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Model averaging has gained significant attention in recent years due to its ability of fusing information from different models. The critical challenge in frequentist model averaging is the choice of weight vector. The bootstrap method,…

统计方法学 · 统计学 2024-12-10 Minghui Song , Guohua Zou , Alan T. K. Wan

A simple, general and practically exact method is developed for the equilibrium properties of the macroscopic physical systems with translational symmetry. Applied to the Ising model in two and three dimension, a modest calculation gives…

强关联电子 · 物理学 2015-05-19 S. G. Chung

We introduce an algorithm for the least squares solution of a rectangular linear system $Ax=b$, in which $A$ may be arbitrarily ill-conditioned. We assume that a complementary matrix $Z$ is known such that $A - AZ^*A$ is numerically low…

数值分析 · 数学 2019-12-10 Vincent Coppe , Daan Huybrechs , Roel Matthysen , Marcus Webb

In this paper, we propose a novel machine learning method based on an adaptive tensor neural network subspace for solving quasiperiodic elliptic problems. To this end, we first provide a theoretical analysis of the associated quasiperiodic…

数值分析 · 数学 2026-04-22 Jingze Ren , Yifan Wang , Hehu Xie , Qilong Zhai

Asteroseismology has the capability of delivering stellar properties which would otherwise be inaccessible, such as radii, masses and thus ages of stars. When coupling this information with classical determinations of stellar parameters,…

太阳与恒星天体物理 · 物理学 2015-06-22 Luca Casagrande

We describe and demonstrate a technique for correcting direction dependent artifacts due to asymmetries in antenna patterns and differences among antennas used in radio interoferometric imaging. The technique can correct images in all…

天体物理仪器与方法 · 物理学 2021-10-13 W. D. Cotton , T. Mauch

We study the Einstein equations of the static spherically symmetric anisotropic fluid system in curvature coordinates to find algorithms that generate all solutions and all solutions that are regular at the center. All possible combinations…

广义相对论与量子宇宙学 · 物理学 2021-09-01 M M Akbar , R Solanki

Anisotropic mesh adaptation has been successfully applied to the numerical solution of partial differential equations but little considered for variational problems. In this paper, we investigate the use of a global hierarchical basis error…

数值分析 · 数学 2015-03-17 Weizhang Huang , Lennard Kamenski , Xianping Li

The linear model uses the space defined by the input to project the target or desired signal and find the optimal set of model parameters. When the problem is nonlinear, the adaption requires nonlinear models for good performance, but it…

机器学习 · 计算机科学 2018-02-05 Zhengda Qin , Badong Chen , Nanning Zheng , Jose C. Principe

We establish an algorithm that produces a new solution to the Einstein field equations, with an anisotropic matter distribution, from a given seed isotropic solution. The new solution is expressed in terms of integrals of known functions,…

广义相对论与量子宇宙学 · 物理学 2007-05-23 S. D. Maharaj , M. Chaisi

A refined a priori error analysis of the lowest order (linear) nonconforming Virtual Element Method (VEM) for approximating a model Poisson problem is developed in both 2D and 3D. A set of new geometric assumptions is proposed on shape…

数值分析 · 数学 2019-05-17 Shuhao Cao , Long Chen

Different options can be used in order to measure the shear from observations in the context of weak lensing. Here we introduce new methods where the isotropy assumption for the distribution of the source galaxies is implemented directly on…

天体物理学 · 物理学 2008-02-03 Marco Lombardi , Giuseppe Bertin

We investigate the $O(a)$ improved quark action on anisotropic lattice as a potential framework for the heavy quark, which may enable precision computation of hadronic matrix elements of heavy-light mesons. The relativity relations of…

高能物理 - 格点 · 物理学 2009-11-07 Junpei Harada , Hideo Matsufuru , Tetsuya Onogi , Ayumu Sugita

Stochastic gradient methods enable learning probabilistic models from large amounts of data. While large step-sizes (learning rates) have shown to be best for least-squares (e.g., Gaussian noise) once combined with parameter averaging,…

机器学习 · 统计学 2018-11-22 Dmitry Babichev , Francis Bach

The solution to fine tuning is one of the principal motivations for supersymmetry. However constraints on the parameter space of the Minimal Supersymmetric Standard Model (MSSM) suggest it may also require fine tuning (although to a much…

高能物理 - 唯象学 · 物理学 2007-10-15 Peter Athron , D. J. Miller

We develop an elementary mean field approach for fully asymmetric kinetic Ising models, which can be applied to a single instance of the problem. In the case of the asymmetric SK model this method gives the exact values of the local…

无序系统与神经网络 · 物理学 2015-05-27 M. Mezard , J. Sakellariou

Model averaging is an alternative to model selection for dealing with model uncertainty, which is widely used and very valuable. However, most of the existing model averaging methods are proposed based on the least squares loss function,…

统计方法学 · 统计学 2019-10-29 Miaomiao Wang , Guohua Zou

Geometric model fitting is a fundamental task in computer graphics and computer vision. However, most geometric model fitting methods are unable to fit an arbitrary geometric model (e.g. a surface with holes) to incomplete data, due to that…

图形学 · 计算机科学 2016-10-18 Zongliang Zhang , Jonathan Li , Yulan Guo , Yangbin Lin , Ming Cheng , Cheng Wang

We present new level set methods for multiphase, anisotropic (weighted) motion by mean curvature of networks, focusing on wetting-dewetting problems where one out of three phases is stationary -- a good testbed for checking whether…

数值分析 · 数学 2024-12-18 Jiajia Guo , Selim Esedoglu

The function-on-function linear regression model in which the response and predictors consist of random curves has become a general framework to investigate the relationship between the functional response and functional predictors.…

统计方法学 · 统计学 2021-11-03 Ufuk Beyaztas , Han Lin Shang