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High order upwind summation-by-parts finite difference operators have recently been developed. When combined with the simultaneous-approximation-term method to impose boundary conditions, the method converges faster than using traditional…

数值分析 · 数学 2024-06-17 Yan Jiang , Siyang Wang

We derive the discretized Maxwell's equations using the discrete variational derivative method (DVDM), calculate the evolution equation of the constraint, and confirm that the equation is satisfied at the discrete level. Numerical…

广义相对论与量子宇宙学 · 物理学 2016-10-27 Takuya Tsuchiya , Gen Yoneda

A new approach of obtaining stratified random samples from statistically dependent random variables is described. The proposed method can be used to obtain samples from the input space of a computer forward model in estimating expectations…

统计方法学 · 统计学 2019-11-25 Anirban Mondal , Abhijit Mandal

In this paper we consider the problem of obtaining sharp bounds for the performance of temporal difference (TD) methods with linear function approximation for policy evaluation in discounted Markov decision processes. We show that a simple…

机器学习 · 统计学 2024-06-18 Sergey Samsonov , Daniil Tiapkin , Alexey Naumov , Eric Moulines

In this work, we derive two-sided a posteriori error estimates for the dual-weighted residual (DWR) method. We consider both single and multiple goal functionals. Using a saturation assumption, we derive lower bounds yielding the efficiency…

数值分析 · 数学 2018-11-20 Bernhard Endtmayer , Ulrich Langer , Thomas Wick

We propose a new method to obtain kinetic properties of infrequent events from molecular dynamics simulation. The procedure employs a recently introduced variational approach [Valsson and Parrinello, Phys. Rev. Lett. 113, 090601 (2014)] to…

统计力学 · 物理学 2015-08-19 James McCarty , Omar Valsson , Pratyush Tiwary , Michele Parrinello

In backward error analysis, an approximate solution to an equation is compared to the exact solution to a nearby modified equation. In numerical ordinary differential equations, the two agree up to any power of the step size. If the…

数值分析 · 数学 2022-07-21 Robert I McLachlan , Christian Offen

This work explores the use of a forward-backward martingale method together with a decoupling argument and entropic estimates between the conditional and averaged measures to prove a strong averaging principle for stochastic differential…

概率论 · 数学 2017-09-18 Bob Pepin

An adaptive proximal method for a special class of variational inequalities and related problems is proposed. For example, the so-called mixed variational inequalities and composite saddle problems are considered. Some estimates of the…

最优化与控制 · 数学 2020-08-25 Fedor S. Stonyakin

We derive two conditional expectation bounds, which we use to simplify cryptographic security proofs. The first bound relates the expectation of a bounded random variable and the average of its conditional expectations with respect to a set…

概率论 · 数学 2019-04-17 Kevin J. Compton

Starting from the action-angle variables and using a standard asymptotic expansion, here we present a new derivation of the Wave Kinetic Equation for resonant process of the type $2\leftrightarrow 2$. Despite not offering new physical…

混沌动力学 · 物理学 2019-12-02 Miguel Onorato , Giovanni Dematteis

In this article, we describe an approach for solving partial differential equations with general boundary conditions imposed on arbitrarily shaped boundaries. A function that has a prescribed value on the domain in which a differential…

数学物理 · 物理学 2009-12-08 Hui-Chia Yu , Hsun-Yi Chen , K. Thornton

The numerical solution of an ordinary differential equation can be interpreted as the exact solution of a nearby modified equation. Investigating the behaviour of numerical solutions by analysing the modified equation is known as backward…

数值分析 · 数学 2022-12-12 Robert I McLachlan , Christian Offen

We consider the problem of estimating fold-changes in the expected value of a multivariate outcome observed with unknown sample-specific and category-specific perturbations. This challenge arises in high-throughput sequencing studies of the…

统计方法学 · 统计学 2026-04-24 David S Clausen , Sarah Teichman , Amy D Willis

The Expectation-Maximization (EM) algorithm is a popular choice for learning latent variable models. Variants of the EM have been initially introduced, using incremental updates to scale to large datasets, and using Monte Carlo (MC)…

机器学习 · 统计学 2022-03-22 Belhal Karimi , Ping Li

This paper presents a novel methodology for evaluating the boundedness, stability, and instability of some vector nonlinear systems with multiple time-varying delays and variable coefficients. The proposed technique develops two scalar…

动力系统 · 数学 2024-08-26 Mark A. Pinsky

We present a general method for deriving collapsed variational inference algo- rithms for probabilistic models in the conjugate exponential family. Our method unifies many existing approaches to collapsed variational inference. Our…

机器学习 · 计算机科学 2012-12-05 James Hensman , Magnus Rattray , Neil D. Lawrence

An explicit numerical method is developed for a class of non-autonomous time-changed stochastic differential equations, whose coefficients obey H\"older's continuity in terms of the time variables and are allowed to grow super-linearly in…

数值分析 · 数学 2022-05-03 Xiaotong Li , Wei Liu , Tianjiao Tang

Distributed statistical inference has recently attracted enormous attention. Many existing work focuses on the averaging estimator. We propose a one-step approach to enhance a simple-averaging based distributed estimator. We derive the…

统计方法学 · 统计学 2015-11-11 Cheng Huang , Xiaoming Huo

This note is devoted to continuity results of the time derivative of the solution to the one-dimensional parabolic obstacle problem with variable coefficients. It applies to the smooth fit principle in numerical analysis and in financial…

偏微分方程分析 · 数学 2007-05-23 Adrien Blanchet , Jean Dolbeault , Regis Monneau