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Farkas' lemma is an ubiquitous tool in optimisation, as it provides necessary and sufficient conditions to have $b \in A(P)$, where $P$ is a closed convex cone, $A$ is a (continuous) linear mapping and $b$ is a fixed vector. The standard…

Optimization and Control · Mathematics 2026-03-13 Camille Pouchol , Emmanuel Trélat , Christophe Zhang

Our first result is a statement of a somewhat general form of a non-substitution theorem for linear programming problems, along with a very easy proof of the same. Subsequently, we provide an easy proof of theorem 1 in a 1979 paper of Olvi…

Optimization and Control · Mathematics 2025-04-08 Somdeb Lahiri

Farkas' lemma is a fundamental result from linear programming providing linear certificates for infeasibility of systems of linear inequalities. In semidefinite programming, such linear certificates only exist for strongly infeasible linear…

Optimization and Control · Mathematics 2012-03-02 Igor Klep , Markus Schweighofer

Given $A\in \Z^{m\times n}$ and $b\in\Z^m$, we consider the issue of existence of a nonnegative integral solution $x\in \N^n$ to the system of linear equations $Ax=b$. We provide a discrete and explicit analogue of the celebrated Farkas…

Combinatorics · Mathematics 2007-05-23 Jean B. Lasserre

Farkas' Lemma is a foundational result in linear programming, with implications in duality, optimality conditions, and stochastic and bilevel programming. Its generalizations are known as theorems of the alternative. There exist theorems of…

Optimization and Control · Mathematics 2019-06-04 Temitayo Ajayi , Varun Suriyanarayana , Andrew J. Schaefer

Recently, Horv\'ath, Song, and Terlaky [\emph{A novel unified approach to invariance condition of dynamical system, submitted to Applied Mathematics and Computation}] proposed a novel unified approach to study, i.e., invariance conditions,…

Dynamical Systems · Mathematics 2016-09-06 Zoltán Horváth , Yunfei Song , Tamás Terlaky

In the verification of loop programs, disjunctive invariants are essential to capture complex loop dynamics such as phase and mode changes. In this work, we develop a novel approach for the automated generation of affine disjunctive…

Logic in Computer Science · Computer Science 2024-11-20 Jingyu Ke , Hongfei Fu , Hongming Liu , Zhouyue Sun , Liqian Chen , Guoqiang Li

The first two authors of this paper asserted in Lemma 4 of "New Farkas-type constraint qualifications in convex infinite programming" (DOI: 10.1051/cocv:2007027) that a given reverse convex inequality is consequence of a given convex system…

Optimization and Control · Mathematics 2023-05-31 Nguyen Dinh , Miguel A. Goberna , M. Volle

Farkas' lemma is a fundamental result from linear programming providing linear certificates for infeasibility of systems of linear inequalities. In semidefinite programming, such linear certificates only exist for strongly infeasible linear…

Optimization and Control · Mathematics 2018-04-27 Igor Klep , Markus Schweighofer

We discuss the (first- and second-order) optimality conditions for nonlinear programming under the relaxed constant rank constraint qualification. This condition generalizes the so-called linear independence constraint qualification.…

Optimization and Control · Mathematics 2022-04-28 Ademir Alves Ribeiro , Mael Sachine

The linear programming (LP) approach is, together with value iteration and policy iteration, one of the three fundamental methods to solve optimal control problems in a dynamic programming setting. Despite its simple formulation,…

Systems and Control · Electrical Eng. & Systems 2023-10-31 Lucia Falconi , Andrea Martinelli , John Lygeros

Most numerical methods developed for solving nonlinear programming problems are designed to find points that satisfy certain optimality conditions. While the Karush-Kuhn-Tucker conditions are well-known, they become invalid when constraint…

Optimization and Control · Mathematics 2025-03-04 Huimin Li , Yuya Yamakawa , Ellen H. Fukuda , Nobuo Yamashita

In semidefinite programming (SDP), unlike in linear programming, Farkas' lemma may fail to prove infeasibility. Here we obtain an exact, short certificate of infeasibility in SDP by an elementary approach: we reformulate any semidefinite…

Optimization and Control · Mathematics 2015-04-06 Minghui Liu , Gabor Pataki

In this paper we develop a very special substitution method for solving a general linear programming problem (LPP). Of course the substitution is a kind of elimination of variable but this method must not be confused with the so-called…

Optimization and Control · Mathematics 2026-05-07 Laurent Truffet

Farkas established that a system of linear inequalities has a solution if and only if we cannot obtain a contradiction by taking a linear combination of the inequalities. We state and formally prove several Farkas-like theorems over…

Optimization and Control · Mathematics 2026-03-18 Martin Dvorak , Vladimir Kolmogorov

Since the seminal work of J. A. Robinson on resolution, many lifting lemmas for simplifying proofs of completeness of resolution have been proposed in the literature. In the logic programming framework, they may also help to detect some…

Logic in Computer Science · Computer Science 2007-05-23 Etienne Payet , Fred Mesnard

In the first two papers, the author embarked on a study of classes of linear equations over integers satisfying a "Farkas-type" property. As the third paper in this study, the present paper deals with another class of linear equations over…

Combinatorics · Mathematics 2016-06-28 Masood Aryapoor

This paper addresses the study of algebraic versions of Farkas lemma and strong duality results in the very broad setting of infinite-dimensional conic linear programming in dual pairs of vector spaces. To this end, purely algebraic…

Optimization and Control · Mathematics 2026-01-16 P. D. Khanh , V. V. H. Khoa , T. H. Mo

This document introduces a strategy to solve linear optimization problems. The strategy is based on the bounding condition each constraint produces on each one of the problem's dimension. The solution of a linear optimization problem is…

Optimization and Control · Mathematics 2018-09-24 Gerardo L. Febres

A well motivated method for demonstrating that an experiment resists any classical explanation is to show that its statistics violate generalized noncontextuality. We here formulate this problem as a linear program and provide an…

Quantum Physics · Physics 2024-04-05 John H. Selby , Elie Wolfe , David Schmid , Ana Belén Sainz , Vinicius P. Rossi
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