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In this paper, employing the weak convergence method, based on a variational representation for expected values of positive functionals of a Brownian motion, we investigate moderate deviation %(CLT for abbreviation) for a class of…

概率论 · 数学 2018-06-29 Yongqiang Suo , Jin Tao , Wei Zhang

We investigate three types of averaging principles and the normal deviation for multi-scale stochastic differential equations (in short, SDEs) with polynomial nonlinearity. More specifically, we first demonstrate the strong convergence of…

动力系统 · 数学 2023-08-22 Mengyu Cheng , Zhenxin Liu , Michael Röckner

This paper introduces a randomized tamed Euler scheme tailored for L\'evy-driven stochastic differential equations (SDEs) with superlinear random coefficients and Carath\'eodory-type drift. Under assumptions that allow for time-irregular…

数值分析 · 数学 2025-10-22 Sani Biswas , Joaquin Fontbona

This paper is aimed to study the ergodic short-term behaviour of discretizations of circle expanding maps. More precisely, we prove some asymptotics of the distance between the $t$-th iterate of Lebesgue measure by the dynamics $f$ and the…

动力系统 · 数学 2023-08-09 Pierre-Antoine Guihéneuf , Maurizio Monge

We consider the Fleming--Viot particle system associated with a continuous-time Markov chain in a finite space. Assuming irreducibility, it is known that the particle system possesses a unique stationary distribution, under which its…

概率论 · 数学 2019-04-22 Tony Lelievre , Loucas Pillaud-Vivien , Julien Reygner

We establish a practical and easy-to-implement sequential stopping rule for the martingale central limit theorem, focusing on Monte Carlo methods for estimating the mean of a non-iid sequence of martingale difference type. Starting with an…

统计理论 · 数学 2026-03-24 Jiezhong Wu , Reiichiro Kawai

Two-sample $U$-statistics are widely used in a broad range of applications, including those in the fields of biostatistics and econometrics. In this paper, we establish sharp Cram\'{e}r-type moderate deviation theorems for Studentized…

统计理论 · 数学 2016-09-29 Jinyuan Chang , Qi-Man Shao , Wen-Xin Zhou

In this paper we investigate explicit numerical approximations for stochastic differential delay equations (SDDEs) under a local Lipschitz condition by employing the adaptive Euler-Maruyama (EM) method. Working in both finite and infinite…

概率论 · 数学 2023-08-31 Ulises Botija-Munoz , Chenggui Yuan

This paper investigates the strong convergence properties of two Euler-type methods for a class of time-changed stochastic differential equations (TCSDEs) with super-linearly growing drift and diffusion coefficients. Building upon existing…

数值分析 · 数学 2026-01-16 Shuai Wang , Yuanling Niu , Ying Zhang

This paper investigates projected Euler-Maruyama method for stochastic delay differential equations under a global monotonicity condition. This condition admits some equations with highly nonlinear drift and diffusion coefficients. We…

数值分析 · 数学 2018-10-24 Min Li , Chengming Huang

This paper focuses on the numerical approximation of random lattice reversible Selkov systems. It establishes the existence of numerical invariant measures for random models with nonlinear noise, using the backward Euler-Maruyama (BEM)…

数值分析 · 数学 2025-10-29 Fang Su , Xue Wang , Xia Pa

In this paper, we study the Schr\"{o}dinger equation in the semiclassical regime and with multiscale potential function. We develop the so-called constraint energy minimization generalized multiscale finite element method (CEM-GMsFEM), in…

数值分析 · 数学 2025-07-21 Xingguang Jin , Liu Liu , Xiang Zhong , Eric T. Chung

Polynomial stability of exact solution and modified truncated Euler-Maruyama method for stochastic differential equations with time-dependent delay are investigated in this paper. By using the well known discrete semimartingale convergence…

概率论 · 数学 2018-01-16 Guangqiang Lan , Fang Xia , Qiushi Wang

We introduce the Multilevel Euler-Maruyama (ML-EM) method compute solutions of SDEs and ODEs using a range of approximators $f^1,\dots,f^k$ to the drift $f$ with increasing accuracy and computational cost, only requiring a few evaluations…

机器学习 · 计算机科学 2026-03-26 Arthur Jacot

Asymptotic error distribution for approximation of a stochastic integral with respect to continuous semimartingale by Riemann sum with general stochastic partition is studied. Effective discretization schemes of which asymptotic conditional…

概率论 · 数学 2010-04-14 Masaaki Fukasawa

As a combination of the logarithmic transformation with the truncated Euler-Maruyama (TEM) scheme, the positivity-preserving logarithmic truncated Euler-Maruyama (LTEM) scheme has been generally developed for scalar stochastic differential…

数值分析 · 数学 2025-11-26 Xingwei Hu , Xinjie Dai , Aiguo Xiao

In this work, we adapt the {\em micro-macro} methodology to stochastic differential equations for the purpose of numerically solving oscillatory evolution equations. The models we consider are addressed in a wide spectrum of regimes where…

数值分析 · 数学 2023-06-09 Ibrahim Almuslimani , Philippe Chartier , Mohammed Lemou , Florian Méhats

The Euler-Maruyama scheme is known to diverge strongly and numerically weakly when applied to nonlinear stochastic differential equations (SDEs) with superlinearly growing and globally one-sided Lipschitz continuous drift coefficients.…

概率论 · 数学 2015-03-19 Martin Hutzenthaler , Arnulf Jentzen , Peter E. Kloeden

In this study, we consider a numerical implementation of the nonlinear Rosenbluth-Trubnikov collision operator for particle simulations in plasma physics in the framework of the finite element method (FEM). The relevant particle evolution…

等离子体物理 · 物理学 2024-02-07 Zhixin Lu , Guo Meng , Tomasz Tyranowski , Alex Chankin

We establish nonuniform Berry-Esseen bounds for martingales under the conditional Bernstein condition. These bounds imply Cram\'er type large deviations for moderate $x$'s, and are of exponential decay rate as de la Pe\~na's inequality when…

概率论 · 数学 2017-08-03 Xiequan Fan , Ion Grama , Quansheng Liu