# Questions tagged [linear-programming]

Mathematical and computational method for finding the best outcome in a given mathematical model where the list of requirements is represented as linear relationships.

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### Why is the ellipsoid method numerically unstable?

In the Ellipsoid method wikipedia entry under the performance section, it is mentioned that the Ellipsoid method often times is numerically unstable in practice: "On even "small"-sized ...
20k views

### Complexity of the simplex algorithm

What is the upper bound on the simplex algorithm for finding a solution to a Linear Program? How would I go about finding a proof for such a case? It seems as though the worst case is if each vertex ...
3k views

### Solving semidefinite programs in polynomial time

We know that linear programs (LP) can be solved exactly in polynomial time using the ellipsoid method or an interior point method like Karmarkar's algorithm. Some LPs with super-polynomial (...
114 views

### Does an upper bound on the integrality gap imply an approximation algorithm with the same ratio?

Often, we can model combinatorial optimization problems with an Integer Program. Then there is an associated Linear Relaxation which drops the integrality constraints on the variables. Let's say we ...
93 views

### Is this proof of $LP$ being in $coNP$ correct?

I am referring to the natural decision version of the Linear Programming problem: given $A \in \mathbb{Q}^{m \times n}, \ b \in \mathbb{Q}^m, \ c \in \mathbb{Q}^n, \ \alpha \in \mathbb{Q}$, does there ...
155 views

### Characterization of integral polyhedra

A rational polyhedron $P \subseteq \mathbb{R}^n$ is an integral polyhedron if it is the convex hull of its integer points. That is, if $P = conv(P \cap \mathbb{Z}^n)$. Equivalently, $P$ is integral if ...
321 views

### Complexity of linear programming

It is known that Linear Programming (LP) is P-complete. I am interested in approximation algorithms for LP. There are numerous inapproximability results for NP optimization problems, e.g. it is NP-...
4k views

### Hamiltonian Cycle as an integer linear programming problem

I'm trying to do reduce Hamiltonian Cycle to integer linear programming. Here's my idea: Create variables $e_{ij}$ for every edge $(i,j)$ in the graph. Require each $$e_{ij}\in \{0,1\}$$. Create ...
57 views

### Using Baire Category to analyze the efficiency of the Simplex Method

I read from the wiki page of the Simplex Algorithm that we can "use Baire category theory from general topology, and to show that (topologically) "most" matrices can be solved by the ...
55 views

### Prove that this linear relaxation has half-integral extreme points

Given a graph $G=(V,E)$, here is a Linear Relaxation of the edge cover polytope: (1) For each $v \in V, \sum_{e \in \delta(v)} x_e \geq 1.$ (2) For each $e \in E$, $0 \leq x_e \leq 1.$ Here $\delta(S)$...
477 views

### Complexity of finding a consistent hyperplane

Given $m$ binary labeled points in $\mathbb{R}^d$, it is well-known that in general it's NP-hard to find a hyperplane that minimizes sample error. A brute-force search considers all $O(m^d)$ sample ...
122 views

### Complexity of real coefficients Linear Programs

I would like to know if there are known any polynomial time algorithms for deciding the feasibility of linear programs with real (not integers) coefficients. I know that for linear programs with ...
35 views

### Which algorithm for linear programming is suitable for the context of quantum computing?

There are two major types of algorithms for linear programming : extreme point based, interior point based. Which will be suitable for quantum computing?
41 views

### are there approximation algorithms that use primal-dual with LP values and/or rounding?

Are there approximation algorithms that use primal-dual with LP values and/or rounding? e.g. An algorithm that during any iteration first tries to see an extreme point to the LP has any value above a ...
7k views

### Solving a Min/Max equation set

In solving a certain game, I've ended up with a set of equalities like these: ...
101 views

### (Integer) Linear Program formulation of planarity?

Q: Is there an efficient (I)LP formulation of planarity? More specifically, I am looking for a set of constraints that are satisfied by exactly all planar graphs on $n$ vertices, in order to optimize ...
135 views

### Is this homework problem on T-joins wrong? [closed]

In Question 9.3a, it states that if $T=V$, then the minimum cost perfect matching is the minimum cost T-join. Is this actually true? I think I have a counterexample which I have drawn below.
239 views

### Proof of $LP$ is in $coNP$ without showing it is in $P$?

Is there a proof that linear programming is in $coNP$ without showing it is in $P$? If so what is the strategy?
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### Practical algorithm for testing whether an edge is Delaunay

I have a set of vertices $V\subset\mathbb R^3$ and a set of edges $S=\{(a,b)|a,b \in V\}$. I want to know whether an edge in the set $S$ is Delaunay against the vertices in $V$. My assumed ...
2k views

### Toy Examples for Plotkin-Shmoys-Tardos and Arora-Kale solvers

I would like to understand how the Arora-Kale SDP solver approximates the Goemans-Williamson relaxation in nearly linear time, how the Plotkin-Shmoys-Tardos solver approximates fractional "...
177 views

### How small can extension complexity be?

In this article on extension complexity of regular polygons https://arxiv.org/pdf/1505.08031.pdf it is mentioned that extension complexity of $n$ regular polygons should be $\theta(\log n)$. This is ...
194 views

### How is SDP an extension of spectral algorithms?

In one of his lectures, Uri Feige described semidefinite programming (SDP) as ... an algorithmic technique that extends both linear programming and spectral algorithms. I know the basic ...
81 views

### Reference request: strong polynomial-time for LP

A follow-up of sorts on this question: Complexity of finding a consistent hyperplane What is a good survey of partial results on the strong poly-time status of the general LP problem?
152 views

### Generalizations of linear programming

Linear problems can be solved in polynomial time. So can semidefinite programs and, presumably, many other useful classes of optimization programs. Is there a survey/lecture notes describing ...
93 views

### Best algorithms for real linear programming

Linear Programming asks for $x\in\mathbb R^n$ such that $Ax\leq L$ holds where $A\in\mathbb R^{m\times n}$ and $L\in\mathbb R^m$ are given. Karmarkar has shown that $\ell$ is the number of bits of ...
74 views

### Solving an LP with at most m-1 nonzeros

Consider the linear program: $$A x = b, ~~~~~~ x\geq 0$$ where $A$ is an $m$-by-$n$ matrix, $x$ is an $n$-by-1 vector, $b$ is an $m$-by-1 vector, and $m<n$. It is known that, if this ...
I've tried the following LP relaxation of maximum independent set $$\max \sum_i x_i$$ $$\text{s.t.}\ x_i+x_j\le 1\ \forall (i,j)\in E$$ $$x_i\ge 0$$ I get $1/2$ for every variable for every cubic ...
In the problem Minimum Relevant Variables in Linear System (Min-RVLS), the input is a linear system, e.g.: $$A x = b$$ and the goal is to find a solution $x$ with as few nonzero variables as ...