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The worst-case expected length f(n) of the path taken by the simplex algorithm with the Random Edge pivot rule on a 3-dimensional linear program with n constraints is shown to be bounded by 1.3445 n <= f(n) <= 1.4943 n for large enough n.

组合数学 · 数学 2007-05-23 Volker Kaibel , Raphael Mechtel , Micha Sharir , Günter M. Ziegler

The existence of a pivot rule for the simplex method that guarantees a strongly polynomial run-time is a longstanding, fundamental open problem in the theory of linear programming. The leading pivot rule in theory is the shadow pivot rule,…

最优化与控制 · 数学 2024-05-09 Alexander E. Black

The question whether the Simplex Algorithm admits an efficient pivot rule remains one of the most important open questions in discrete optimization. While many natural, deterministic pivot rules are known to yield exponential running times,…

最优化与控制 · 数学 2020-11-02 Yann Disser , Oliver Friedmann , Alexander V. Hopp

The simplex algorithm using the random edge pivot-rule on any realization of a dual cyclic 4-polytope with n facets does not take more than O(n) pivot-steps. This even holds for general abstract objective functions (AOF) / acyclic unique…

组合数学 · 数学 2007-05-23 Rafael Gillmann

We show that a variant of the random-edge pivoting rule results in a strongly polynomial time simplex algorithm for linear programs $\max\{c^Tx \colon Ax\leq b\}$, whose constraint matrix $A$ satisfies a geometric property introduced by…

数据结构与算法 · 计算机科学 2016-03-22 Friedrich Eisenbrand , Santosh Vempala

The behavior of the simplex algorithm is a widely studied subject. Specifically, the question of the existence of a polynomial pivot rule for the simplex algorithm is of major importance. Here, we give exponential lower bounds for three…

离散数学 · 计算机科学 2017-06-29 Antonis Thomas

We prove that the Random-Edge simplex algorithm requires an expected number of at most 13n/sqrt(d) pivot steps on any simple d-polytope with n vertices. This is the first nontrivial upper bound for general polytopes. We also describe a…

组合数学 · 数学 2008-07-15 Bernd Gärtner , Volker Kaibel

The existence of a polynomial pivot rule for the simplex method for linear programming, policy iteration for Markov decision processes, and strategy improvement for parity games each are prominent open problems in their respective fields.…

最优化与控制 · 数学 2025-12-19 Yann Disser , Georg Loho , Matthew Maat , Nils Mosis

We present new pivot rules for the Simplex method for LPs over 0/1 polytopes. We show that the number of non-degenerate steps taken using these rules is strongly polynomial and even linear in the dimension or in the number of variables. Our…

最优化与控制 · 数学 2021-11-30 Alexander Black , Jesús De Loera , Sean Kafer , Laura Sanità

We show that there are simplex pivoting rules for which it is PSPACE-complete to tell if a particular basis will appear on the algorithm's path. Such rules cannot be the basis of a strongly polynomial algorithm, unless P = PSPACE. We…

计算复杂性 · 计算机科学 2014-04-15 Ilan Adler , Christos Papadimitriou , Aviad Rubinstein

We construct a family of Markov decision processes for which the policy iteration algorithm needs an exponential number of improving switches with Dantzig's rule, with Bland's rule, and with the Largest Increase pivot rule. This immediately…

离散数学 · 计算机科学 2025-08-25 Yann Disser , Nils Mosis

The Random-Facet algorithm of Kalai and of Matousek, Sharir and Welzl is an elegant randomized algorithm for solving linear programs and more general LP-type problems. Its expected subexponential time of $2^{\tilde{O}(\sqrt{m})}$, where $m$…

数据结构与算法 · 计算机科学 2014-10-29 Oliver Friedmann , Thomas Dueholm Hansen , Uri Zwick

This paper discusses a data-driven, empirically-based framework to make algorithmic decisions or recommendations without expert knowledge. We improve the performance of two algorithmic case studies: the selection of a pivot rule for the…

机器学习 · 计算机科学 2021-09-30 Imran Adham , Jesus De Loera , Zhenyang Zhang

It is well known that the most challenging question in optimization and discrete geometry is whether there is a strongly polynomial time simplex algorithm for linear programs (LPs). This paper gives a positive answer to this question by…

最优化与控制 · 数学 2022-10-03 Zi-zong Yan , Xiang-jun Li , Jinhai Guo

Motivated by the analysis of the performance of the simplex method we study the behavior of families of pivot rules of linear programs. We introduce normalized-weight pivot rules which are fundamental for the following reasons: First, they…

组合数学 · 数学 2022-01-14 Alexander E. Black , Jesús A. De Loera , Niklas Lütjeharms , Raman Sanyal

Random Edge is the most natural randomized pivot rule for the simplex algorithm. Considerable progress has been made recently towards fully understanding its behavior. Back in 2001, Welzl introduced the concepts of \emph{reachmaps} and…

离散数学 · 计算机科学 2016-08-31 Bernd Gärtner , Antonis Thomas

Although simplices are trivial from a linear optimization standpoint, the simplex algorithm can exhibit quite complex behavior. In this paper we study the behavior of max-slope pivot rules on (products of) simplices and describe the…

组合数学 · 数学 2024-05-15 Alexander E. Black , Niklas Lütjeharms , Raman Sanyal

The Hirsch Conjecture stated that any $d$-dimensional polytope with n facets has a diameter at most equal to $n - d$. This conjecture was disproved by Santos (A counterexample to the Hirsch Conjecture, Annals of Mathematics, 172(1) 383-412,…

最优化与控制 · 数学 2025-04-22 Yaguang Yang

We present a randomized polynomial-time simplex algorithm with higher probability and tighter bounds for linear programming by applying improved quasi-convex properties, a logarithmic rounding on a given polytope and its logarithmic…

计算复杂性 · 计算机科学 2026-05-01 Daniel Gibor

In this paper, we propose a $p$-norm rule, which is a generalization of the steepest-edge rule, as a pivoting rule for the simplex method. For a nondegenerate linear programming problem, we show upper bounds for the number of iterations of…

最优化与控制 · 数学 2018-03-15 Masaya Tano , Ryuhei Miyashiro , Tomonari Kitahara
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