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We give an exact algorithm for the 0-1 Integer Linear Programming problem with a linear number of constraints that improves over exhaustive search by an exponential factor. Specifically, our algorithm runs in time…

计算复杂性 · 计算机科学 2014-02-20 Russell Impagliazzo , Shachar Lovett , Ramamohan Paturi , Stefan Schneider

The reduction of constraints to obtain minimal representations of sets is a very common problem in many engineering applications. While well-established methodologies exist for the case of linear constraints, the problem of how to detect…

系统与控制 · 电气工程与系统科学 2020-06-29 Andres Cotorruelo , Ilya Kolmanovsky , Daniel R. Ramírez , Daniel Limon , Emanuele Garone

In this paper, we develop a new formulation of changeover constraints for mixed integer programming problem (MIP) that emerges in solving a short-term production scheduling problem. The new model requires fewer constraints than the original…

最优化与控制 · 数学 2014-08-28 Pavel A. Borisovsky , Anton V. Eremeev , Josef Kallrath

A widely adopted approach to solving constraint satisfaction problems combines systematic tree search with various degrees of constraint propagation for pruning the search space. One common technique to improve the execution efficiency is…

计算机科学中的逻辑 · 计算机科学 2007-05-23 Chiu Wo Choi , Jimmy Ho-Man Lee , Peter J. Stuckey

In this paper we propose a technique that assigns obstacles to clusters used for collision avoidance via Mixed-Integer Programming. This strategy enables a reduction in the number of binary variables used for collision avoidance, thus…

系统与控制 · 电气工程与系统科学 2020-09-17 Vinicius Antonio Battagello , Nei Yoshihiro Soma , Rubens Junqueira Magalhaes Afonso

We present a new approach for modeling avoidance constraints in 2D environments, in which waypoints are assigned to obstacle-free polyhedral regions. Constraints of this form are often formulated as mixed-integer programming (MIP) problems…

最优化与控制 · 数学 2024-11-20 Raul Garcia , Illya V. Hicks , Joey Huchette

In an attempt to speed up the solution of the unit commitment (UC) problem, both machine-learning and optimization-based methods have been proposed to lighten the full UC formulation by removing as many superfluous line-flow constraints as…

最优化与控制 · 数学 2022-03-15 Álvaro Porras , Salvador Pineda , Juan M. Morales , Asunción Jiménez-Cordero

In (Ferrucci, Pacini and Sessa, 1995) an extended form of resolution, called Reduced SLD resolution (RSLD), is introduced. In essence, an RSLD derivation is an SLD derivation such that redundancy elimination from resolvents is performed…

编程语言 · 计算机科学 2007-05-23 F. Ferrucci , G. Pacini , M. I. Sessa

Mathematical programs with disjunctive constraints (MPDCs for short) cover several different problem classes from nonlinear optimization including complementarity-, vanishing-, cardinality-, and switching-constrained optimization problems.…

最优化与控制 · 数学 2019-07-01 Patrick Mehlitz

We consider a class of stochastic programs whose uncertain data has an exponential number of possible outcomes, where scenarios are affinely parametrized by the vertices of a tractable binary polytope. Under these conditions, we propose a…

最优化与控制 · 数学 2020-04-03 Gustavo Angulo

The problem of detecting and removing redundant constraints is fundamental in optimization. We focus on the case of linear programs (LPs) in dictionary form, given by $n$ equality constraints in $n+d$ variables, where the variables are…

计算几何 · 计算机科学 2014-12-04 Komei Fukuda , Bernd Gärtner , May Szedlák

We consider a variant of the clustering problem for a complete weighted graph. The aim is to partition the nodes into clusters maximizing the sum of the edge weights within the clusters. This problem is known as the clique partitioning…

社会与信息网络 · 计算机科学 2023-09-15 Alexander Belyi , Stanislav Sobolevsky , Alexander Kurbatski , Carlo Ratti

The planted clique problem is well-studied in the context of observing, explaining, and predicting interesting computational phenomena associated with statistical problems. When equating computational efficiency with the existence of…

计算复杂性 · 计算机科学 2023-11-10 Jay Mardia

The Region Connection Calculus (RCC) is a well-known calculus for representing part-whole and topological relations. It plays an important role in qualitative spatial reasoning, geographical information science, and ontology. The…

人工智能 · 计算机科学 2017-02-21 Sanjiang Li , Zhiguo Long , Weiming Liu , Matt Duckham , Alan Both

We consider the polyhedral properties of two spanning tree problems with additional constraints. In the first problem, it is required to find a tree with a minimum sum of edge weights among all spanning trees with the number of leaves less…

组合数学 · 数学 2018-02-16 Vladimir Bondarenko , Andrei Nikolaev , Dzhambolet Shovgenov

A linear program with linear complementarity constraints (LPCC) requires the minimization of a linear objective over a set of linear constraints together with additional linear complementarity constraints. This class has emerged as a…

最优化与控制 · 数学 2018-02-09 Bin Yu , John E. Mitchell , Jong-Shi Pang

The congested clique model of distributed computing has been receiving attention as a model for densely connected distributed systems. While there has been significant progress on the side of upper bounds, we have very little in terms of…

分布式、并行与集群计算 · 计算机科学 2018-04-25 Janne H. Korhonen , Jukka Suomela

We consider the problem of learning decision rules for prediction with feature budget constraint. In particular, we are interested in pruning an ensemble of decision trees to reduce expected feature cost while maintaining high prediction…

机器学习 · 统计学 2016-01-06 Feng Nan , Joseph Wang , Venkatesh Saligrama

Concepts of consistency have long played a key role in constraint programming but never developed in integer programming (IP). Consistency nonetheless plays a role in IP as well. For example, cutting planes can reduce backtracking by…

计算复杂性 · 计算机科学 2018-12-07 Danial Davarnia , J. N. Hooker

In a wide range of applications, we are required to rapidly solve a sequence of convex multiparametric quadratic programs (mp-QPs) on resource-limited hardwares. This is a nontrivial task and has been an active topic for decades in control…

最优化与控制 · 数学 2024-12-17 Zhinan Hou , Keyou You
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