Designing Modular Software: A Case Study in Introductory Statistics

作者：Hare Eric^*; Kaplan Andee

来源：Journal of Computational and Graphical Statistics, 2017, 26(3): 493-500.

DOI：10.1080/10618600.2016.1276839

• Interactivity
• Modularity
• Programming paradigms
• Reactive programming
• Reproducibility
• Statistical software

Modular programming is a development paradigm that emphasizes self-contained, flexible, and independent pieces of functionality. This practice allows new features to be seamlessly added when desired, and unwanted features to be removed, thus simplifying the software's user interface. The recent rise of web-based software applications has presented new challenges for designing an extensible, modular software system. In this article, we outline a framework for designing such a system, with a focus on reproducibility of the results. We present as a case study a Shiny-based web application called intRo, that allows the user to perform basic data analyses and statistical routines. Finally, we highlight some challenges we encountered, and how to address them, when combining modular programming concepts with reactive programming as used by Shiny. Supplementary material for this article is available online.

• 出版日期2017