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Complexity of calculating the expectation of $\operatorname{Tr} h(A)$, $A$ is a random matrix

$A$ is a $d_1\times d_1$ random matrix. Given $\{g_i\}~(1\leq i\leq n)$ iid Gaussian variables, $f_{ij}(g_1,g_2,...,g_n)~(1\leq i,j\leq d_1)$ are degree-$d_2$ polynomials. And $f_{ij}\equiv f_{ji}~(\...
qmww987's user avatar
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Linear Program Optimal Value

If $f(A,b,c)$ is the optimal value of a linear program $\min c.x$ subject to $A.x \leq b ; x \geq 0.$ Does $f(A,b,c)$ have a piecewise polynomial/rational upper bound in $(A,b,c)$ on the domain of ...
Pathikrit Basu's user avatar
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35 views

Are there any known lower complexity bounds on solving positive semidefinite or positive semidefinite feasibility problems?

I've been trying to attack the problem posted here, about quickly checking if a matrix has any positive semidefinite completions. I suspect that the answer to the question is "no", because ...
seed's user avatar
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34 views

Does $2$ variable linear Diophantine equation in $NC$ imply $2$ dimensional shortest vector is in $NC$?

Consider the Linear Diophantine in known $a,b,c\in\mathbb Z$ $$ax+by=c.$$ Above can be solve by Extended Euclidean which is not in $NC$ as far as we know. It is clear if Extended Euclidean is in $NC$ ...
Turbo's user avatar
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101 views

On determinant and permanent of certain homotopy defined simple matrices

Let $A_1,A_2,B_1,B_2$ be four $n\times n$ $0/1$ square matrices where $$\det(A_1)=\det(A_2)=per(A_1)=per(A_2)=1$$ $$\det(B_1)=\det(B_2)=per(B_1)=per(B_2)=0$$ hold ($per$ refers to permanent). I. What ...
Turbo's user avatar
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161 views

On an optimization question

Suppose we have a square matrix $M=(1-z)A+zB$ where $A,B$ have integer entries from $\{0,1\}$ with $\det(A)+\det(B)=1$ and $\det(A),\det(B),per(A),per(B)\in\{0,1\}$ and we want to find $z\in[0,1]$ ...
Turbo's user avatar
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223 views

Fastest algorithm for finding the closest semi-definite matrix?

Given a real-valued, symmetric matrix $A \in \mathbb{R}^{n \times n}$, I'm interested in finding the closest positive semi-definite matrix $X^*\in \mathbb{R}^{n \times n}$: $$ X^* = \mathop{\text{...
Alec Jacobson's user avatar
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61 views

Is there any lower bound for basis computation in finite Abelian groups?

Victor Shoup in this paper has given a lower bound for discrete logarithm. The algorithms that I have come across use discrete logarithms (extended discrete logarithms) to compute a basis for a finite ...
Vasac's user avatar
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56 views

Over a given finite field, how many couples of matrices there are, for which their minimal polynomials are co-prime?

Let ${\mathbb F}_{q}$ be a given finite field. How many couples of $n\times n$ matrices $\left(A,B\right)$ over ${\mathbb F}_{q}$, such that $\gcd\left(\mu_{A}\left(\lambda\right),\mu_{B}\left(\lambda\...
Yossi Peretz's user avatar
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36 views

Does Hoffman constant keep the same after a very tiny perturbation on the polyhedron such that the bases are even unchanegd?

Suppose that $P$ is a polyhedron represented by $$P:=\{x \in \mathbb{R}^n: A x \le b \} \text{ for }A \in \mathbb{R}^{m\times n},\ b \in \mathbb{R}^m,$$ and $P$ contains interior points. Moreover, the ...
ZZZZZZ's user avatar
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96 views

On optimizing a multivariate quadratic function subject to certain conditions

The problem is to maximize $f(x_1,x_2,\cdots,x_n)=\sum\limits_{i=1}^{n}\Big(x_i-k_i\Big)^2$ for $n\ge 3$ subject to the conditions (1) $\sum\limits_{i=1}^{n}x_i=\sum\limits_{i=1}^{n}k_i\le n(n-1)$ ...
shahulhameed's user avatar
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336 views

Closed-form solution of a particular linear program

(Note: I asked a similar question at math.stackexchange but the present one is more precise.) I have a linear program of the form: $$\text{minimize} \space\space x_1 \space\space \text{subject to:}$$ $...
Fabius Wiesner's user avatar
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70 views

Is this factorization problem in EXP?

Factorization is not known to have a polynomial time algorithm. Traditionally the input length is number of bits in representation of the integer to be factored. However now consider integers of form $...
Turbo's user avatar
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46 views

Computational hardness of a discrete generalized rectangle packing problem

I have a decision problem that is clearly in NP, but I cannot seem to prove that it is in P, nor can I prove its NP-hardness. I attribute this more to my inexperience than to the problem's difficulty (...
I.M.J. McInnis's user avatar
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Nash Equilibria change linearly in (some) game parameters. Already known / follows from a more general result?

EDIT: The key thing that I am wondering about is the linearity of the P2 strategy, not the constancy of P1. (The latter is straightforward.) Question: Is the following result already known? Or is it a ...
Vojtěch Kovařík's user avatar
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121 views

Frog game on tree graphs is in NP but not in P (NP-complete)?

Problem We can restrict ourselves to tree graphs. What is the complexity of the following problem? Let $G$ be simple connected graph with vertices in $V$, edges in $E$, and a vertex weighted function $...
Vepir's user avatar
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123 views

Finding the optimal arithmetic circuit for evaluating a given polynomial

The Horner's algorithm takes as input a univariate polynomial $f(X)$ and an evaluation point $x$ and computes $f(x)$ using $O(\deg(f))$ field operations. Suppose now that the polynomial $f(X)$ is ...
DDT's user avatar
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0 answers
59 views

How do I incorporate Ito's lemma into the solution for a finite-horizon stochastic cake-eating problem?

I'm interested in finite-horizon, continuous-time cake-eating problems in which the agent has a time-horizon $W$ over which to eat the cake, and then chooses an optimal consumption path $\{h_t\}_0^W$, ...
C_A_Pepe's user avatar
1 vote
0 answers
42 views

If statement in the algebraic group model (AGM)

In the algebraic group model (https://eprint.iacr.org/2017/620.pdf), can one use "if" statement? For example, can one do the following in AGM? input: x, y, z if (x = y) then z = x else z = ...
jsliyuan's user avatar
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92 views

Formalizing intuition of search hardness

Basically, this is a search problem of an object that is promised to exist. Suppose we have an object that can be described completely and uniquely by $m$ properties (each n bits). Suppose a search ...
Mohammad Al-Turkistany's user avatar
1 vote
0 answers
42 views

What is the complexity of the matrix multiplication closure for a given generating system?

Given a generating set of $k$ matrices $X = \{M_1, M_2, \ldots, M_k\}$, with $M_i\in \mathrm{Mat}(\mathbb{C},n)$, what is the worst case complexity for computing the algebraic closure w.r.t. matrix ...
ArminJR's user avatar
  • 21
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0 answers
101 views

Fast algorithm to compute nimber product

It is known that nimbers (Grundy numbers) below $2^{2^n}$ form a field with the nim addition $\oplus$ and the nim product $\cdot$. Generally, one can develop an algorithm to compute the product of two ...
Oleksandr  Kulkov's user avatar
1 vote
1 answer
331 views

Finding a special solution in a solution set over F2

Given a solution set of a linear system of the following form $$ \{ \begin{bmatrix} x_{1} \\ \vdots \\ x_{n} \end{bmatrix} = \vec{v_1} * x_1 + \dots + \vec{...
borekking's user avatar
1 vote
0 answers
61 views

Linear programming robustness to input perturbations

I'm running a linear program whose parametrization depends on the output of a neural network. I was wondering if there exist results on how robust linear programs are towards perturbations in their ...
f.k's user avatar
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98 views

Solution of a simple optimization problem

Let $\mathbf{U}_1$ and $\mathbf{U}_2$ be two arbitrary unitary matrices and $\mathbf{D}$ be a diagonal matrix. What is the solution of the following optimization problem? \begin{align} \min_{\mathbf{...
Math_Y's user avatar
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How to chose the start vector for the MTZ variables

In the context of LP-formulations for the Traveling Salesman Problem the MTZ constraints prevent subtours via $n$ (i.e. effectively $n-1$) additional variables $$u_1=1\\2\le u_2,\,\dots ,\,u_n\le n\\ ...
Manfred Weis's user avatar
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1 vote
0 answers
69 views

On perfect matchings on planar graphs - is there a linear time deterministic algorithm?

The slides here provide a way to get a pfaffian orientation from Minimum Spanning Tree. MST can be found in linear time if graph is planar and weights are $1$ and the slides give a linear time ...
Turbo's user avatar
  • 13.9k
1 vote
0 answers
181 views

Does fraction-free Gaussian elimination use fractional row operations?

I would like to understand whether Gaussian elimination of an integer matrix, which uses only row operations of the form Addition (or subtraction) of row $i$ to row $j$ can be performed in ...
Cameron's user avatar
  • 111
1 vote
0 answers
58 views

Second-order envelope theorem for linear programming

Consider parameterized linear programming $V(\theta) = \max_x \langle c(\theta),x\rangle$ s.t. $A(\theta)x\leq b(\theta)$, $x\geq 0$. Let's also assume $c,A,b$ are infinitely differentiable with ...
Yining Wang's user avatar
1 vote
0 answers
37 views

Sum of all integer binary solutions of a TUM linear system

I have the following problem: $A x = b$ where $A$ is a $m \times n$ total unimodular matrix (TUM) with entries in $\{0,1\}$ and $b$ is a $m$-vector of strictly positive integers. Let $\mathcal X$ be ...
Luca Savant's user avatar
1 vote
0 answers
185 views

Maximum independent set in dense graphs

Let $0 < A < 1$ and $G$ be connected d-regular graph with degree $d=[A n]$. The density of $G$ is about $A$. Q1 Are there constraints on $A$ such that finding maximum independent set of $G$ is ...
joro's user avatar
  • 25.4k
1 vote
0 answers
583 views

Langlands program and complexity theory

Back when I was an undergraduate, I spent some time reading the about the modularity conjecture, but the details are fuzzy now. One of the motivations I imagined for the Langlands program was for ...
user321680's user avatar
1 vote
0 answers
75 views

Subgraph isomorphism problem with linear map

I am working on proving the NP-hardness of a problem by reducing it from the subgraph isomorphism problem. Currently, I can reduce it from the following problem: Problem 1: Given two graphs $G=(V, E)$ ...
lisi's user avatar
  • 101
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0 answers
25 views

Reporting uncoverable directed simple cycles in digraphs

What is known about cycles in digraphs that can't be member of any of that digraph's vertex disjoint directed cycle covers as illustrated below? in that "cat's eye graph" the green cycle ...
Manfred Weis's user avatar
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1 vote
0 answers
46 views

Computational complexity of rate $\frac{1}{2}$ codes

We know from Berlekamp, McEliece and Van Tilborg [On the inherent intractability of certain coding problems, IEEE Trans. Information Theory, 24 (1978)] that computing the minimum distance of a (binary)...
Root's user avatar
  • 71
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0 answers
118 views

Promise version of minimum distance

It has been known for some time that computing minimum distance of a linear code (minimum weight codeword) is NP-hard. This immediately also says that given a code $C$, calculating minimum hamming ...
Root's user avatar
  • 71
1 vote
0 answers
162 views

Optimization problem on trace of complex matrix product

Given a complex rectangular matrix $A$ $(k \times n)$, I am interested in solving the following optimization problem over $(k\times n)$ complex matrices $x$: $$ \mathrm{arg}\max_X \,\mathrm{trace}(X^...
hichem hb's user avatar
  • 377
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0 answers
63 views

Counting $\bmod 2$ number of vertices of sparsely represented polyhedra

Given a polyhedron $$Ax\geq b$$ is there an $NC^1$ or an $NC^2$ algorithm to count the number of vertices $\bmod2$? Assume $A\in\{0,1\}^{m\times n}$ and $b\in\mathbb Z^{m}$ ($m=O(n)$) and assume rows ...
Turbo's user avatar
  • 13.9k
1 vote
0 answers
43 views

Detecting non-negativity of a single constraint by polyhedral constraints - $II$

Let $$\langle a,x\rangle=b$$ be a linear constraint where $x\in\mathbb R^n$ and every entry in $a=(a_1,\dots,a_n)$ is in $\mathbb Z_{\geq0}^{n}$ (non-negative) and the entry $b$ is in $\mathbb Z_{\...
Turbo's user avatar
  • 13.9k
1 vote
0 answers
209 views

Solution to system of linear equations

Input: System of linear equations $$A[x_1,\dots,x_{t}]=b$$ where number of equations is at least number of variables but independence is not guaranteed. However there is atmost one non-negative ...
Turbo's user avatar
  • 13.9k
1 vote
0 answers
122 views

Integrality of polyhedra

Given two polyhedra in $H$ representation $P_1:Ax\leq b$ and $P_2:Bx\leq c$ which are integral are bounded when is their intersection also integral? Given two polyhedra in $H$ representation $P_1:Ax\...
Turbo's user avatar
  • 13.9k
1 vote
1 answer
115 views

$\mathrm{LP}$ formulation for $\mathrm{k}$-$\operatorname{opt}$ moves

$\mathrm{k}$-$\operatorname{opt}$ moves are an idea to improve non-optimal Hamilton cycles in weighted symmetric graphs by exchanging $\mathrm{k}$ tour-edges with $\mathrm{k}$ edges that do not belong ...
Manfred Weis's user avatar
  • 13.2k
1 vote
0 answers
172 views

continuity of linear programming

I have the following conjecture: Given a closed convex set $S \subseteq \mathbb{R}^n$ and one of its exposed face $F=\{x \in S \mid \pi x = \pi_0\}$, where $\pi x =\pi_0$ is the supporting hyperplane ...
HAORAN ZHU's user avatar
1 vote
0 answers
920 views

Maximizing a piecewise-linear convex function

Crossposted on Operations Research SE. I am working on an optimization problem where some of the terms of the objective function to maximize are expressed as a piecewise linear function of variables: ...
lovasoa's user avatar
  • 111
1 vote
0 answers
62 views

Complexity of checking if a set is an additive basis

A set of nonnegative integers $A$ is said to be an additive basis of order $k$ if every nonnegative integer is equal to the sum of $k$ elements of $A$. For example, Lagrange's theorem says that the ...
Oslow's user avatar
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1 vote
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323 views

Decomposition of Polyhedral - An example

There is no doubt that clear examples consolidate the understanding of concepts being learnt. I am new to finding the structure and decomposition of a polyhedra. Suppose that we have the system $$ \...
holala's user avatar
  • 111
1 vote
0 answers
78 views

$\mathsf{NP}$ complete version of Skolem arithmetic

Definable subsets of $\mathbb N$ in the language of Presburger arithmetic are exactly the eventually periodic sets and quantifier free part corresponds to Integer Programming with linear inequalities. ...
Turbo's user avatar
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1 vote
0 answers
176 views

Reduction graph isomorphism to maximum independent set in very dense graph

We got a reduction graph isomorphism to MIS in a very dense graph, or alternatively negative monotone 2-CNF to MAX-ONEs with a formula with many clauses. Let $G,H$ be graphs of order $n$ and adjacency ...
joro's user avatar
  • 25.4k
1 vote
2 answers
267 views

Optimal path with multiple costs

Given a graph $G=(V,E)$, each edge $e$ has $k$ costs $c_i(e)$, $1\le i\le k$. Correspondingly, a path $P$ is also characterized by $k$ costs where $c_i(P)=\sum_{e\in P} c_i(e)$. Given vertices $s$ and ...
lchen's user avatar
  • 367
1 vote
0 answers
47 views

Restriction of Rademacher Complexity

Let $F\subseteq C([0,1]^n,\mathbb{R})$ be a finite family of functions, which is non-empty. Let $A,B$ be subseteq of $[0,1]^n$, again non-empty, and let $Rad(C)$ denote the Rademacher complexity of ...
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