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We give an algorithm for testing the extremality of a large class of minimal valid functions for the two-dimensional infinite group problem.

最优化与控制 · 数学 2017-01-03 Amitabh Basu , Robert Hildebrand , Matthias Köppe

Cutting planes for mixed-integer linear programs (MILPs) are typically computed in rounds by iteratively solving optimization problems, the so-called separation. Instead, we reframe the problem of finding good cutting planes as a continuous…

最优化与控制 · 数学 2023-07-10 Didier Chételat , Andrea Lodi

We give an algorithm for testing the extremality of minimal valid functions for Gomory and Johnson's infinite group problem that are piecewise linear (possibly discontinuous) with rational breakpoints. This is the first set of necessary and…

最优化与控制 · 数学 2017-01-06 Amitabh Basu , Robert Hildebrand , Matthias Köppe

In this self-contained paper, we present a theory of the piecewise linear minimal valid functions for the 1-row Gomory-Johnson infinite group problem. The non-extreme minimal valid functions are those that admit effective perturbations. We…

最优化与控制 · 数学 2022-09-08 Robert Hildebrand , Matthias Köppe , Yuan Zhou

The branch-and-cut algorithm is the method of choice to solve large scale integer programming problems in practice. A key ingredient of branch-and-cut is the use of cutting planes which are derived constraints that reduce the search space…

最优化与控制 · 数学 2024-05-24 Hongyu Cheng , Amitabh Basu

The incorporation of cutting planes within the branch-and-bound algorithm, known as branch-and-cut, forms the backbone of modern integer programming solvers. These solvers are the foremost method for solving discrete optimization problems…

最优化与控制 · 数学 2022-04-18 Maria-Florina Balcan , Siddharth Prasad , Tuomas Sandholm , Ellen Vitercik

We consider the integer points in a unimodular cone K ordered by a lexicographic rule defined by a lattice basis. To each integer point x in K we associate a family of inequalities (lex-cuts) that defines the convex hull of the integer…

最优化与控制 · 数学 2020-07-29 Michele Conforti , Marianna De Santis , Marco Di Summa , Francesco Rinaldi

We present software for investigations with cut-generating functions in the Gomory--Johnson model and extensions, implemented in the computer algebra system SageMath.

最优化与控制 · 数学 2017-07-13 Chun Yu Hong , Matthias Köppe , Yuan Zhou

In this note we announce the availability of an electronic compendium of extreme functions for Gomory--Johnson's infinite group problem. These functions serve as the strongest cut-generating functions for integer linear optimization…

最优化与控制 · 数学 2019-12-24 Matthias Köppe , Yuan Zhou

Cutting planes are of crucial importance when solving nonconvex nonlinear programs to global optimality, for example using the spatial branch-and-bound algorithms. In this paper, we discuss the generation of cutting planes for signomial…

最优化与控制 · 数学 2024-11-14 Liding Xu , Claudia D'Ambrosio , Leo Liberti , Sonia Haddad Vanier

In contrast to the many continuous global optimization methods that assume the objective function and constraints are factorable, we study how to find globally maximal solutions to problems that are not factorable, focusing on a particular…

最优化与控制 · 数学 2022-08-31 Hugh Medal , Izuwa Ahanor

We address the issue of generating cutting planes for mixed integer programs from multiple rows of the simplex tableau with the tools of disjunctive programming. A cut from q rows of the simplex tableau is an intersection cuts from a…

组合数学 · 数学 2012-06-28 Egon Balas , Andrea Qualizza

Cutting plane methods are a fundamental approach for solving integer linear programs (ILPs). In each iteration of such methods, additional linear constraints (cuts) are introduced to the constraint set with the aim of excluding the previous…

最优化与控制 · 数学 2024-06-28 Pol Puigdemont , Stratis Skoulakis , Grigorios Chrysos , Volkan Cevher

A popular approach in combinatorial optimization is to model problems as integer linear programs. Ideally, the relaxed linear program would have only integer solutions, which happens for instance when the constraint matrix is totally…

数据结构与算法 · 计算机科学 2009-09-29 Christoph Durr , Mathilde Hurand

Current state-of-the-art methods for solving discrete optimization problems are usually restricted to convex settings. In this paper, we propose a general approach based on cutting planes for solving nonlinear, possibly nonconvex, binary…

最优化与控制 · 数学 2022-03-21 Hoa T. Bui , Qun Lin , Ryan Loxton

This paper studies disjunctive cutting planes in Mixed-Integer Conic Programming. Building on conic duality, we formulate a cut-generating conic program for separating disjunctive cuts, and investigate the impact of the normalization…

最优化与控制 · 数学 2020-09-08 Andrea Lodi , Mathieu Tanneau , Juan Pablo Vielma

There has been a recent interest in cutting planes generated from two or more rows of the optimal simplex tableau. One can construct examples of integer programs for which a single cutting plane generated from two rows dominates the entire…

最优化与控制 · 数学 2017-01-25 Amitabh Basu , Pierre Bonami , Gerard Cornuejols , Francois Margot

This is a survey on the infinite group problem, an infinite-dimensional relaxation of integer linear optimization problems introduced by Ralph Gomory and Ellis Johnson in their groundbreaking papers titled "Some continuous functions related…

最优化与控制 · 数学 2017-01-03 Amitabh Basu , Robert Hildebrand , Matthias Köppe

We study a class of bilevel integer programs with second-order cone constraints at the upper level and a convex quadratic objective and linear constraints at the lower level. We develop disjunctive cuts to separate bilevel infeasible points…

最优化与控制 · 数学 2022-07-12 Elisabeth Gaar , Jon Lee , Ivana Ljubić , Markus Sinnl , Kübra Tanınmış

In connection with the needs of solving optimization problems, the development of conditional minimization methods with convenient numerical implementation continues to attract the attention of mathematicians. In this monograph we propose…

最优化与控制 · 数学 2023-11-22 Igor Zabotin , Rashid Yarullin
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