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In this work, we use rational approximation to improve the accuracy of spectral solutions of differential equations. When working in the vicinity of solutions with singularities, spectral methods may fail their propagated spectral rate of…

数值分析 · 数学 2024-04-01 João Carrilho de Matos , José M. A. Matos , Maria João Rodrigues

We present an embedding approach based on localized basis functions which permits an efficient application of the dynamical mean field theory (DMFT) to inhomogeneous correlated materials, such as semi-infinite surfaces and heterostructures.…

强关联电子 · 物理学 2009-11-13 H. Ishida , A. Liebsch

Many popular learning algorithms (E.g. Regression, Fourier-Transform based algorithms, Kernel SVM and Kernel ridge regression) operate by reducing the problem to a convex optimization problem over a vector space of functions. These methods…

机器学习 · 计算机科学 2014-05-13 Amit Daniely , Nati Linial , Shai Shalev-Shwartz

The implementation difficulties of combining distribution matching (DM) and dematching (invDM) for probabilistic shaping (PS) with soft-decision forward error correction (FEC) coding can be relaxed by reverse concatenation, for which the…

信号处理 · 电气工程与系统科学 2024-01-25 Tsuyoshi Yoshida , Magnus Karlsson , Erik Agrell

We resolve a long-standing open question, about the existence of a constant-factor approximation algorithm for the average-case \textsc{Decision Tree} problem with uniform probability distribution over the hypotheses. We answer the question…

数据结构与算法 · 计算机科学 2026-04-29 Michał Szyfelbein

We present a novel method for calculating Pad\'e approximants that is capable of eliminating spurious poles placed at the point of development and of identifying and eliminating spurious poles created by precision limitations and/or noisy…

数值分析 · 数学 2022-01-17 Daniel Tylavsky , Songyan Li , Di Shi

Acoustic wave propagation through a homogeneous material embedded in an unbounded medium can be formulated as a boundary integral equation and accurately solved with the boundary element method. The computational efficiency deteriorates at…

数值分析 · 数学 2024-02-21 Elwin van 't Wout

We prove that in the limit where the beta function is dominated by the 1-loop contribution (``large beta_0 limit'') diagonal Pad\'e Approximants (PA's) of perturbative series become exactly renormalization scale (RS) independent. This…

高能物理 - 唯象学 · 物理学 2009-10-30 Einan Gardi

We extend a previous analysis of spatial correlation functions for classical electromagnetic vector fields near a perfectly conducting boundary [PRE, vol. 73, 036604 (2006)] to the case of an isotropic semi-infinite medium with planar…

光学 · 物理学 2009-11-13 Luk R. Arnaut

We compute the $e^+ e^-$ C-parameter distribution using the Soft-Collinear Effective Theory with a resummation to N${}^3$LL$^\prime$ accuracy of the most singular partonic terms. This includes the known fixed-order QCD results up to ${\cal…

高能物理 - 唯象学 · 物理学 2015-05-27 André H. Hoang , Daniel W. Kolodrubetz , Vicent Mateu , Iain W. Stewart

Belief propagation (BP) is an iterative method to perform approximate inference on arbitrary graphical models. Whether BP converges and if the solution is a unique fixed point depends on both the structure and the parametrization of the…

机器学习 · 统计学 2017-05-31 Christian Knoll , Franz Pernkopf , Dhagash Mehta , Tianran Chen

We often encounter probability distributions given as unnormalized products of non-negative functions. The factorization structures are represented by hypergraphs called factor graphs. Such distributions appear in various fields, including…

离散数学 · 计算机科学 2011-03-24 Yusuke Watanabe

We show that the properties of the lower part of the spectrum of the Helmholtz equation for an heterogeneous system in a finite region in $d$ dimensions, where the solutions to the homogeneous problems are known, can be systematically…

数学物理 · 物理学 2015-12-23 Paolo Amore

Motivated by broad applications in reinforcement learning and federated learning, we study local stochastic approximation over a network of agents, where their goal is to find the root of an operator composed of the local operators at the…

机器学习 · 计算机科学 2020-06-25 Thinh T. Doan

We present a novel technique by which highly-segmented electrostatic configurations can be solved. The Robin Hood method is a matrix-inversion algorithm optimized for solving high density boundary element method (BEM) problems. We…

计算物理 · 物理学 2011-11-23 J. A. Formaggio , P. Lazic , T. J. Corona , H. Stefancic , H. Abraham , F. Gluck

In this work, we calculate the convergence rate of the finite difference approximation for a class of nonlocal fracture models. We consider two point force interactions characterized by a double well potential. We show the existence of a…

数值分析 · 数学 2018-07-03 Prashant K. Jha , Robert Lipton

Approximation of a tensor network by approximating (e.g., factorizing) one or more of its constituent tensors can be improved by canceling the leading-order error due to the constituents' approximation. The utility of such robust…

化学物理 · 物理学 2024-07-30 Karl Pierce , Varun Rishi , Edward F. Valeev

We study a heterogeneous two-tier wireless sensor network in which N heterogeneous access points (APs) collect sensing data from densely distributed sensors and then forward the data to M heterogeneous fusion centers (FCs). This…

信息论 · 计算机科学 2019-01-23 Saeed Karimi-Bidhendi , Jun Guo , Hamid Jafarkhani

Recently a distributed algorithm has been proposed for multi-agent networks to solve a system of linear algebraic equations, by assuming each agent only knows part of the system and is able to communicate with nearest neighbors to update…

最优化与控制 · 数学 2016-03-15 Hong-Tai Cao , Travis E. Gibson , Shaoshuai Mou , Yang-Yu Liu

Numerical homogenization aims to efficiently and accurately approximate the solution space of an elliptic partial differential operator with arbitrarily rough coefficients in a $d$-dimensional domain. The application of the inverse operator…

数值分析 · 数学 2022-11-24 Moritz Hauck , Daniel Peterseim