Questions tagged [matrices]
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138
questions
1
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0answers
35 views
What type of Problems (Class and types) Can Be Solved Effectively with Quantum Computers?
The Question:
I'm trying to understand the type of problems that Quantum Computers are/will be good at solving and if there is a special class to categorizes these types of problems (e.g. Do we ...
1
vote
0answers
63 views
Smallest nonzero eigenvalue of a sum of +1/-1 rank-one matrices?
Suppose we have a $k\times k$ matrix $A = \sum_{i=1}^{n} a_i a_i^T$ where $n \leq \mathrm{poly}(k)$ and each $a_i\in\{-1,1\}^{k}$. It is easy to prove that the largest eigenvalue of $A$ is at most $\...
1
vote
1answer
127 views
Finding output with unique witness in matrix multiplication
Consider two square matrices $A(x,y)$ and $B(y,z)$ of dimensions $N \times N$ containing boolean entries. Consider the output product matrix $C(x,z)$ where $C = AB$ (not boolean matrix multiplication ...
2
votes
0answers
66 views
Obtaining a lower bound of a matrix norm
I was wondering (on a setting where $\vec X_i \sim \mathcal{N}(\vec\mu, \mathbb{I})$ are $n$ random $d$-dimensional multivariate normal vectors with unknown mean $\vec\mu$) how I could obtain a lower ...
2
votes
1answer
113 views
Solver for uniform matroid isomorphism
I want to solve the following coNP-complete problem efficiently in practice: Given a linear matroid represented as $k \times n$ matrix over a finite field $\mathbb{F}_p$ (where $p$ is large prime), ...
3
votes
1answer
57 views
Problem conditions to use Laplacian solvers
I am trying to use Laplacian Solvers to solve a linear equation. I am just learning it (form here), so my question is very basic and it might not even make sense.
Suppose that we want to solve Ax=b, ...
1
vote
0answers
37 views
Remove cycles from a stochastic comparison matrix, while doing the least amount of editing
Let $\mathcal P_n$ be the collection of all matrices $M \in [0, 1]^{n \times n}$ such that $M_{ij} + M_{ji} = 1$ for all $i, j \in [n]$. Such matrices are called comparison matrices. A comparison ...
7
votes
0answers
149 views
Reference for computing the rank of a matrix in polynomial time
In a recent paper, I need to use the fact that computing the rank of a matrix over the integers has polynomial complexity. Given the context, I don't particularly care about the exact asymptotics, as ...
18
votes
0answers
431 views
In an $m$ by $n$ Boolean matrix, can you find a square block whose four corners are ones in $O(m \cdot n)$ time?
Decision Problem
Input: An $m$ by $n$ Boolean matrix $M$.
Decision Question: Does there exist a square block within $M$ such that upper-left corner entry == upper-right corner entry == lower-left ...
2
votes
1answer
124 views
Compiling einstein sums optimally
Einstein summation is a convenient way to express tensor operations which has found its way in tensor libraries like numpy, torch, tensorflow, etc.
Its flexibility lets us represent the product of ...
3
votes
0answers
139 views
Dynamic matrix-matrix multiplication
Suppose A and B are initial Boolean matrices. Let C = A*B. Suppose one can perform the sequence of the next operations: "set A[i,j] = 1", "set B[i,j] = 1". The result of each ...
2
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0answers
77 views
Is there a fast algorithm for computing the Schmidt decomposition
I have a huge covariance matrix, 𝑀, with the dimension, e.g., $10^8 \times 10^8$. Luckily enough, the number of nonzero eigenpairs, $n$, is very small, i.e., $n<5$. From the computational ...
-3
votes
1answer
79 views
Finding a non-negative solution to an integer system of linear equations
Let $A$ be an $n \times m$ integer matrix and consider the system of equations $Ax = b$ where $b$ is an integer vector. I want to find a solution $x$, assuming one exists, such that the components of $...
0
votes
1answer
866 views
Time complexity for multiplying two lower triangular matrices
I was wondering, if multiplication of two $n \times n$ lower (or upper) triangular matrices has a more efficient algorithm than multiplication of two general $n \times n$ matrices?
$$
\begin{bmatrix}
...
-4
votes
1answer
357 views
Distinguish Graph from Tree using Adjacency Matrix
Given an adjacency matrix, is there a way to determine if the graph will be a tree or a graph (whether or not there is a cycle).
For example, given the adjacency matrix:
...
8
votes
1answer
210 views
The complexity of the permanent of low rank matrices
I know that for an arbitrary $n \times n$ matrix, Ryser's algorithm can compute the permanent in $\mathcal{O}(2^n n^2)$ time. I'm interested in computing the permanent of $n \times n$ matrices of rank ...
41
votes
3answers
5k views
Evidence that matrix multiplication is not in $O(n^2\log^kn)$ time
It is commonly believed that for all $\epsilon > 0$, it is possible to multiply two $n \times n$ matrices in $O(n^{2 + \epsilon})$ time. Some discussion is here.
I have asked some people who are ...
23
votes
2answers
704 views
Question about two matrices: Hadamard v. "the magical one" in the proof of the sensitivity conjecture
The recent and incredibly slick proof of the sensitivity conjecture relies on the explicit* construction of a matrix $A_n\in\{-1,0,1\}^{2^n\times 2^n}$, defined recursively as follows:
$$A_1 = \begin{...
2
votes
0answers
40 views
Minimize The Number of Connected Components in Hit-map of A Boolean Matrix
Suppose there is a matrix with the value of 0 and 1. The hit-map of the matrix (0 is blue and 1 is red) create some connected component (see the following figure as an instance):
Is there any ...
1
vote
0answers
95 views
Complexity of low-rank matrix factorizations with rows in a simplex and outliers
Our goal is to obtain a matrix factorization in form of $M = U V'$, where $U\in\mathbb{R}^{d\times r}, V \in\mathbb{R}^{N\times r}$ and each row of $V$ satisfies
$$ \sum_{j}(V)_{ij}=1, (V)_{ij}\ge 0 $$...
-4
votes
1answer
193 views
Ordering of sub problems in dynamic programming
1) Can every dynamic programming question be solved using 3 different orderings or can there be more than 3 or less than 3 ( like unique ordering )?
My understanding is that a) it might have a unique ...
4
votes
0answers
158 views
research problem for undergraduate majoring in Computer Science and Mathematics
I am wondering if somebody can suggest a small research problem for undergraduate majoring in Computer Science and Mathematics. Would love to work with random matrices or wavelets.
1
vote
0answers
59 views
Finding a Minimal k-Subgraph
Given a complete, positively weighted, bidirectional graph with $n$ nodes without self-loops. Hence the corresponding adjacency matrix $A$ is positive, symmetric, and has zero main diagonal. I am ...
1
vote
1answer
269 views
Open/unsolved problems in (computational) random matrix theory / matrix completion?
I was wondering what some open problems are in random matrix theory (especially those of interest to TCS people/so mainly non-asymptotic things, I imagine). Also, and relatedly, what are remaining/...
2
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0answers
66 views
Efficient Online Algorithms for Matrix rank
Suppose, we have a matrix with known rank. Then, in each step one element of this matrix will be changed. Is there any efficient online algorithm to find rank of each matrix after each element update?
6
votes
1answer
245 views
Algebraic account of Gaussian elimination?
For fun, I've been looking at the interpretation of linear logic in terms of finite-dimensional vector spaces, and ran into an interesting
question about the interpretation of double-negation-...
1
vote
0answers
132 views
Connection between diamond norm and output purity norm
Setting of the problem: Given a quantum channel $\mathcal{E}: \mathcal{H}_A\rightarrow \mathcal{H}_B$ (where $\mathcal{H}$ refers to a Hilbert space and subscript refers to the quantum register ...
0
votes
0answers
94 views
On permanent mod $3^t$ computation
By $'$ I mean transpose. I gather the info here from rjlipton.wordpress.com/2014/12/21/modulating-the-permanent.
We know that if $U\in\Bbb F_{3^t}^{n\times n}$ satisfies $UU'=I_n$ in $\Bbb F_{3^t}$ ...
2
votes
1answer
187 views
Complexity of $\{0,\pm1\}$ determinant in sparse cases?
If $M\in\{-1,0,+1\}^{n\times n}$ be a matrix with only $O(n)$ non-zero entries and hadamard product $M\odot M$ being symmetric can we compute $Det(M)$ in $O(n)$ bit complexity?
Assume that the matrix ...
3
votes
0answers
627 views
Is there any algorithm to find just the largest eigenvalue with subquadratic time complexity?
SVD or PCA can be used find the largest eigenvalue, but at a cost of $O(n^3)$ complexity. Lanczos algorithm runs much faster on a sparse matrix with complexity $O(dn^2)$ where $d$ is the average ...
26
votes
0answers
592 views
Rank mod 6 vs rank over the reals
Let $A$ be a boolean matrix (eg with $0,1$ entries). Assume that $A$ has rank $\le r$ both over $\mathbb{F}_2$ and over $\mathbb{F}_3$. Does this imply that $A$ has low rank over the reals? This seems ...
6
votes
1answer
136 views
What's the complexity of factoring over a set of generators (say in $GL_2$)?
In particular, if I have some char-0 field $k$ (let's take $\mathbb C$ for now) and I consider $G = GL_2(k)$ with arbitrary nontrivial distinct $A, B \in G$. Then for some $C \in GL_2(k)$ do we know ...
7
votes
1answer
257 views
Using an oracle to find a vector $b$ for which $Ax=b$ has a solution
There is an oracle built around a hidden $m\times n$ matrix $A$ all of whose entries are 0 or 1, where $m>n$. The oracle takes as input an integer vector $b$ with positive entries, and answers as ...
5
votes
0answers
205 views
On permanent of $\{\pm1,0\}$ matrices
Consider the problem of computing the permanent $Per(M)$ of a matrix $M\in\{0,-1,1\}^{n\times n}$ such that the result is bounded in absolute value, $|Per(M)|<B$ where $B$ is part of input.
Is ...
1
vote
1answer
94 views
Properties of convex polytope of 0-1 matrices
Problem setting
Consider a set $ S = \big\{ 1,2,\cdots,n \big\}$. Now consider $k$ equal-sized subsets $S_i \subset S$ s.t of size $\big|S_i\big|=n' \;\forall i$.
Consider a $k\times k$ matrix $M$ ...
2
votes
1answer
263 views
Complexity involving connected components of 0/1 matrix
Assume a matrix has one component means we can traverse from a matrix entry $(i,j)$ which is $1$ to any other one by moving step of $(i\pm1,j),(i,j\pm1),(i\pm1,j\pm1)$ where each step you take you ...
1
vote
1answer
96 views
reference request- property of subset of rows in a matrix
I am interested in the following quantity. Suppose we are given a matrix $M\in \mathbb{F}_2^{m\times n}$ and a string $z\in \{0,1\}^n$. I am interested in finding the largest subset $S$ of rows in M ...
2
votes
1answer
106 views
Low-depth arithmetic complexity of the product of $k$ matrices
Is anything known about the size of $\Sigma\Pi\Sigma$ (or other constant depth) circuits for the product of $k$ matrices?
Trivial upper bounds (up to small factors) are:
if $k=2$, then there are $\...
3
votes
3answers
208 views
Canonisation of boolean matrices under row and column permutations
Consider the equivalence relation $\sim$ on boolean matrices $A,B\in\{0,1\}^{m\times n}$ which is defined as follows:
$A\sim B$ :iff there are permutation matrices $P\in\{0,1\}^{n\times n}, Q\in\{0,1\...
2
votes
0answers
144 views
On FFT and trigonometric matrix eigenvalues
Let $N=2^n$ for a natural number $n$ and $B$ be the $N\times N$ square matrix of $0$'s and $1$'s
$$
B=\begin{pmatrix}
0 & 1 & 0 & \ldots & 0 \\
1 & 0 & 1 & \ldots ...
6
votes
1answer
219 views
Checking properties of matrices
Given a sparse matrix $A$ in $\mathbb{Z}^{n\times n}$, how easily could one check whether a coefficient $\alpha_k$ of the characteristic polynomial $P_A$ of $A$ is equal to $0$ (without the need to ...
1
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0answers
163 views
How to efficiently generate a random 0-1 matrix of a given rank
How to efficiently generate a random $n\!\times\!n$ $0$-$1$ matrix of rank $k<n$?
2
votes
1answer
465 views
Matrix multiplication with transpose
Let $A,B\in\mathbb{F}^{n\times n}$ be two $n\times n$ matrices over
the underlying field $\mathbb{F}$. In addition, $A$ is guaranteed
to be a symmetric matrix, i.e, $A=A^{T}$. We assume complexity ...
1
vote
1answer
142 views
Low rank approximation of matrix under $l_2$ norm
Theorem 14 of this paper by Tam´as Sarl´os gives a relative error rank-$k$ approximation of a given matrix $A$ under the frobenius norm. I am looking for reference of a similar result (relative error ...
13
votes
4answers
1k views
Finding the sparsest solution to a system of linear equations
How hard is it to find the sparsest solution to a system of linear equations?
More formally, consider the following decision problem:
Instance: A system of linear equations with integer coefficients ...
3
votes
2answers
280 views
Submatrix of small rank
Let $G=(V,E)$ be a graph with adjacency matrix $M=(m_{ij};i,j \in V )$ over $\mathbb{F}_2$ and $k \in \mathbb{Z^+}$. How can we find in polynomial time a subset $A \subseteq V$ such that
The rank of ...
14
votes
0answers
633 views
Does solving matrix multiplication in quadratic time imply that SETH is false?
I have a little conjecture that if you could perform matrix multiplication (or solve 3-clique) in $O(n^2 \log(n))$ time, then you could solve CNF-SAT in $O(2^{(1-\epsilon)n})$ time.
In other words, ...
5
votes
2answers
1k views
Matrix permanent is 0
Valiant's theorem says that computing the permanent of an $n\times n$ matrix is #P-hard. Is the problem of determining if a permanent is 0 any easier? This arises in the context of sequence A006063 in ...
0
votes
1answer
205 views
Graph isomorphism problem with invertible adjacency matrices
This question is supplementary to the question asked here.
One of the answers give a class of graphs for which the adjacency matrices are invertible which is defined as follows.
Given a ...
10
votes
2answers
274 views
Matrix vector multiplication algorithm using minimal number of additions
Consider the following problem:
Given a matrix $M$
we want to optimize the number of additions in
the multiplication algorithm for computing $v \mapsto Mv$.
I find this problem interesting ...
