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We consider a Poisson equation in $\mathbb R^d$ for the elliptic operator corresponding to an ergodic diffusion process. Optimal regularity and smoothness with respect to the parameter are obtained under mild conditions on the coefficients.…

概率论 · 数学 2020-09-11 Michael Röckner , Longjie Xie

We present W-cycle multigrid algorithms for the solution of the linear system of equations arising from a wide class of $hp$-version discontinuous Galerkin discretizations of elliptic problems. Starting from a classical framework in…

数值分析 · 数学 2013-12-02 P. F. Antonietti , M. Sarti , M. Verani

We study lattice approximations of reflected stochastic elliptic equations driven by white noise on a bounded domain in $\mathbb{R}^d,\ d=1,2,3$. The convergence of the scheme is established.

数值分析 · 数学 2018-08-01 Jun Dai , Jing Zhang

This paper studies fixed step-size stochastic approximation (SA) schemes, including stochastic gradient schemes, in a Riemannian framework. It is motivated by several applications, where geodesics can be computed explicitly, and their use…

机器学习 · 统计学 2021-02-22 Alain Durmus , Pablo Jiménez , Éric Moulines , Salem Said

We study the Cauchy problem for a semilinear stochastic partial differential equation driven by a finite-dimensional Wiener process. In particular, under the hypothesis that all the coefficients are sufficiently smooth and have bounded…

偏微分方程分析 · 数学 2012-02-10 Martina Hofmanova

In this article, using DiPerna-Lions theory \cite{Di-Li}, we investigate linear second order stochastic partial differential equations with unbounded and degenerate non-smooth coefficients, and obtain several conditions for existence and…

概率论 · 数学 2009-08-24 Xicheng Zhang

The theory of Wasserstein gradient flows in the space of probability measures has made an enormous progress over the last twenty years. It constitutes a unified and powerful framework in the study of dissipative partial differential…

偏微分方程分析 · 数学 2022-01-17 Daniel Adams , Manh Hong Duong , Goncalo dos Reis

Stochastic differential equations (SDEs) and the Kolmogorov partial differential equations (PDEs) associated to them have been widely used in models from engineering, finance, and the natural sciences. In particular, SDEs and Kolmogorov…

数值分析 · 数学 2021-10-05 Christian Beck , Sebastian Becker , Philipp Grohs , Nor Jaafari , Arnulf Jentzen

Stochastic partial differential equations (SPDEs) represent a very active research field with numerous recent developments and breakthrough results. There are several well-established approaches and methods used to construct solutions for…

概率论 · 数学 2019-08-27 Christian Kuehn , Alexandra Neamtu

We propose a locally adaptive non-hydrostatic model and apply it to wave propagation generated by a moving bottom. This model is based on the non-hydrostatic extension of the shallow water equations (SWE) with a quadratic pressure relation,…

数值分析 · 数学 2025-05-26 Kemal Firdaus , Jörn Behrens

We present a comprehensive discretization scheme for linear and nonlinear stochastic differential equations (SDEs) driven by either Brownian motions or $\alpha$-stable processes. Our approach utilizes compound Poisson particle…

概率论 · 数学 2023-07-14 Xicheng Zhang

In this work, an efficient approximation scheme has been proposed for getting accurate approximate solution of nonlinear partial differential equations with constant or variable coefficients satisfying initial conditions in a series of…

偏微分方程分析 · 数学 2020-09-04 Prakash Kumar Das , M. M. Panja

Here we study stochastic differential equations with a reflecting boundary condition. We provide sufficient conditions for pathwise uniqueness and non-explosion property of solutions in a framework admitting non-Lipschitz continuous…

概率论 · 数学 2020-08-20 Masanori Hino , Kouhei Matsuura , Misaki Yonezawa

We are interested in strong approximations of one-dimensional SDEs which have non-Lipschitz coefficients and which take values in a domain. Under a set of general assumptions we derive an implicit scheme that preserves the domain of the…

计算金融 · 定量金融 2012-09-04 Andreas Neuenkirch , Lukasz Szpruch

Consider stochastic functional differential equations, whose coefficients depend on past histories. The solution determines a non-Markov process. In the present paper, we shall obtain the existence of smooth densities for joint…

概率论 · 数学 2016-01-07 Atsushi Takeuchi

The dynamics of rough differential equations (RDEs) has recently received a lot of interest. For example, the existence of local random center manifolds for RDEs has been established. In this work, we present an approximation for local…

概率论 · 数学 2025-10-02 Alexandra Blessing , Dennis Rudik

A scheme for stabilizing stochastic approximation iterates by adaptively scaling the step sizes is proposed and analyzed. This scheme leads to the same limiting differential equation as the original scheme and therefore has the same…

概率论 · 数学 2010-07-28 Sameer Kamal

Rate-independent systems arise in a number of applications. Usually, weak solutions to such problems with potentially very low regularity are considered, requiring mathematical techniques capable of handling nonsmooth functions. In this…

偏微分方程分析 · 数学 2017-08-18 Filip Rindler , Sebastian Schwarzacher , Endre Süli

We study the numerical approximation of a class of degenerate parabolic stochastic partial differential equations on non-compact metric graphs, which naturally arise in the asymptotic analysis of Hamiltonian flows under small noise…

数值分析 · 数学 2026-04-14 Jianbo Cui , Mihály Kovács , Derui Sheng

Finite difference schemes in the spatial variable for degenerate stochastic parabolic PDEs are investigated. Sharp results on the rate of $L_p$ and almost sure convergence of the finite difference approximations are presented and results on…

概率论 · 数学 2013-10-01 Istvan Gyongy