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Newton's method has been an important approach for solving variational inequalities, quasi-Newton method is a good alternative choice to save computational cost. In this paper, we propose a new method for solving monotone variational…

最优化与控制 · 数学 2025-05-20 Yuge Ye , Qingna Li , Deren Han

Fixed-point or Newton-methods are typically employed for the numerical solution of nonlinear systems arising from discretization of nonlinear magnetic field problems. We here discuss an alternative strategy which uses local Quasi-Newton…

A number of regularization methods for discrete inverse problems consist in considering weighted versions of the usual least square solution. However, these so-called filter methods are generally restricted to monotonic transformations,…

统计理论 · 数学 2011-05-05 Paul Rochet

In order to avoid the evaluation of the Jacobian matrix and its inverse, the present author recently introduced the pseudo-Jacobian matrix with a general applicability of any nonlinear systems of equations. By using this concept, this paper…

数值分析 · 数学 2025-10-20 W. Chen

The distributed optimization problem is set up in a collection of nodes interconnected via a communication network. The goal is to find the minimizer of a global objective function formed by the addition of partial functions locally known…

最优化与控制 · 数学 2022-06-07 Damián Marelli , Yong Xu , Minyue Fu , Zenghong Huang

We generalize Newton-type methods for minimizing smooth functions to handle a sum of two convex functions: a smooth function and a nonsmooth function with a simple proximal mapping. We show that the resulting proximal Newton-type methods…

机器学习 · 统计学 2014-03-19 Jason D. Lee , Yuekai Sun , Michael A. Saunders

In this paper the simplicial cone constrained convex quadratic programming problem is studied. The optimality conditions of this problem consist in a linear complementarity problem. This fact, under a suitable condition, leads to an…

最优化与控制 · 数学 2015-03-11 J. G. Barrios , O. P. Ferreira , S. Z. Németh

We present a novel Newton-type method for distributed optimization, which is particularly well suited for stochastic optimization and learning problems. For quadratic objectives, the method enjoys a linear rate of convergence which provably…

机器学习 · 计算机科学 2014-05-15 Ohad Shamir , Nathan Srebro , Tong Zhang

While quantum computing provides an exponential advantage in solving system of linear equations, there is little work to solve system of nonlinear equations with quantum computing. We propose quantum Newton's method (QNM) for solving…

量子物理 · 物理学 2025-12-29 Cheng Xue , Yu-Chun Wu , Guo-Ping Guo

The paper aims to find the solution of oligopoly market equilibrium problem through system of nonlinear equations. We propose modified newton method to obtain the solution of system of nonlinear equations. We show that our proposed method…

最优化与控制 · 数学 2022-09-19 A. Dutta , A. K. Das

In this paper, we propose and analyze some practical Newton methods for electronic structure calculations. We show the convergence and the local quadratic convergence rate for the Newton method when the Newton search directions are…

最优化与控制 · 数学 2020-01-28 Xiaoying Dai , Liwei Zhang , Aihui Zhou

In this article we propose a novel nonstationary iterated Tikhonov (NIT) type method for obtaining stable approximate solutions to ill-posed operator equations modeled by linear operators acting between Hilbert spaces. Geometrical…

数值分析 · 数学 2020-11-12 R. Boiger , A. Leitao , B. F. Svaiter

We focus on finding sparse and least-$\ell_1$-norm solutions for unconstrained nonlinear optimal control problems. Such optimization problems are non-convex and non-smooth, nevertheless recent versions of Newton method for under-determined…

最优化与控制 · 数学 2019-08-28 Boris Polyak , Andrey Tremba

Inexact Newton regularization methods have been proposed by Hanke and Rieder for solving nonlinear ill-posed inverse problems. Every such a method consists of two components: an outer Newton iteration and an inner scheme providing…

数值分析 · 数学 2011-11-09 Qinian Jin

In this paper, we extend and investigate the properties of the semi-smooth Newton method when applied to a general projection equation in finite dimensional spaces. We first present results concerning Clarke's generalized Jacobian of the…

最优化与控制 · 数学 2024-01-10 Nicolas F. Armijo , Yunier Bello-Cruz , Gabriel Haeser

The solution of sequences of shifted linear systems is a classic problem in numerical linear algebra, and a variety of efficient methods have been proposed over the years. Nevertheless, there still exist challenging scenarios witnessing a…

数值分析 · 数学 2026-01-28 Hussam Al Daas , Davide Palitta

We present a novel approach to nonlinear constrained Tikhonov regularization from the viewpoint of optimization theory. A second-order sufficient optimality condition is suggested as a nonlinearity condition to handle the nonlinearity of…

数值分析 · 数学 2015-05-30 Kazufumi Ito , Bangti Jin

This paper is devoted to the construction and analysis of a Moser-Steffensen iterative scheme. The method has quadratic convergence without evaluating any derivative nor inverse operator. We present a complete study of the order of…

数值分析 · 数学 2015-06-18 S. Amat , M. Grau-Sanchez , M. A. Hernandez-Veron , M. J. Rubio

The nonlinear systems obtained by discretizing degenerate parabolic equations may be hard to solve, especially with Newton's method. In this paper, we apply to Richards equation a strategy that consists in defining a new primary unknown for…

偏微分方程分析 · 数学 2016-08-08 Konstantin Brenner , Clément Cancès

In this paper, we introduce a new method for solving variational inequality problems with monotone and Lipschitz-continuous mapping in Hilbert space. The iterative process is based on two well-known projection method and the hybrid (or…

最优化与控制 · 数学 2015-01-30 Yu. V. Malitsky , V. V. Semenov