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The authors study statistical linear inverse problems in Hilbert spaces. Approximate solutions are sought within a class of linear one-parameter regularization schemes, and the parameter choice is crucial to control the root mean squared…

数值分析 · 数学 2014-01-03 Qinian Jin , Peter Mathe

In this paper, a backward Euler method combined with finite element discretization in spatial direction is discussed for the equations of motion arising in the $2D$ Oldroyd model of viscoelastic fluids of order one with the forcing term…

数值分析 · 数学 2026-04-16 Bikram Bir , Deepjyoti Goswami , Amiya K. Pani

The strong convergence of Euler approximations of stochastic delay differential equations is proved under general conditions. The assumptions on drift and diffusion coefficients have been relaxed to include polynomial growth and only…

概率论 · 数学 2013-03-07 Chaman Kumar , Sotirios Sabanis

In this work the implicit function theorem is used for searching local symbolic resolution of differential equations. General results of existence for first order equations are proven and some examples, one relative to cavitation in a…

数值分析 · 数学 2025-10-20 Gianluca Argentini

The ODE method has been a workhorse for algorithm design and analysis since the introduction of the stochastic approximation. It is now understood that convergence theory amounts to establishing robustness of Euler approximations for ODEs,…

最优化与控制 · 数学 2020-10-02 Shuhang Chen , Adithya Devraj , Andrey Bernstein , Sean Meyn

The Euler scheme is one of the standard schemes to obtain numerical approximations of stochastic differential equations (SDEs). Its convergence properties are well-known in the case of globally Lipschitz continuous coefficients. However, in…

数值分析 · 数学 2019-01-29 S. Göttlich , K. Lux , A. Neuenkirch

The explicit Euler scheme and similar explicit approximation schemes (such as the Milstein scheme) are known to diverge strongly and numerically weakly in the case of one-dimensional stochastic ordinary differential equations with…

We consider numerical approximations of stochastic differential equations by the Euler method. In the case where the SDE is elliptic or hypoelliptic, we show a weak backward error analysis result in the sense that the generator associated…

数值分析 · 数学 2011-05-04 Arnaud Debussche , Erwan Faou

This article investigates the weak approximation towards the invariant measure of semi-linear stochastic differential equations (SDEs) under non-globally Lipschitz coefficients. For this purpose, we propose a linear-theta-projected Euler…

数值分析 · 数学 2024-03-28 Chenxu Pang , Xiaojie Wang , Yue Wu

For the numerical solution of the cubic nonlinear Schr\"{o}dinger equation with periodic boundary conditions, a pseudospectral method in space combined with a filtered Lie splitting scheme in time is considered. This scheme is shown to…

数值分析 · 数学 2025-11-18 Lun Ji , Alexander Ostermann , Frédéric Rousset , Katharina Schratz

A new type of systematic approach to study the incompressible Euler equations numerically via the vanishing viscosity limit is proposed in this work. We show the new strategy is unconditionally stable that the $L^2$-energy dissipates and…

数值分析 · 数学 2024-06-19 Xinyu Cheng , Zhaonan Luo , Sheng Wang

We show error estimates for a cut finite element approximation of a second order elliptic problem with mixed boundary conditions. The error estimates are of low regularity type where we consider the case when the exact solution $u \in H^s$…

数值分析 · 数学 2020-07-07 Erik Burman , Peter Hansbo , Mats G. Larson

Schemes with the second-order approximation in time are considered for numerical solving the Cauchy problem for an evolutionary equation of first order with a self-adjoint operator. The implicit two-level scheme based on the Pad\'{e}…

数值分析 · 计算机科学 2015-04-17 P. N. Vabishchevich

In the present article we study strong approximation of solutions of scalar stochastic differential equations (SDEs) with bounded and $\alpha$-H\"older continuous drift coefficient and constant diffusion coefficient at time point $1$.…

概率论 · 数学 2025-04-30 Simon Ellinger , Thomas Müller-Gronbach , Larisa Yaroslavtseva

The stochastic Euler scheme is known to converge to the exact solution of a stochastic differential equation with globally Lipschitz continuous drift and diffusion coefficient. Recent results extend this convergence to coefficients which…

数值分析 · 数学 2021-11-02 Martin Hutzenthaler , Arnulf Jentzen , Peter E. Kloeden

This paper focuses on investigating an inexact stochastic model-based optimization algorithm that integrates preconditioning techniques for solving stochastic composite optimization problems. The proposed framework unifies and extends the…

最优化与控制 · 数学 2025-12-12 Chenglong Bao , Yancheng Yuan , Shulan Zhu

We establish a general framework to study the rate of convergence of a Euler type approximation scheme with decreasing time steps to the invariant measure, for a general class of stochastic systems. The error is measured in general…

概率论 · 数学 2026-03-03 Aurélien Alfonsi , Vlad Bally , Arturo Kohatsu-Higa

Strong convergence results on tamed Euler schemes, which approximate stochastic differential equations with superlinearly growing drift coefficients that are locally one-sided Lipschitz continuous, are presented in this article. The…

概率论 · 数学 2013-06-17 Sotirios Sabanis

Off-policy evaluation (OPE) is the problem of estimating the value of a target policy using historical data collected under a different logging policy. OPE methods typically assume overlap between the target and logging policy, enabling…

统计方法学 · 统计学 2024-03-12 Samir Khan , Martin Saveski , Johan Ugander

We propose a novel time-splitting scheme for a class of semilinear stochastic evolution equations driven by cylindrical fractional noise. The nonlinearity is decomposed as the sum of a one-sided, non-globally, Lipschitz continuous function,…

数值分析 · 数学 2025-12-11 Xiao-Li Ding , Charles-Edouard Bréhier , Dehua Wang