{"title":"Armadillo and Eigen: A Tale of Two Linear Algebra Libraries","authors":"Mauricio Vargas Sepulveda","doi":"arxiv-2409.00568","DOIUrl":null,"url":null,"abstract":"This article introduces `cpp11eigen`, a new R package that integrates the\npowerful Eigen C++ library for linear algebra into the R programming\nenvironment. This article provides a detailed comparison between Armadillo and\nEigen speed and syntax. The `cpp11eigen` package simplifies a part of the\nprocess of using C++ within R by offering additional ease of integration for\nthose who require high-performance linear algebra operations in their R\nworkflows. This work aims to discuss the tradeoff between computational\nefficiency and accessibility.","PeriodicalId":501215,"journal":{"name":"arXiv - STAT - Computation","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - STAT - Computation","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.00568","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
This article introduces `cpp11eigen`, a new R package that integrates the
powerful Eigen C++ library for linear algebra into the R programming
environment. This article provides a detailed comparison between Armadillo and
Eigen speed and syntax. The `cpp11eigen` package simplifies a part of the
process of using C++ within R by offering additional ease of integration for
those who require high-performance linear algebra operations in their R
workflows. This work aims to discuss the tradeoff between computational
efficiency and accessibility.
本文介绍了 "cpp11eigen"，这是一个新的 R 软件包，它将强大的线性代数 Eigen C++ 库集成到了 R 编程环境中。本文详细比较了 Armadillo 和 Eigen 的速度和语法。cpp11eigen "软件包简化了在 R 中使用 C++ 的部分过程，为那些在 R 工作流程中需要高性能线性代数运算的人提供了额外的集成便利。这项工作旨在讨论计算效率和易用性之间的权衡。
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