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Gaussian process (GP) models provide a powerful tool for prediction but are computationally prohibitive using large data sets. In such scenarios, one has to resort to approximate methods. We derive an approximation based on a composite…

机器学习 · 统计学 2018-02-02 Xiuming Liu , Dave Zachariah , Edith C. H. Ngai

The post Gaussian effective potential in D=3 dimensions and the Gaussian effective potential in D=2+epsilon are evaluated for the Ginzburg-Landau theory of superconductivity. It is shown that, the next order correction to the Gaussian…

超导电性 · 物理学 2009-11-10 Chul Koo Kim , A. Rakhimov , Jae Hyung Yee

It is shown that the method of exchangeable pairs introduced by Stein [Approximate Computation of Expectations (1986) IMS, Hayward, CA] for normal approximation can effectively be used for translated Poisson approximation. Introducing an…

概率论 · 数学 2010-04-06 Adrian Röllin

It is well known that a binomial $(n,p)$ can be approximated by a Poisson distribution with parameter $np$. The typical approach in undergraduate probability texts is to show a convergence result for the distribution of the binomial as $n$…

概率论 · 数学 2026-05-05 Rinaldo B. Schinazi

We consider the $\mathcal{N}=2$ quiver gauge theory arising from a $\mathbb{Z}_M$ orbifold of $\mathcal{N}=4$ Super Yang-Mills theory. Over the years, exploiting supersymmetric localization, exact expressions for several observables have…

高能物理 - 理论 · 物理学 2025-05-06 Pieter-Jan De Smet , Alessandro Pini , Paolo Vallarino

We proved the strong approximation result for the empirical process derived from its corresponding Schatte model. The corresponding strong approximation rate obtained is 1/16.

概率论 · 数学 2015-09-29 Marko Raseta

A coupling method is developed for univariate extreme value theory , providing an alternative to the use of the tail empirical/quantile processes. Emphasizing the Peak-over-Threshold approach that approximates the distribution above high…

统计理论 · 数学 2019-12-09 Benjamin Bobbia , Clément Dombry , Davit Varron

The validity of dilute gas approximation is explored by making use of the large-sized instanton in quantum mechanical model. It is shown that the Euclidean probability amplitude derived through a dilute gas approximation not only cannot…

高能物理 - 理论 · 物理学 2008-11-26 D. K. Park , Soo-Young Lee , Jae-Rok Kahng , Sahng-Kyoon Yoo , C. H. Lee , Chang Soo Park , Eui-Soon Yim

We compare MC calculations of the density of states in SU(2) pure gauge theory with the weak and strong coupling expansions. Surprisingly, the range of validity of the two approximations overlap significantly, however the large order…

高能物理 - 格点 · 物理学 2010-01-21 A. Denbleyker , Daping Du , Yuzhi Liu , Y. Meurice , A. Velytsky

We extend the Duffin--Schaeffer conjecture to the setting of systems of $m$ linear forms in $n$ variables. That is, we establish a criterion to determine whether, for a given rate of approximation, almost all or almost no $n$-by-$m$ systems…

数论 · 数学 2023-01-25 Felipe A. Ramirez

We introduce polynomial couplings, a generalization of probabilistic couplings, to develop an algorithm for the computation of equivalence relations which can be interpreted as a lifting of probabilistic bisimulation to polynomial…

计算机科学中的逻辑 · 计算机科学 2021-04-28 Giorgio Bacci , Giovanni Bacci , Kim G. Larsen , Mirco Tribastone , Max Tschaikowski , Andrea Vandin

Considering the class of almost periodic functions in the Stepanov sense we extend and generalize the results of the first author [4]. as well as the results of L. Leindler [3] and P. Chandra [1,2].

经典分析与常微分方程 · 数学 2012-12-06 Wlodzimierz Lenski , Bogdan Szal

This paper introduces some methods to determine the simultaneous approximation constants of a class of well approximable numbers $\zeta_{1},\zeta_{2},...,\zeta_{k}$. The approach relies on results on the connection between the set of all…

数论 · 数学 2017-01-05 Johannes Schleischitz

We prove the equivalence between two explicit expressions for two-point Witten-Kontsevich correlators obtained by M. Bertola, B. Dubrovin, D. Yang and by P. Zograf.

数学物理 · 物理学 2021-02-23 Jindong Guo

In this paper we study strong coupling asymptotic expansions of ${\mathcal N}=2$ $D=4$ $SU(2)$ gauge theory partition functions in general $\Omega$-background. This is done by refining Painlev\'e/gauge theory correspondence in terms of…

高能物理 - 理论 · 物理学 2025-02-04 G. Bonelli , A. Shchechkin , A. Tanzini

Density-dependent Markov chains form an important class of continuous-time Markov chains in population dynamics. On any fixed time window [0, T ], when the scale parameter K > 0 is large such chains are well approximated by the solution of…

概率论 · 数学 2020-12-14 Adrien Prodhomme

We introduce an approach to quickly and accurately approximate the cumulative distribution function of multivariate Gaussian distributions arising from spatial Gaussian processes. This approximation is trivially parallelizable and simple to…

统计计算 · 统计学 2020-07-31 Mauricio Nascimento , Benjamin A. Shaby

We introduce two abstract theorems that reduce a variety of complex exponential distributional approximation problems to the construction of couplings. These are applied to obtain new rates of convergence with respect to the Wasserstein and…

概率论 · 数学 2011-03-15 Erol A. Peköz , Adrian Röllin

We propose an adaptive importance sampling scheme for Gaussian approximations of intractable posteriors. Optimization-based approximations like variational inference can be too inaccurate while existing Monte Carlo methods can be too slow.…

统计计算 · 统计学 2025-02-04 Willem van den Boom , Andrea Cremaschi , Alexandre H. Thiery

We describe a simple and efficient procedure for approximating the L\'evy measure of a $\text{Gamma}(\alpha,1)$ random variable. We use this approximation to derive a finite sum-representation that converges almost surely to Ferguson's…

机器学习 · 统计学 2012-01-26 Mahmoud Zarepour , Luai Al Labadi