算法X:稀疏网格Matlab工具包-用于高维函数逼近和不确定性量化的稀疏网格的Matlab实现

IF 2.7 1区 数学 Q2 COMPUTER SCIENCE, SOFTWARE ENGINEERING
Chiara Piazzola, Lorenzo Tamellini
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引用次数: 0

摘要

稀疏网格Matlab工具包提供了稀疏网格的Matlab实现,可用于近似高维函数,特别是用于基于代理模型的不确定性量化。它是轻量级的,高层次的,易于使用,有利于快速原型和教学;然而,它配备了一些功能,允许它在现实应用中使用。本文的目标是提供数据结构的概述和构成软件基础的数学方面,并将我们的软件包的当前版本与类似的可用软件进行比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Algorithm X: The Sparse Grids Matlab Kit - a Matlab implementation of sparse grids for high-dimensional function approximation and uncertainty quantification
The Sparse Grids Matlab Kit provides a Matlab implementation of sparse grids, and can be used for approximating high-dimensional functions and, in particular, for surrogate-model-based uncertainty quantification. It is lightweight, high-level and easy to use, good for quick prototyping and teaching; however, it is equipped with some features that allow its use also in realistic applications. The goal of this paper is to provide an overview of the data structure and of the mathematical aspects forming the basis of the software, as well as comparing the current release of our package to similar available software.
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来源期刊
ACM Transactions on Mathematical Software
ACM Transactions on Mathematical Software 工程技术-计算机:软件工程
CiteScore
5.00
自引率
3.70%
发文量
50
审稿时长
>12 weeks
期刊介绍: As a scientific journal, ACM Transactions on Mathematical Software (TOMS) documents the theoretical underpinnings of numeric, symbolic, algebraic, and geometric computing applications. It focuses on analysis and construction of algorithms and programs, and the interaction of programs and architecture. Algorithms documented in TOMS are available as the Collected Algorithms of the ACM at calgo.acm.org.
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