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In this paper, we consider lasso problems with zero-sum constraint, commonly required for the analysis of compositional data in high-dimensional spaces. A novel algorithm is proposed to solve these problems, combining a tailored active-set…

最优化与控制 · 数学 2022-09-26 Andrea Cristofari

Particle swarm optimization is used in several combinatorial optimization problems. In this work, particle swarms are used to solve quadratic programming problems with quadratic constraints. The approach of particle swarms is an example for…

人工智能 · 计算机科学 2014-07-24 Deepak Kumar , A G Ramakrishnan

In this paper, we develop a parameterized proximal point algorithm (P-PPA) for solving a class of separable convex programming problems subject to linear and convex constraints. The proposed algorithm is provable to be globally convergent…

最优化与控制 · 数学 2018-12-11 Jianchao Bai , Hongchao Zhang , Jicheng Li

In this work, we study the problem of finding approximate, with minimum support set, solutions to matrix max-plus equations, which we call sparse approximate solutions. We show how one can obtain such solutions efficiently and in polynomial…

最优化与控制 · 数学 2020-12-22 Nikos Tsilivis , Anastasios Tsiamis , Petros Maragos

In this paper, an idea of the cutting plane method is employed to improve the fractional distance of a given binary parity check matrix. The fractional distance is the minimum weight (with respect to l1-distance) of vertices of the…

信息论 · 计算机科学 2008-07-18 Makoto Miwa , Tadashi Wadayama , Ichi Takumi

We consider the problem of optimizing the sum of a smooth convex function and a non-smooth convex function using proximal-gradient methods, where an error is present in the calculation of the gradient of the smooth term or in the proximity…

机器学习 · 计算机科学 2011-12-02 Mark Schmidt , Nicolas Le Roux , Francis Bach

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

We study the structure of solutions to linear programming formulations for the traveling salesperson problem (TSP). We perform a detailed analysis of the support of the subtour elimination linear programming relaxation, which leads to…

数据结构与算法 · 计算机科学 2015-03-27 Matthias Mnich , Tobias Mömke

Generating time-optimal, collision-free trajectories for autonomous mobile robots involves a fundamental trade-off between guaranteeing safety and managing computational complexity. State-of-the-art approaches formulate spline-based motion…

机器人学 · 计算机科学 2026-03-26 Dries Dirckx , Jan Swevers , Wilm Decré

The goal of the present work is to solve a linear dispersive equation with variable coefficient advection on an unbounded domain. In this setting, transparent boundary conditions are vital to allow waves to leave (or even re-enter) the,…

数值分析 · 数学 2021-06-09 Lukas Einkemmer , Alexander Ostermann , Mirko Residori

The extended definition of the polynomial B-splines may give a chance to improve the results obtained by the classical cubic polynomial B-splines. Determination of the optimum value of the extension parameter can be achieved by scanning…

数值分析 · 数学 2017-02-10 Ozlem Ersoy Hepson , Alper Korkmaz , Idris Dag

In exact sparse optimization problems on Rd (also known as sparsity constrained problems), one looks for solution that have few nonzero components. In this paper, we consider problems where sparsity is exactly measured either by the…

最优化与控制 · 数学 2019-02-14 Jean-Philippe Chancelier , Michel De Lara , Ponts Paristech

We consider a non-polynomial cubic spline to develop the classes of methods for the numerical solution of singularly perturbed two-point boundary value problems. The proposed methods are second and fourth order accurate and applicable to…

数值分析 · 数学 2012-06-13 Islam Khan , Tariq Aziz

Solving linear programs is often a challenging task in distributed settings. While there are good algorithms for solving packing and covering linear programs in a distributed manner (Kuhn et al.~2006), this is essentially the only class of…

数据结构与算法 · 计算机科学 2017-09-12 Michael Dinitz , Yasamin Nazari

In this paper, a high-order exponential scheme is developed to solve the 1D unsteady convection-diffusion equation with Neumann boundary conditions. The present method applies fourth-order compact exponential difference scheme in spatial…

流体动力学 · 物理学 2018-05-16 Yucheng Fu , Zhenfu Tian , Yang Liu

Many contemporary signal processing, machine learning and wireless communication applications can be formulated as nonconvex nonsmooth optimization problems. Often there is a lack of efficient algorithms for these problems, especially when…

信息论 · 计算机科学 2017-12-14 Qingjiang Shi , Mingyi Hong , Xiao Fu , Tsung-Hui Chang

In this paper, we consider a well-known sparse optimization problem that aims to find a sparse solution of a possibly noisy underdetermined system of linear equations. Mathematically, it can be modeled in a unified manner by minimizing…

最优化与控制 · 数学 2021-10-01 Lei Yang , Xiaojun Chen , Shuhuang Xiang

A sparse linear programming (SLP) problem is a linear programming problem equipped with a sparsity (or cardinality) constraint, which is nonconvex and discontinuous theoretically and generally NP-hard computationally due to the…

最优化与控制 · 数学 2018-06-05 Chen Zhao , Ziyan Luo , Weiyue Li , Houduo Qi , Naihua Xiu

The paper covers a formulation of the inverse quadratic programming problem in terms of unconstrained optimization where it is required to find the unknown parameters (the matrix of the quadratic form and the vector of the quasi-linear part…

数值分析 · 计算机科学 2017-01-09 E. G. Abramov

We introduce a problem class we call Polynomial Constraint Satisfaction Problems, or PCSP. Where the usual CSPs from computer science and optimization have real-valued score functions, and partition functions from physics have monomials,…

离散数学 · 计算机科学 2010-01-14 Alexander D. Scott , Gregory B. Sorkin