Reproducible research with R and RStudio

著者

    • Gandrud, Christopher

書誌事項

Reproducible research with R and RStudio

Christopher Gandrud

(The R series)(A Chapman & Hall book)

CRC Press, c2020

3rd ed

  • : pbk

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注記

Includes bibliographical references (p. 263-269) and index

内容説明・目次

内容説明

Provides researchers with a reproducible research workflow for using R/RStudio to make the entire researchprocess reproducible; from data gathering, to analysis, to presentation Includes instructions not only for creating reproducible research in R, but also extensively discusses how to take advantage of recent developments in RStudio. Emphasizes the presentation of reproducible research with non-print formats such as HTML5 slideshows, blogs, and other web-based content. Covers a range of techniques to organize and remotely store files at all stages of the research process. These techniques both streamline the research process, especially by making revisions easier, and enhance The book itself will be reproducible, as all of the data, analysis, and markup files will be made available online.

目次

Introducing Reproducible Research. Getting Started with Reproducible Research. Getting Started with R, RStudio, and knitr/R Markdown. Getting Started with File Management. Storing, Collaborating, Accessing Files, and Versioning. Gathering Data with R. Preparing Data for Analysis. Statistical Modeling and knitr/R Markdown. Showing Results with Tables. Showing Results with Figures. Presenting with LaTeX. Presenting in a Variety of Formats with R Markdown. Conclusion.

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