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We propose a fast method with statistical guarantees for learning an exponential family density model where the natural parameter is in a reproducing kernel Hilbert space, and may be infinite-dimensional. The model is learned by fitting the…

机器学习 · 统计学 2021-01-15 Danica J. Sutherland , Heiko Strathmann , Michael Arbel , Arthur Gretton

Hyperbolic conservation laws with stiff source terms appear in the study of a variety of physical systems. Early work showed that the use of formally second-order accurate semi-implicit methods could lead to a substantial loss of accuracy,…

天体物理学 · 物理学 2008-11-26 Francesco Miniati , Phillip Colella

We study the weak finite element method solving convection-diffusion equations. A weak finite element scheme is presented based on a spacial variational form. We established a weak embedding inequality that is very useful in the weak finite…

数值分析 · 数学 2015-06-10 Tie Zhang , Yanli Chen

In this work, we design and analyze a Hybrid High-Order (HHO) discretization method for incompressible flows of non-Newtonian fluids with power-like convective behaviour. We work under general assumptions on the viscosity and convection…

数值分析 · 数学 2022-01-11 Daniel Castanon Quiroz , Daniele Antonio Di Pietro , André Harnist

Extragradient method (EG) (Korpelevich, 1976) is one of the most popular methods for solving saddle point and variational inequalities problems (VIP). Despite its long history and significant attention in the optimization community, there…

最优化与控制 · 数学 2022-02-23 Eduard Gorbunov , Nicolas Loizou , Gauthier Gidel

In this paper, we propose new algorithms for finding a common point of the solution set of a pseudomonotone equilibrium problem and the set of fixed points of a symmetric generalized hybrid mapping in a real Hilbert space. The convergence…

最优化与控制 · 数学 2015-08-18 Bui Van Dinh , Do Sang Kim

In this work we propose and analyze a numerical method for electrical impedance tomography of recovering a piecewise constant conductivity from boundary voltage measurements. It is based on standard Tikhonov regularization with a…

数值分析 · 数学 2023-10-06 Bangti Jin , Yifeng Xu

Feature detection is an important procedure for image matching, where unsupervised feature detection methods are the detection approaches that have been mostly studied recently, including the ones that are based on repeatability requirement…

计算机视觉与模式识别 · 计算机科学 2022-04-28 Chao Li , Yanan You , Wenli Zhou

In this paper we present a formally fourth-order accurate hybrid-variable method for the Euler equations in the context of method of lines. The hybrid-variable (HV) method seeks numerical approximations to both cell-averages and nodal…

数值分析 · 数学 2023-08-22 Xianyi Zeng

Problems with sign-changing coefficients occur, for instance, in the study of transmission problems with metamaterials. In this work, we present and analyze a generalized finite element method in the spirit of the Localized Orthogonal…

数值分析 · 数学 2020-08-28 Théophile Chaumont-Frelet , Barbara Verfürth

We study the convergence of a finite volume method based on the method of bicharacteristics for multidimensional hyperbolic conservation laws. In particular, we concentrate on the linear wave equation system and nonlinear Euler equations of…

数值分析 · 数学 2025-11-25 Mária Lukáčová-Medvidová , Zhuyan Tang , Yuhuan Yuan

We propose and analyze an augmented mixed finite element method for the pseudostress-velocity formulation of the stationary convective Brinkman-Forchheimer problem in $\mathrm{R}^d$, $d\in \{2,3\}$. Since the convective and Forchheimer…

数值分析 · 数学 2023-03-03 Sergio Caucao , Johann Esparza

In this paper, we present a unified analysis of methods for such a wide class of problems as variational inequalities, which includes minimization problems and saddle point problems. We develop our analysis on the modified Extra-Gradient…

In this paper, we extend the previous work on absolutely convergent fixed-point fast sweeping WENO methods by Li et al. (J. Comput. Phys. 443: 110516, 2021) and design a fifth-order hybrid fast sweeping scheme for solving steady state…

数值分析 · 数学 2025-12-01 Liang Li , Jun Zhu , Shanqin Chen , Yong-Tao Zhang

The analysis of Tikhonov regularization for nonlinear ill-posed equations with smoothness promoting penalties is an important topic in inverse problem theory. With focus on Hilbert scale models, the case of oversmoothing penalties, i.e.,…

数值分析 · 数学 2024-04-18 Bernd Hofmann , Christopher Hofmann , Peter Mathé , Robert Plato

In this note we study the convergence of monotone P1 finite element methods on unstructured meshes for fully non-linear Hamilton-Jacobi-Bellman equations arising from stochastic optimal control problems with possibly degenerate, isotropic…

数值分析 · 数学 2013-02-25 Max Jensen , Iain Smears

In this paper, we propose a second-order continuous primal-dual dynamical system with time-dependent positive damping terms for a separable convex optimization problem with linear equality constraints. By the Lyapunov function approach, we…

最优化与控制 · 数学 2020-07-27 Xin He , Rong Hu , Ya-Ping Fang

In this paper we analyze a pressure-robust method based on divergence-free mixed finite element methods with continuous interior penalty stabilization. The main goal is to prove an $O(h^{k+1/2})$ error estimate for the $L^2$ norm of the…

数值分析 · 数学 2023-03-23 Bosco García-Archilla , Julia Novo

Stochastic approximation is a foundation for many algorithms found in machine learning and optimization. It is in general slow to converge: the mean square error vanishes as $O(n^{-1})$. A deterministic counterpart known as quasi-stochastic…

最优化与控制 · 数学 2024-03-26 Caio Kalil Lauand , Sean Meyn

This paper presents a multi-scale method for convection-dominated diffusion problems in the regime of large P\'eclet numbers. The application of the solution operator to piecewise constant right-hand sides on some arbitrary coarse mesh…

数值分析 · 数学 2022-06-07 Francesca Bonizzoni , Philip Freese , Daniel Peterseim