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arXiv 2409.00568cs.MScs.PLstat.CO
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焊接R与C++:两种编程语言的故事

Welding R and C++: A Tale of Two Programming Languages

Mauricio Vargas Sepulveda

AI总结:

该研究对比了集成Armadillo、Eigen线性代数C++库的两款新R包cpp11armadillo与cpp11eigen,分析二者的速度与语法差异,探讨计算效率和易用性的权衡,为R用户的高性能线性代数运算提供更便捷的C++集成方案。

摘要:

本文对比了cpp11armadillo与cpp11eigen这两个全新R包,它们可将功能强大的线性代数C++库Armadillo和Eigen集成到R编程环境中。文章详细比较了Armadillo与Eigen的运行速度与语法特性。这类包的目标是简化在R中使用C++解决性能瓶颈的部分流程,为在R工作流中需要高性能线性代数运算的用户提供更便捷的集成方式。本文旨在探讨计算效率与易用性之间的权衡关系。

英文摘要:

This article compares `cpp11armadillo` and `cpp11eigen`, new R packages that integrate the powerful Armadillo and Eigen C++ libraries for linear algebra into the R programming environment. This article provides a detailed comparison between Armadillo and Eigen speed and syntax. The goal of these packages is to simplify a part of the process of solving bottlenecks by using C++ within R, these offer additional ease of integration for users who require high-performance linear algebra operations in their R workflows. This document aims to discuss the tradeoff between computational efficiency and accessibility.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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