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Adaptive Bayesian quadrature (ABQ) is a powerful approach to numerical integration that empirically compares favorably with Monte Carlo integration on problems of medium dimensionality (where non-adaptive quadrature is not competitive). Its…

机器学习 · 统计学 2019-10-29 Motonobu Kanagawa , Philipp Hennig

In this note we provide a full conjugacy and subdifferential calculus for convex convex-composite functions in finite-dimensional space. Our approach, based on infimal convolution and cone-convexity, is straightforward and yields the…

最优化与控制 · 数学 2019-08-22 James V. Burke , Tim Hoheisel , Quang V. Nguyen

We consider the problem of approximating the solution of variational problems subject to the constraint that the admissible functions must be convex. This problem is at the interface between convex analysis, convex optimization, variational…

数值分析 · 数学 2015-03-19 Adam M. Oberman

In this article we propose a new adaptive numerical quadrature procedure which includes both local subdivision of the integration domain, as well as local variation of the number of quadrature points employed on each subinterval. In this…

数值分析 · 数学 2015-08-17 Paul Houston , Thomas P. Wihler

It is well-known that in the class of convex functions the (nonnegative) remainder of the Midpoint Rule of the approximate integration is majorized by the remainder of the Trapezoid Rule. Hence the approximation of the integral of the…

经典分析与常微分方程 · 数学 2016-12-26 Andrzej Komisarski , Szymon Wąsowicz

In this paper, we develop and explore recursive methods to investigate the 2d CFT 5-point conformal block with a level 2 degenerate insertion, as well as its AGT dual, by solving the BPZ differential equation. First, we represent the…

高能物理 - 理论 · 物理学 2025-08-29 Hasmik Poghosyan , Rubik Poghossian

We consider the problem of minimizing the average of a large number of smooth but possibly non-convex functions. In the context of most machine learning applications, each loss function is non-negative and thus can be expressed as the…

最优化与控制 · 数学 2024-07-08 Antonio Orvieto , Lin Xiao

Five-point functions and five-body wave functions play an important role in many areas of nuclear and particle physics, e.g., in 2 -> 3 scattering processes, in the five-gluon vertex, or in the study of pentaquarks. In this work we consider…

高能物理 - 唯象学 · 物理学 2025-02-25 Gernot Eichmann , Raul D. Torres

We study the complexity of sampling, rounding, and integrating arbitrary logconcave functions. Our new approach provides the first complexity improvements in nearly two decades for general logconcave functions for all three problems, and…

数据结构与算法 · 计算机科学 2024-11-21 Yunbum Kook , Santosh S. Vempala

In this paper we show how the superquadratic functions can be used as a tool for researching other types of convex functions like $\phi $-convexity, strong-convexity and uniform convexity. We show how to use inequalities satisfied by…

泛函分析 · 数学 2024-08-15 Shoshana Abramovich

In this paper we develop a geometric approach to convex subdifferential calculus in finite dimensions with employing some ideas of modern variational analysis. This approach allows us to obtain natural and rather easy proofs of basic…

最优化与控制 · 数学 2015-10-06 Boris Mordukhovich , Nguyen Mau Nam

In this paper an iterated function system on the space of distribution functions is built. The inverse problem is introduced and studied by convex optimization problems. Some applications of this method to approximation of distribution…

统计理论 · 数学 2007-06-13 Stefano M. Iacus , Davide La Torre

We evaluate an adaptive gaussian quadrature integration scheme that will be suitable for the numerical evaluation of generalized redistribution in frequency functions. The latter are indispensable ingredients for "full non-LTE" radiation…

天体物理仪器与方法 · 物理学 2020-01-29 F. Paletou , C. Peymirat , E. Anterrieu , T. Böhm

A new and simple method for quasi-convex optimization is introduced from which its various applications can be derived. Especially, a global optimum under constrains can be approximated for all continuous functions.

最优化与控制 · 数学 2020-12-07 Sompong Dhompongsa , Poom Kumam

An optimal 3-point quadrature formula of closed type is derived. Various error inequalities are established. Applications in numerical integration are also given.

经典分析与常微分方程 · 数学 2025-10-20 Nenad Ujevic

An extension of the Gauss-Newton algorithm is proposed to find local minimizers of penalized nonlinear least squares problems, under generalized Lipschitz assumptions. Convergence results of local type are obtained, as well as an estimate…

最优化与控制 · 数学 2011-03-03 Saverio Salzo , Silvia Villa

Gauss quadrature integral approximation is extended to include integrals with a measure consisting of continuous as well as discrete components. That is, we give an approximation for the integral of a function plus its sum over a discrete…

数值分析 · 数学 2023-06-12 A. D. Alhaidari

While multilevel Monte Carlo (MLMC) methods for the numerical approximation of partial differential equations with random coefficients enjoy great popularity, combinations with spatial adaptivity seem to be rare. We present an adaptive MLMC…

数值分析 · 数学 2017-12-20 Ralf Kornhuber , Evgenia Youett

This article is concerned with Gaussian process quadratures, which are numerical integration methods based on Gaussian process regression methods, and sigma-point methods, which are used in advanced non-linear Kalman filtering and smoothing…

统计方法学 · 统计学 2015-04-24 Simo Särkkä , Jouni Hartikainen , Lennart Svensson , Fredrik Sandblom

A variety of "pseudo-Voigt" functions, i.e. a linear combination of the Lorentz and Gauss function (occasionally augmented with a correction term), have been proposed as a closed-form approximation for the convolution of the Lorentz and…

计算物理 · 物理学 2020-10-21 Franz Schreier
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