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We propose a novel Bayesian nonparametric method to learn translation-invariant relationships on non-Euclidean domains. The resulting graph convolutional Gaussian processes can be applied to problems in machine learning for which the input…

机器学习 · 计算机科学 2019-05-15 Ian Walker , Ben Glocker

We extend the theory of the gauging of classical quadratically nonlinear algebras without a central charge but with a coset structure, to the quantum level. Inserting the minimal anomalies into the classical transformation rules of the…

高能物理 - 理论 · 物理学 2011-07-19 A. Sevrin , P. van Nieuwenhuizen

We show that the theory of geometric structures proposed in the recent book "An Alternative Approach to Lie Groups and Geometric Structures" can be developed independently of connections.

微分几何 · 数学 2020-03-17 Ercument H. Ortacgil

We develop differential calculus and gauge theory on a finite set G. An elegant formulation is obtained when G is supplied with a group structure and in particular for a cyclic group. Connes' two-point model (which is an essential…

高能物理 - 理论 · 物理学 2009-10-28 A. Dimakis , F. M"uller-Hoissen

Using the formalism of noncommutative geometric gauge theory based on the superconnection concept, we construct a new type of vector gauge theory possessing a shift-like symmetry and the usual gauge symmetry. The new shift-like symmetry is…

高能物理 - 理论 · 物理学 2009-10-30 Chang-Yeong Lee

In this paper, we consider the Gauss quadrature formulae corresponding to some modifications of anyone of the four Chebyshev weights, considered by Gautschi and Li in \cite{gauli}. As it is well known, in the case of analytic integrands,…

数值分析 · 数学 2018-10-03 Ramon Orive , Aleksandar V. Pejcev , Miodrag M. Spalevic

A new, coordinate-free (geometric) approach to multivariate statistical analysis. General multivariate linear models and linear hypotheses are defined in geometric form. A method of constructing statistical criteria is defined for linear…

统计理论 · 数学 2009-02-04 Yuri N. Tyurin

We tabulate the abscissae and associated weights for numerical integration of integrals with either the singular weight function (-log x)^m for exponents m=1, 2 or 3, or the symmetric weight function cos(pi*x/2). Standard brute force…

经典分析与常微分方程 · 数学 2013-03-22 Richard J. Mathar

Let $\mu$ be a positive Borel measure on the real line and let $L$ be the linear functional on univariate polynomials of bounded degree, defined as integration with respect to $\mu$. In 2020, Blekherman et al., the characterization of all…

泛函分析 · 数学 2024-12-31 Rajkamal Nailwal , Aljaž Zalar

The Gaussian polynomial in variable $q$ is defined as the $q$-analog of the binomial coefficient. In addition to remarkable implications of these polynomials to abstract algebra, matrix theory and quantum computing, there is also a…

组合数学 · 数学 2017-12-21 Ivica Martinjak , Ivana Zubac

The question of polynomial learnability of probability distributions, particularly Gaussian mixture distributions, has recently received significant attention in theoretical computer science and machine learning. However, despite major…

机器学习 · 计算机科学 2010-05-13 Mikhail Belkin , Kaushik Sinha

The aim of this paper is to describe a Matlab package for computing the simultaneous Gaussian quadrature rules associated with a variety of multiple orthogonal polynomials. Multiple orthogonal polynomials can be considered as a…

数值分析 · 数学 2024-07-09 Teresa Laudadio , Nicola Mastronardi , Walter Van Assche , Paul Van Dooren

A non-gauge dynamical system depending on parameters is considered. It is shown that these parameters can have such values that corresponding canonically quantized theory will be gauge invariant. The equations allowing to find these values…

高能物理 - 理论 · 物理学 2009-10-28 I. L. Buchbinder , V. D. Pershin , G. B. Toder

We present a systematic computational framework for generating positive quadrature rules in multiple dimensions on general geometries. A direct moment-matching formulation that enforces exact integration on polynomial subspaces yields…

数值分析 · 计算机科学 2018-09-03 Vahid Keshavarzzadeh , Robert M. Kirby , Akil Narayan

A method is presented to construct a particular, non-minimally coupled scalar-tensor theory such that a given metric is an exact vacuum solution in that theory. In contrast to the standard approach in studies of gravitational dynamics,…

广义相对论与量子宇宙学 · 物理学 2021-01-13 Arthur G. Suvorov

We utilize copulas to constitute a unified framework for constructing and optimizing variational proposals in hierarchical Bayesian models. For models with continuous and non-Gaussian hidden variables, we propose a semiparametric and…

机器学习 · 统计学 2016-05-19 Shaobo Han , Xuejun Liao , David B. Dunson , Lawrence Carin

This paper proposes a novel method for deep learning based on the analytical convolution of multidimensional Gaussian mixtures. In contrast to tensors, these do not suffer from the curse of dimensionality and allow for a compact…

机器学习 · 计算机科学 2022-02-21 Adam Celarek , Pedro Hermosilla , Bernhard Kerbl , Timo Ropinski , Michael Wimmer

This work presents a novel version of recently developed Gauss-Newton method for solving systems of nonlinear equations, based on upper bound of solution residual and quadratic regularization ideas. We obtained for such method global…

最优化与控制 · 数学 2021-05-04 Nikita Yudin , Alexander Gasnikov

We present a 4-dimensional generally covariant gauge theory which leads to the Gauss constraint but lacks both the Hamiltonian and spatial diffeomorphism constraints. The canonical theory therefore resembles Yang-Mills theory without the…

广义相对论与量子宇宙学 · 物理学 2024-02-23 Viqar Husain , Hassan Mehmood

We find a new quantum system associated with the Wilson Orthogonal Polynomial. In order to establish correspondence between the recent reformulation of quantum mechanic without potential function [1-2] and the convention quantum mechanics,…

数学物理 · 物理学 2017-09-27 Tunde Joseph Taiwo
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