~$ have sum 2 makes it much easier. Consider each row to be an edge of a graph $G~$ (i.e. the two on …
Brendan McKay's user avatar
8 votes

Equal-valued determinants in search of a proof: Part III

Let $L_i$ and $R_i$ be the $i$-th rows of the left and right matrices. Then $$\begin{align} R_n &= L_n \\ R_{n-1} &= L_n + L_{n-1} \\ R_{n-2} &= L_n + 2L_{n-1} + L_{n-2} \\ R_{n-3} …
Brendan McKay's user avatar
8 votes

Linear independence of element-wise powers of positive vectors

In the case of integer $\gamma_i$, the determinant is nonzero (in fact, strictly positive). This is proved in Gantmacher, The Theory of Matrices, Vol 2, p99. Gantmacher calls it a "generalized Vande …
Brendan McKay's user avatar
8 votes

Polynomial time algorithm for rigid graph isomorphism

You have reduced the graph isomorphism problem to a 0-1 programming problem. 0-1 programming problems are NP-hard in general, so the question is whether your particular case is an exception. You haven …
Brendan McKay's user avatar

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