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相关论文: On some Operator Filtering Strategies Based on Sui…

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We present a general approach for collaborative filtering (CF) using spectral regularization to learn linear operators from "users" to the "objects" they rate. Recent low-rank type matrix completion approaches to CF are shown to be special…

机器学习 · 计算机科学 2008-12-19 Jacob Abernethy , Francis Bach , Theodoros Evgeniou , Jean-Philippe Vert

We study refinements between spectral resolutions in an arbitrary II$_1$ factor $\M$ and obtain diffuse (maximal) refinements of spectral resolutions. We construct models of operators with respect to diffuse spectral resolutions. As an…

泛函分析 · 数学 2007-05-23 Pedro G. Massey

This work presents the proof of concept of using energy operator theory based on the conjugate Teager-Kaiser energy operators in matched filters for signal detection in multipath fading channels. To do so, we consider signals in the space…

信息论 · 计算机科学 2016-07-14 Jean-Philippe Montillet

We modify the Green operator involved in Fourier-based computational schemes in elasticity, in 2D and 3D. The new operator is derived by expressing continuum mechanics in terms of centered differences on a rotated grid. Use of the modified…

数值分析 · 数学 2015-02-20 François Willot

In this paper, we investigate the behavior of gradient descent algorithms in physics-informed machine learning methods like PINNs, which minimize residuals connected to partial differential equations (PDEs). Our key result is that the…

机器学习 · 计算机科学 2024-05-06 Tim De Ryck , Florent Bonnet , Siddhartha Mishra , Emmanuel de Bézenac

We introduce Neural Green's Function, a neural solution operator for linear partial differential equations (PDEs) whose differential operators admit eigendecompositions. Inspired by Green's functions, the solution operators of linear PDEs…

机器学习 · 计算机科学 2025-11-05 Seungwoo Yoo , Kyeongmin Yeo , Jisung Hwang , Minhyuk Sung

Kernel-based approach to operator approximation for partial differential equations has been shown to be unconditionally stable for linear PDEs and numerically exhibit unconditional stability for non-linear PDEs. These methods have the same…

数值分析 · 数学 2025-11-25 Andrew Christlieb , Sining Gong , Hyoseon Yang

In this article we use linear algebra to improve the computational time for the obtaining of Green's functions of linear differential equations with reflection (DER). This is achieved by decomposing both the `reduced' equation (the ODE…

经典分析与常微分方程 · 数学 2017-07-05 F. Adrián F. Tojo

This work focuses on the preconditioning and DC stabilization of the time domain electric field integral equation discretized in time with the convolution quadrature method. The standard formulation of the equation suffers from severe…

数值分析 · 数学 2023-05-16 Pierrick Cordel , Alexandre Dély , Adrien Merlini , Francesco P. Andriull

Operator splitting methods allow to split the operator describing a complex dynamical system into a sequence of simpler subsystems and treat each part independently. In the modeling of dynamical problems, systems of (possibly coupled)…

动力系统 · 数学 2023-09-01 Andreas Bartel , Malak Diab , Andreas Frommer , Michael Günther

This paper presents a novel formulation and consequently a new solution for two dimensional TM electromagnetic integral equations by the method of moments in polar coordination. The main idea is the reformulation of the 2-D problem…

数值分析 · 数学 2021-07-29 Mahdi Parizi , Mansor Nakhkash

We present a fast algorithm that constructs a data-sparse approximation of matrices arising in the context of integral equation methods for elliptic partial differential equations. The new algorithm uses Green's representation formula in…

数值分析 · 数学 2015-10-27 Steffen Börm , Sven Christophersen

The basic mathematical properties of Green's functions used in statistical mechanics as well as the equations defining these functions and the techniques of solving these equations are reviewed. An approach is presented called the…

统计力学 · 物理学 2007-05-23 V. I. Yukalov

Retrieving object phase from the optical fringe pattern is a critical task in quantitative phase imaging and often requires appropriate image preprocessing (background and noise minimization), especially when retrieving phase from the…

This letter deals with the application of the expectation propagation (EP) algorithm to turbo equalization. The EP has been successfully applied to obtain either a better approximation at the output of the equalizer or at the output of the…

信号处理 · 电气工程与系统科学 2020-02-19 Irene Santos , Juan José Murillo-Fuentes , Eva Arias-de-Reyna

This paper aims at introducing the formal foundations of the application of reduced density-matrix theory and Green's function theory to the analysis of molecular electronic transitions. For this sake, their mechanics, applied to specific…

化学物理 · 物理学 2022-08-09 Thibaud Etienne

Efficient Green's function evaluation in layered media is a holy-grail of wave theory in general and for electromagnetics in particular. While there is a very large amount of knowledge in this context with vast literature, there are yet…

计算物理 · 物理学 2023-01-04 Yakir Hadad

This paper presents a multilevel tensor compression algorithm called tensor butterfly algorithm for efficiently representing large-scale and high-dimensional oscillatory integral operators, including Green's functions for wave equations and…

数值分析 · 数学 2025-03-27 P. Michael Kielstra , Tianyi Shi , Hengrui Luo , Jianliang Qian , Yang Liu

A recent theoretical result on optimized Schwarz algorithms demonstrated at the algebraic level enables the modification of an existing Schwarz procedure to its optimized counterpart. In this work, it is shown how to modify a bilinear FEM…

数值分析 · 数学 2008-05-02 Amik St-Cyr , Duane Rosenberg , Sang Dong Kim

In this study, we address the challenge of obtaining a Green's function operator for linear partial differential equations (PDEs). The Green's function is well-sought after due to its ability to directly map inputs to solutions, bypassing…

计算工程、金融与科学 · 计算机科学 2023-06-06 Rixi Peng , Juncheng Dong , Jordan Malof , Willie J. Padilla , Vahid Tarokh