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The goal of this paper is to survey the properties of the eigenvalue relaxation for least squares binary problems. This relaxation is a convex program which is obtained as the Lagrangian dual of the original problem with an implicit compact…

统计方法学 · 统计学 2009-02-10 Stephane Chretien , Franck Corset

We efficiently treat bilinear forms in the context of global optimization, by applying McCormick convexification and by extending an approach of Saxena, Bonami and Lee for symmetric quadratic forms to bilinear forms. A key application of…

最优化与控制 · 数学 2018-03-22 Marcia Fampa , Jon Lee

Modeling parts of an optimization problem as an optimal value function that depends on a top-level decision variable is a regular occurrence in optimization and an essential ingredient for methods such as Benders Decomposition. It often…

最优化与控制 · 数学 2024-10-01 Markus Gabl , Immanuel Bomze

We consider linear relaxations for multilinear optimization problems. In a recent paper, Khajavirad proved that the extended flower relaxation is at least as strong as the relaxation of any recursive McCormick linearization (Operations…

最优化与控制 · 数学 2026-04-09 Emily Schutte , Matthias Walter

Polynomial optimization problems over binary variables can be expressed as integer programs using a linearization with extra monomials in addition to those arising in the given polynomial. We characterize when such a linearization yields an…

离散数学 · 计算机科学 2020-05-18 Christopher Hojny , Marc E. Pfetsch , Matthias Walter

Constructing well-behaved Laplacian and mass matrices is essential for tetrahedral mesh processing. Unfortunately, the \emph{de facto} standard linear finite elements exhibit bias on tetrahedralized regular grids, motivating the development…

图形学 · 计算机科学 2024-06-14 Alec Jacobson

In this work, we use an extension of the quantization condition, given in Ref. [1], to numerically explore the finite-volume spectrum of three relativistic particles, in the case that two-particle subsets are either resonant or bound. The…

高能物理 - 格点 · 物理学 2019-10-17 Fernando Romero-López , Stephen R. Sharpe , Tyler D. Blanton , Raúl A. Briceño , Maxwell T. Hansen

Conic optimization has recently emerged as a powerful tool for designing tractable and guaranteed algorithms for non-convex polynomial optimization problems. On the one hand, tractability is crucial for efficiently solving large-scale…

In this work we study convex relaxations of quadratic optimisation problems over permutation matrices. While existing semidefinite programming approaches can achieve remarkably tight relaxations, they have the strong disadvantage that they…

最优化与控制 · 数学 2018-08-01 Florian Bernard , Christian Theobalt , Michael Moeller

Recent advances in the efficiency and robustness of algorithms solving convex quadratically constrained quadratic programming (QCQP) problems motivate developing techniques for creating convex quadratic relaxations that, although more…

Although many convex relaxations of clustering have been proposed in the past decade, current formulations remain restricted to spherical Gaussian or discriminative models and are susceptible to imbalanced clusters. To address these…

机器学习 · 计算机科学 2013-09-27 Hao Cheng , Xinhua Zhang , Dale Schuurmans

We develop a spatial branch-and-cut approach for nonconvex Quadratically Constrained Quadratic Programs with bounded complex variables (CQCQP). Linear valid inequalities are added at each node of the search tree to strengthen semidefinite…

最优化与控制 · 数学 2017-05-26 Chen Chen , Alper Atamturk , Shmuel S. Oren

Two-loop multi-leg form factors in off-shell kinematics require knowledge of planar and nonplanar double box Feynman diagrams with massless internal propagators. These are complicated functions of Mandelstam variables and external particle…

高能物理 - 理论 · 物理学 2024-02-29 A. V. Belitsky , V. A. Smirnov

We review a Soft Collinear Effective Theory approach to the study of factorization and resummation of QCD effects in top-quark pair production. In particular, we consider differential cross sections such as the top-quark pair invariant mass…

高能物理 - 唯象学 · 物理学 2014-09-16 Andrea Ferroglia , Simone Marzani , Ben D. Pecjak , Li Lin Yang

We investigate how well the graph of a bilinear function $b:[0,1]^n\to\mathbb{R}$ can be approximated by its McCormick relaxation. In particular, we are interested in the smallest number $c$ such that the difference between the concave…

最优化与控制 · 数学 2017-02-28 Natashia Boland , Santanu S. Dey , Thomas Kalinowski , Marco Molinaro , Fabian Rigterink

We investigate compressibility of the dimension of positive semidefinite matrices while approximately preserving their pairwise inner products. This can either be regarded as compression of positive semidefinite factorizations of…

量子物理 · 物理学 2016-05-06 Cyril J. Stark , Aram W. Harrow

We consider generalizations of Reed-Muller codes, toric codes, and codes from certain plane curves, such as those defined by norm and trace functions on finite fields. In each case we are interested in codes defined by evaluating arbitrary…

信息论 · 计算机科学 2007-07-16 Maria Bras-Amorós , Michael E. O'Sullivan

Hyperbolic spaces have increasingly been recognized for their outstanding performance in handling data with inherent hierarchical structures compared to their Euclidean counterparts. However, learning in hyperbolic spaces poses significant…

机器学习 · 计算机科学 2024-05-28 Sheng Yang , Peihan Liu , Cengiz Pehlevan

A wide array of graphical models can be parametrised to have atomic probabilities represented by monomial functions. Such monomial structure has proven very useful when studying robustness under the assumption of a multilinear model where…

统计理论 · 数学 2019-01-09 Manuele Leonelli

We study quantitative criteria for evaluating the strength of valid inequalities for Gomory and Johnson's finite and infinite group models and we describe the valid inequalities that are optimal for these criteria. We justify and focus on…

最优化与控制 · 数学 2018-06-12 Amitabh Basu , Michele Conforti , Marco Di Summa , Giacomo Zambelli