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We consider a class of stochastic gradient optimization schemes. Assuming that the objective function is strongly convex, we prove weak error estimates which are uniform in time for the error between the solution of the numerical scheme,…

数值分析 · 数学 2026-01-27 Charles-Edouard Bréhier , Marc Dambrine , Nassim En-Nebbazi

Modern dynamical systems theory has previously had little to say about finite difference and finite element approximations of partial differential equations (Archilla, 1998). However, recently I have shown one way that centre manifold…

数值分析 · 数学 2025-10-20 A. J. Roberts

In this paper we consider a problem, called convex projection, of projecting a convex set onto a subspace. We will show that to a convex projection one can assign a particular multi-objective convex optimization problem, such that the…

最优化与控制 · 数学 2021-10-18 Gabriela Kováčová , Birgit Rudloff

Many statistical $M$-estimators are based on convex optimization problems formed by the combination of a data-dependent loss function with a norm-based regularizer. We analyze the convergence rates of projected gradient and composite…

机器学习 · 统计学 2012-07-26 Alekh Agarwal , Sahand N. Negahban , Martin J. Wainwright

We study Chorin's projection method combined with a finite element spatial discretization for the time-dependent incompressible Navier-Stokes equations. The scheme advances the solution in two steps: a prediction step, which computes an…

数值分析 · 数学 2025-09-29 Franziska Weber

This paper studies well-defindness and convergence of subdivision schemes which operate on Riemannian manifolds with nonpositive sectional curvature. These schemes are constructed from linear ones by replacing affine averages by the…

数值分析 · 数学 2017-10-25 Svenja Hüning , Johannes Wallner

This overview is devoted to splitting methods, a class of numerical integrators intended for differential equations that can be subdivided into different problems easier to solve than the original system. Closely connected with this class…

数值分析 · 数学 2024-05-08 Sergio Blanes , Fernando Casas , Ander Murua

Approximate solutions of linear and nonlinear integral equations using methods related to an interpolatory projection involve many integrals which need to be evaluated using a numerical quadrature formula. In this paper, we consider…

数值分析 · 数学 2017-08-03 Rekha P. Kulkarni , Gobinda Rakshit

Iterative Fast Fourier Transform methods are useful for calculating the fields in composite materials and their macroscopic response. By iterating back and forth until convergence, the differential constraints are satisfied in Fourier…

数值分析 · 数学 2018-01-25 Hervé Moulinec , Pierre Suquet , Graeme W. Milton

The contribution of this paper contains two parts: first, we prove a supercloseness result for the partially penalized immersed finite element (PPIFE) method in [T. Lin, Y. Lin, and X. Zhang, SIAM J. Numer. Anal., 53 (2015), 1121--1144];…

数值分析 · 数学 2017-02-10 Hailong Guo , Xu Yang , Zhimin Zhang

The proximal gradient algorithm for minimizing the sum of a smooth and a nonsmooth convex function often converges linearly even without strong convexity. One common reason is that a multiple of the step length at each iteration may…

最优化与控制 · 数学 2016-06-29 Dmitriy Drusvyatskiy , Adrian S. Lewis

The convergence of an adaptive mixed finite element method for general second order linear elliptic problems defined on simply connected bounded polygonal domains is analyzed in this paper. The main difficulties in the analysis are posed by…

数值分析 · 数学 2014-02-14 Asha K. Dond , Neela Nataraj , Amiya K. Pani

Model predictive control (MPC) is a de facto standard control algorithm across the process industries. There remain, however, applications where MPC is impractical because an optimization problem is solved at each time step. We present a…

最优化与控制 · 数学 2019-07-10 Robert J. Lovelett , Felix Dietrich , Seungjoon Lee , Ioannis G. Kevrekidis

We prove existence and uniqueness of solutions for an entropic version of the semi-geostrophic equations. We also establish convergence to a weak solution of the semi-geostrophic equations as the entropic parameter vanishes. Convergence is…

偏微分方程分析 · 数学 2024-04-29 Guillaume Carlier , Hugo Malamut

In this article, we study the continuous-discrete projection filter for exponential-family manifolds with conjugate likelihoods. We first derive the local projection error of the prediction step of the continuous-discrete projection filter.…

最优化与控制 · 数学 2026-02-11 Muhammad F. Emzir , Zaid A. Sawlan , Sami El Ferik

This paper is devoted to the study of a newly introduced tool, projectional coderivatives and the corresponding calculus rules in finite dimensions. We show that when the restricted set has some nice properties, more specifically, is a…

最优化与控制 · 数学 2024-10-24 Wenfang Yao , Kaiwen Meng , Minghua Li , Xiaoqi Yang

In the article it was shown the convergence of special integral of two dimensional Terry's problem. Main tools of the article are an investigation of real algebraic varieties and estimations of areas of algebraic surfaces.

经典分析与常微分方程 · 数学 2017-01-31 Ilgar Jabbarov

We describe and analyze some Monte Carlo methods for manifolds in Euclidean space defined by equality and inequality constraints. First, we give an MCMC sampler for probability distributions defined by un-normalized densities on such…

数值分析 · 数学 2017-09-21 Emilio Zappa , Miranda Holmes-Cerfon , Jonathan Goodman

We consider geometric multigrid methods for the solution of linear systems arising from isogeometric discretizations of elliptic partial differential equations. For classical finite elements, such methods are well known to be fast solvers…

数值分析 · 数学 2017-05-16 Clemens Hofreither , Stefan Takacs , Walter Zulehner

Composite minimization involves a collection of smooth functions which are aggregated in a nonsmooth manner. In the convex setting, we design an algorithm by linearizing each smooth component in accordance with its main curvature. The…

最优化与控制 · 数学 2019-03-26 Jérôme Bolte , Zheng Chen , Edouard Pauwels