cpp11armadillo: An R Package to Use the Armadillo C++ Library

Fuente: arXiv
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Autores principales: Sepúlveda, Mauricio Vargas, Malamud, Jonathan Schneider
Formato: Preprint
Publicado: 2024
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author Sepúlveda, Mauricio Vargas
Malamud, Jonathan Schneider
author_facet Sepúlveda, Mauricio Vargas
Malamud, Jonathan Schneider
contents This article introduces 'cpp11armadillo', a new R package that integrates the powerful Armadillo C++ library for linear algebra into the R programming environment. Targeted primarily at social scientists and other non-programmers, this article explains the computational benefits of moving code to C++ in terms of speed and syntax. We provide a comprehensive overview of Armadillo's capabilities, highlighting its user-friendly syntax akin to MATLAB and its efficiency for computationally intensive tasks. The 'cpp11armadillo' 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 bridge the gap between computational efficiency and accessibility, making advanced linear algebra operations more approachable for R users without extensive programming backgrounds.
format Preprint
id arxiv_https___arxiv_org_abs_2408_11074
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle cpp11armadillo: An R Package to Use the Armadillo C++ Library
Sepúlveda, Mauricio Vargas
Malamud, Jonathan Schneider
Mathematical Software
Programming Languages
Computation
D.1.5; D.3.3; F.2.1
This article introduces 'cpp11armadillo', a new R package that integrates the powerful Armadillo C++ library for linear algebra into the R programming environment. Targeted primarily at social scientists and other non-programmers, this article explains the computational benefits of moving code to C++ in terms of speed and syntax. We provide a comprehensive overview of Armadillo's capabilities, highlighting its user-friendly syntax akin to MATLAB and its efficiency for computationally intensive tasks. The 'cpp11armadillo' 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 bridge the gap between computational efficiency and accessibility, making advanced linear algebra operations more approachable for R users without extensive programming backgrounds.
title cpp11armadillo: An R Package to Use the Armadillo C++ Library
topic Mathematical Software
Programming Languages
Computation
D.1.5; D.3.3; F.2.1
url https://arxiv.org/abs/2408.11074