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This paper addresses the study of a new class of nonsmooth optimization problems, where the objective is represented as a difference of two generally nonconvex functions. We propose and develop a novel Newton-type algorithm to solving such…

最优化与控制 · 数学 2023-01-10 Francisco J. Aragón-Artacho , Boris S. Mordukhovich , Pedro Pérez-Aros

This article studies problems of optimal transport, by embedding them in a general functional analytic framework of convex optimization. This provides a unified treatment of a large class of related problems in probability theory and allows…

概率论 · 数学 2017-10-31 Teemu Pennanen , Ari-Pekka Perkkiö

Geometric duality theory for multiple objective linear programming problems turned out to be very useful for the development of efficient algorithms to generate or approximate the whole set of nondominated points in the outcome space. This…

最优化与控制 · 数学 2011-09-19 Frank Heyde

This paper is devoted to the study of an inertial accelerated primal-dual algorithm, which is based on a second-order differential system with time scaling, for solving a non-smooth convex optimization problem with linear equality…

最优化与控制 · 数学 2026-04-30 Huan Zhang , Xiangkai Sun , Shengjie Li , Kok Lay Teo

Quadratic systems with lossless quadratic terms arise in many applications, including models of atmosphere and incompressible fluid flows. Such systems have a trapping region if all trajectories eventually converge to and stay within a…

最优化与控制 · 数学 2024-01-11 Shih-Chi Liao , A. Leonid Heide , Maziar S. Hemati , Peter J. Seiler

In this paper, we investigate the nonemptiness of weak Pareto efficient solution set for a class of nonsmooth vector optimization problems on a nonempty closed constraint set without any boundedness and convexity assumptions. First, we…

最优化与控制 · 数学 2024-08-09 Danyang Liu , Jun Li , Giandomenico Mastroeni

In this paper we derive necessary optimality conditions for optimal control problems with nonlinear and nonsmooth implicit control systems. Implicit control systems have wide applications including differential algebraic equations (DAEs).…

最优化与控制 · 数学 2017-09-06 An Li , Jane J. Ye

This paper deals with Pareto solutions of a nonsmooth fractional interval-valued multiobjective optimization. We first introduce four types of Pareto solutions of the considered problem by considering the lower-upper interval order relation…

最优化与控制 · 数学 2022-12-26 Nguyen Huy Hung , Nguyen Van Tuyen

We propose two novel conditional gradient-based methods for solving structured stochastic convex optimization problems with a large number of linear constraints. Instances of this template naturally arise from SDP-relaxations of…

机器学习 · 计算机科学 2020-07-09 Maria-Luiza Vladarean , Ahmet Alacaoglu , Ya-Ping Hsieh , Volkan Cevher

Efficient methods to provide sub-optimal solutions to non-convex optimization problems with knowledge of the solution's sub-optimality would facilitate the widespread application of nonlinear optimal control algorithms. To that end,…

最优化与控制 · 数学 2023-04-10 Prithvi Akella , Aaron D. Ames

The first part of this work established the foundations of a radial duality between nonnegative optimization problems, inspired by the work of (Renegar, 2016). Here we utilize our radial duality theory to design and analyze projection-free…

最优化与控制 · 数学 2022-11-15 Benjamin Grimmer

Fourier-Motzkin elimination is a projection algorithm for solving finite linear programs. We extend Fourier-Motzkin elimination to semi-infinite linear programs which are linear programs with finitely many variables and infinitely many…

最优化与控制 · 数学 2014-04-30 Amitabh Basu , Kipp Martin , Chris Ryan

In this paper we study second-order optimality conditions for non-convex set-constrained optimization problems. For a convex set-constrained optimization problem, it is well-known that second-order optimality conditions involve the support…

最优化与控制 · 数学 2020-01-15 Helmut Gfrerer , Jane Ye , Jinchuan Zhou

In the past years, augmented Lagrangian methods have been successfully applied to several classes of non-convex optimization problems, inspiring new developments in both theory and practice. In this paper we bring most of these recent…

最优化与控制 · 数学 2023-06-27 Roberto Andreani , Kelvin Rodrigues Couto , Orizon Pereira Ferreira , Gabriel Haeser

One revisits the standard saddle-point method based on conjugate duality for solving convex minimization problems. Our aim is to reduce or remove unnecessary topological restrictions on the constraint set. Dual equalities and…

最优化与控制 · 数学 2007-10-09 Christian Léonard

This paper associates a dual problem to the minimization of an arbitrary linear perturbation of the robust sum function introduced in DOI 10.1007/s11228-019-00515-2. It provides an existence theorem for primal optimal solutions and, under…

最优化与控制 · 数学 2019-11-07 Nguyen Dinh , Miguel A. Goberna , Michel Volle

This paper considers a general convex constrained problem setting where functions are not assumed to be differentiable nor Lipschitz continuous. Our motivation is in finding a simple first-order method for solving a wide range of convex…

最优化与控制 · 数学 2021-03-19 Michael R. Metel , Akiko Takeda

In this paper, we propose a combined approach with second-order optimality conditions of the lower level problem to study constraint qualifications and optimality conditions for bilevel programming problems. The new method is inspired by…

最优化与控制 · 数学 2023-02-08 Xiaoxiao Ma , Wei Yao , Jane J. Ye , Jin Zhang

This paper deals with the optimization of Bolza problem with a system of convex and nonconvex, discrete and differential state variable inequality constraints of second order by deriving necessary and sufficient conditions for optimality.…

最优化与控制 · 数学 2020-09-17 Elimhan N. Mahmudov , S. Demir Saglam

We propose a necessary and sufficient test to determine whether a solution for a general quadratic program with two quadratic constraints (QC2QP) can be computed from that of a specific convex semidefinite relaxation, in which case we say…

最优化与控制 · 数学 2021-03-18 Sheng Cheng , Nuno C. Martins