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This paper builds rigorous analysis on the root-exponential convergence for the lightning schemes via rational functions in approximating corner (branch) singularity problems with uniform exponentially clustered poles proposed by Gopal and…

数值分析 · 数学 2025-12-17 Shuhuang Xiang , Yanghao Wu , Shunfeng Yang

Results on the rational approximation of functions containing singularities are presented. We build further on the ''lightning method'', recently proposed by Trefethen and collaborators, based on exponentially clustering poles close to the…

数值分析 · 数学 2023-10-10 Astrid Herremans , Daan Huybrechs , Lloyd N. Trefethen

This paper builds further rigorous analysis on the root-exponential convergence for lightning schemes approximating corner singularity problems. By utilizing Poisson summation formula, Runge's approximation theorem and Cauchy's integral…

数值分析 · 数学 2024-01-17 Shuhuang Xiang , Shunfeng Yang

Rational approximations of functions with singularities can converge at a root-exponential rate if the poles are exponentially clustered. We begin by reviewing this effect in minimax, least-squares, and AAA approximations on intervals and…

数值分析 · 数学 2020-07-24 Lloyd N. Trefethen , Yuji Nakatsukasa , J. A. C. Weideman

This article is about both approximation theory and the numerical solution of partial differential equations (PDEs). First we introduce the notion of {\em reciprocal-log} or {\em log-lightning approximation} of analytic functions with…

数值分析 · 数学 2020-10-06 Yuji Nakatsukasa , Lloyd N. Trefethen

The convergence rates on polynomial interpolation in most cases are estimated by Lebesgue constants. These estimates may be overestimated for some special points of sets for functions of limited regularities. In this paper, by applying the…

数值分析 · 数学 2015-06-19 Shuhuang Xiang

We consider a discrete best approximation problem formulated in the framework of tropical algebra, which deals with the theory and applications of algebraic systems with idempotent operations. Given a set of samples of input and output of…

数值分析 · 数学 2024-11-19 Nikolai Krivulin

In this dissertation we have applied Trefethen and Gopal's Lightning Method to solve the Helmholtz equation in the exterior of two dimensional piecewise smooth domains. The background theory motivating the method is presented, and we…

数值分析 · 数学 2023-10-04 Henry Ginn , Lloyd N. Trefethen

This paper introduces a new method for solving the planar heat equation based on the Lightning Method. The lightning method is a recent development in the numerical solution of linear PDEs which expresses solutions using sums of polynomials…

数值分析 · 数学 2026-03-05 Hunter La Croix , Alan E. Lindsay

This paper focuses on the further development of the Lie bracket approximation approach for optimization and control via extremum seeking systems. Classical results in this area provide algorithms with exponential convergence rates for…

最优化与控制 · 数学 2026-05-25 Victoria Grushkovskaya , Sameh A. Eisa

New algorithms are presented for numerical conformal mapping based on rational approximations and the solution of Dirichlet problems by least-squares fitting on the boundary. The methods are targeted at regions with corners, where the…

复变函数 · 数学 2019-11-12 Lloyd N. Trefethen

The cutting plane approach to optimal matchings has been discussed by several authors over the past decades (e.g., Padberg and Rao '82, Grotschel and Holland '85, Lovasz and Plummer '86, Trick '87, Fischetti and Lodi '07) and its…

数据结构与算法 · 计算机科学 2014-01-24 Karthekeyan Chandrasekaran , Laszlo A. Vegh , Santosh Vempala

We construct a convergent family of outer approximations for the problem of optimizing polynomial functions over convex bodies subject to polynomial constraints. This is achieved by generalizing the polarization hierarchy, which has…

最优化与控制 · 数学 2024-06-17 Martin Plávala , Laurens T. Ligthart , David Gross

Correlation clustering is perhaps the most natural formulation of clustering. Given $n$ objects and a pairwise similarity measure, the goal is to cluster the objects so that, to the best possible extent, similar objects are put in the same…

数据结构与算法 · 计算机科学 2013-12-19 Francesco Bonchi , David García-Soriano , Konstantin Kutzkov

We suggest a new optimization technique for minimizing the sum $\sum_{i=1}^n f_i(x)$ of $n$ non-convex real functions that satisfy a property that we call piecewise log-Lipschitz. This is by forging links between techniques in computational…

机器学习 · 计算机科学 2019-09-10 Ibrahim Jubran , Dan Feldman

We compare the convergence behavior of best polynomial approximations and Legendre and Chebyshev projections and derive optimal rates of convergence of Legendre projections for analytic and differentiable functions in the maximum norm. For…

数值分析 · 数学 2021-12-30 Haiyong Wang

We study the fundamental limits of matching pursuit, or the pure greedy algorithm, for approximating a target function $ f $ by a linear combination $f_n$ of $n$ elements from a dictionary. When the target function is contained in the…

机器学习 · 统计学 2024-07-24 Jason M. Klusowski , Jonathan W. Siegel

We establish efficient approximate counting algorithms for several natural problems in local lemma regimes. In particular, we consider the probability of intersection of events and the dimension of intersection of subspaces. Our approach is…

数据结构与算法 · 计算机科学 2025-12-12 Ryan L. Mann , Gabriel Waite

We consider the unconstrained optimization of multivariate trigonometric polynomials by the sum-of-squares hierarchy of lower bounds. We first show a convergence rate of $O(1/s^2)$ for the relaxation with degree $s$ without any assumption…

最优化与控制 · 数学 2023-04-19 Francis Bach , Alessandro Rudi

Gopal and Trefethen recently introduced "lightning solvers" for the 2D Laplace and Helmholtz equations, based on rational functions with poles exponentially clustered near singular corners. Making use of the Goursat representation in terms…

数值分析 · 数学 2021-07-06 Pablo D. Brubeck , Lloyd N. Trefethen
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