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This paper is concerned with long-time strong approximations of SDEs with non-globally Lipschitz coefficients.Under certain non-globally Lipschitz conditions, a long-time version of fundamental strong convergence theorem is established for…

数值分析 · 数学 2024-06-18 Xiaoming Wu , Xiaojie Wang

In this paper, we consider the generalized Ait-Sahaliz interest rate model with Poisson jumps in finance. The analytical properties including the positivity, boundedness and pathwise asymptotic estimations of the solution to the model are…

数值分析 · 数学 2019-09-04 Shounian Deng , Chen Fei , Weiyin Fei , Xuerong Mao

This work considers the question: what convergence guarantees does the stochastic subgradient method have in the absence of smoothness and convexity? We prove that the stochastic subgradient method, on any semialgebraic locally Lipschitz…

最优化与控制 · 数学 2018-05-29 Damek Davis , Dmitriy Drusvyatskiy , Sham Kakade , Jason D. Lee

We study the numerical approximation of numerous processes, solutions of nonlinear stochastic differential equations, that appear in various applications such as financial mathematics and population dynamics. Between the investigated models…

数值分析 · 数学 2021-04-14 N. Halidias , I. S. Stamatiou

This paper focuses on explicit approximations for nonlinear stochastic delay differential equations (SDDEs). Under the weakly local Lipschitz and some suitable conditions, a generic truncated Euler-Maruyama (TEM) scheme for SDDEs is…

数值分析 · 数学 2020-08-20 Guoting Song , Junhao Hu , Shuaibin Gao , Xiaoyue Li

We propose a variational splitting technique for the generalized-$\alpha$ method to solve hyperbolic partial differential equations. We use tensor-product meshes to develop the splitting method, which has a computational cost that grows…

数值分析 · 数学 2019-11-12 Pouria Behnoudfar , Quanling Deng , Victor M. Calo

We extend the taming techniques developed in \cite{konstantinos2014,sabanis2013} to construct explicit Milstein schemes that numerically approximate L\'evy driven stochastic differential equations with super-linearly growing drift…

概率论 · 数学 2015-12-24 Chaman Kumar , Sotirios Sabanis

The computation of the dominant eigenpair for symmetric positive semidefinite matrices is fundamental in numerical optimization. This work shifts the paradigm from the classical Rayleigh quotient to an unconstrained difference formulation,…

最优化与控制 · 数学 2026-05-26 Xiaozhi Liu , Mengmeng Song , Yong Xia

This paper focuses on the strong convergence of the truncated $\theta$-Milstein method for a class of nonautonomous stochastic differential delay equations whose drift and diffusion coefficients can grow polynomially. The convergence rate,…

数值分析 · 数学 2021-12-28 Shuaibin Gao , Junhao Hu , Jie He , Qian Guo

The framework of Integral Quadratic Constraints of Lessard et al. (2014) reduces the computation of upper bounds on the convergence rate of several optimization algorithms to semi-definite programming (SDP). Followup work by Nishihara et…

机器学习 · 统计学 2018-03-06 Guilherme França , José Bento

The point-splitting renormalization method offers a prescription to calculate finite expectation values of quadratic operators constructed from quantum fields in a general curved spacetime. It has been recently shown by Levi and Ori that…

广义相对论与量子宇宙学 · 物理学 2021-06-18 Pau Beltrán-Palau , Adrián del Río , Sergi Nadal-Gisbert , José Navarro-Salas

The numerical solution of a highly nonlinear two-dimensional degenerate stochastic Kawarada equation is investigated. A semi-discretized approximation in space is comprised on arbitrary nonuniform grids. Exponential splitting strategies are…

数值分析 · 数学 2024-12-20 Joshua L Padgett , Qin Sheng

In this paper we want to exploit further the semi-discrete method appeared in Halidias and Stamatiou (2015). We are interested in the numerical solution of mean reverting CEV processes that appear in financial mathematics models and are…

数值分析 · 数学 2015-05-11 Nikolaos Halidias , Ioannis Stamatiou

We consider the problem of the discrete-time approximation of the solution of a one-dimensional SDE with piecewise locally Lipschitz drift and continuous diffusion coefficients with polynomial growth. In this paper, we study the strong…

数值分析 · 数学 2024-05-03 Mireille Bossy , Kerlyns Martínez

This paper studies the convergence of a spatial semi-discretization for a backward semilinear stochastic parabolic equation. The filtration is general, and the spatial semi-discretization uses the standard continuous piecewise linear…

数值分析 · 数学 2022-06-30 Binjie Li , Xiaoping Xie

This paper analyzes a special instance of nonsymmetric algebraic matrix Riccati equations arising from transport theory. Traditional approaches for finding the minimal nonnegative solution of the matrix Riccati equations are based on the…

数值分析 · 数学 2011-09-26 Chun-Yueh Chiang , Matthew M. Lin

This paper is devoted to studying the global and finite convergence of the semi-smooth Newton method for solving a piecewise linear system that arises in cone-constrained quadratic programming problems and absolute value equations. We first…

最优化与控制 · 数学 2023-01-24 Nicolas F. Armijo , Yunier Bello-Cruz , Gabriel Haeser

In this paper we propose a distributed version of a randomized block-coordinate descent method for minimizing the sum of a partially separable smooth convex function and a fully separable non-smooth convex function. Under the assumption of…

最优化与控制 · 数学 2015-11-23 Ion Necoara , Dragos Clipici

Establishing the convergence of splines can be cast as a variational problem which is amenable to a $\Gamma$-convergence approach. We consider the case in which the regularization coefficient scales with the number of observations, $n$, as…

统计理论 · 数学 2017-03-14 Matthew Thorpe , Adam M. Johansen

We develop adaptive time-stepping strategies for It\^o-type stochastic differential equations (SDEs) with jump perturbations. Our approach builds on adaptive strategies for SDEs. Adaptive methods can ensure strong convergence of nonlinear…

数值分析 · 数学 2024-01-17 Cónall Kelly , Gabriel Lord , Fandi Sun