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arXiv 2311.09705stat.COstat.OT
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edibble:一个封装实验设计要素以优化规划、管理与工作流的R包

edibble: An R package to encapsulate elements of experimental designs for better planning, management and workflow

Emi Tanaka

AI总结:

edibble是一个R包,通过封装实验设计要素为可组合函数,实现实验设计语法,支持多种设计,并促进整体规划与数据管理,提升数据价值。

摘要:

我介绍一个名为edibble的R包,它通过将实验要素封装在一系列可组合函数中,促进实验设计。该包是Tanaka(2023)提出的“实验设计语法”在R编程语言中的一种实现。本文展示了edibble包的主要特性,说明其如何用于创建多种多样的实验设计。所实现的系统旨在鼓励认知思维,以在精简的工作流中进行实验的整体规划与数据管理。该工作流通过细致的预先规划减少潜在错误或噪声,并确保对实验数据进行适合目的的分析,从而提升实验数据的固有价值。

英文摘要:

I present an R package called edibble that facilitates the design of experiments by encapsulating elements of the experiment in a series of composable functions. This package is an interpretation of "the grammar of experimental designs" by Tanaka (2023) in the R programming language. The main features of the edibble package are demonstrated, illustrating how it can be used to create a wide array of experimental designs. The implemented system aims to encourage cognitive thinking for holistic planning and data management of experiments in a streamlined workflow. This workflow can increase the inherent value of experimental data by reducing potential errors or noise with careful preplanning, as well as, ensuring fit-for-purpose analysis of experimental data.

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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