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This paper proposes an adaptive time-stepping mothods for stochastic diffusion systems whose drift and diffusion coefficients are locally Lipschitz continuous and may exhibit polynomial growth. By controlling the growth of both the drift…

数值分析 · 数学 2026-02-09 Xueqi Wen , Guozhen Li , Yuanping Cui , Xiaoyue Li

In this paper, we present a numerical approach to solve the McKean-Vlasov equations, which are distribution-dependent stochastic differential equations, under some non-globally Lipschitz conditions for both the drift and diffusion…

数值分析 · 数学 2023-05-30 Qian Guo , Jie He , Lei Li

An explicit first-order drift-randomized Milstein scheme for a regime switching stochastic differential equation is proposed and its bi-stability and rate of strong convergence are investigated for a non-differentiable drift coefficient.…

概率论 · 数学 2025-03-11 Divyanshu Vashistha , Chaman Kumar

We study a family of numerical schemes applied to a class of multiscale systems of stochastic differential equations. When the time scale separation parameter vanishes, a well-known Smoluchowski--Kramers diffusion approximation result…

数值分析 · 数学 2022-08-02 Charles-Edouard Bréhier

We present strongly convergent explicit and semi-implicit adaptive numerical schemes for systems of stiff stochastic differential equations (SDEs) where both the drift and diffusion are non-globally Lipschitz continuous. This stiffness may…

数值分析 · 数学 2021-06-02 Cónall Kelly , Gabriel Lord

We study parameter estimation for univariate stochastic differential equations with locally Lipschitz drift and H\"older continuous multiplicative diffusion, a class commonly arising in several applications. Existing inference methods…

统计方法学 · 统计学 2026-05-19 Bowen Fang , Dario Spanò , Massimiliano Tamborrino

We propose a new scheme for the long time approximation of a diffusion when the drift vector field is not globally Lipschitz. Under this assumption, regular explicit Euler scheme --with constant or decreasing step-- may explode and implicit…

概率论 · 数学 2018-02-20 Vincent Lemaire

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

We consider a generic and explicit tamed Euler--Maruyama scheme for multidimensional time-inhomogeneous stochastic differential equations with multiplicative Brownian noise. The diffusive coefficient is uniformly elliptic, H\"older…

概率论 · 数学 2025-02-03 Khoa Lê , Chengcheng Ling

We consider the long-time behavior of an explicit tamed Euler scheme applied to a class of stochastic differential equations driven by additive noise, under a one-sided Lipschitz continuity condition. The setting encompasses drift…

数值分析 · 数学 2020-10-02 Charles-Edouard Bréhier

We study the strong approximation of stochastic differential equations with discontinuous drift coefficients and (possibly) degenerate diffusion coefficients. To account for the discontinuity of the drift coefficient we construct an…

数值分析 · 数学 2019-04-25 Andreas Neuenkirch , Michaela Szölgyenyi , Lukasz Szpruch

We introduce a class of adaptive timestepping strategies for stochastic differential equations with non-Lipschitz drift coefficients. These strategies work by controlling potential unbounded growth in solutions of a numerical scheme due to…

数值分析 · 数学 2016-10-14 Cónall Kelly , Gabriel J. Lord

Explicit numerical finite difference schemes for partial differential equations are well known to be easy to implement but they are particularly problematic for solving equations whose solutions admit shocks, blowups and discontinuities.…

This paper aims at developing a systematic study for the weak rate of convergence of the Euler-Maruyama scheme for stochastic differential equations with very irregular drift and constant diffusion coefficients. We apply our method to…

概率论 · 数学 2017-04-27 Hoang-Long Ngo , Dai Taguchi

Reflected diffusions in polyhedral domains are commonly used as approximate models for stochastic processing networks in heavy traffic. Stationary distributions of such models give useful information on the steady state performance of the…

概率论 · 数学 2012-05-24 Amarjit Budhiraja , Jiang Chen , Sylvain Rubenthaler

We consider numerical schemes for computing the linear response of steady-state averages of stochastic dynamics with respect to a perturbation of the drift part of the stochastic differential equation. The schemes are based on Girsanov's…

数值分析 · 数学 2019-12-18 Petr Plechac , Gabriel Stoltz , Ting Wang

We introduce and study a notion of Asymptotic Preserving schemes, related to convergence in distribution, for a class of slow-fast Stochastic Differential Equations. In some examples, crude schemes fail to capture the correct limiting…

数值分析 · 数学 2020-11-05 Charles-Edouard Bréhier , Shmuel Rakotonirina-Ricquebourg

The performance of standard stochastic approximation implementations can vary significantly based on the choice of the steplength sequence, and in general, little guidance is provided about good choices. Motivated by this gap, in the first…

最优化与控制 · 数学 2015-03-19 Farzad Yousefian , Angelia Nedić , Uday V. Shanbhag

The aim of this note is to propose a novel numerical scheme for drift-less one dimensional stochastic differential equations of It\^o's type driven by standard Brownian motion. Our approximation method is equivalent to the well known…

概率论 · 数学 2024-07-24 Alberto Lanconelli , Berk Tan Perçin

We present an implicit Split-Step explicit Euler type Method (dubbed SSM) for the simulation of McKean-Vlasov Stochastic Differential Equations (MV-SDEs) with drifts of superlinear growth in space, Lipschitz in measure and non-constant…

数值分析 · 数学 2022-05-10 Xingyuan Chen , Goncalo dos Reis
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