从概念模型自动生成电子表格

Léo Antunes, A. L. Correa, M. Barros
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引用次数: 1

摘要

电子表格的灵活性和易用性允许几乎没有CS背景的用户构建计算解决方案来解决他们的问题。然而,缺乏经验的用户可能会构建错误的电子表格。建模通常用于软件开发,允许用户在开始构建系统之前可视化、交流和验证系统的不同方面。这项工作提出了一种模型驱动工程(MDE)方法,该方法从概念模型自动生成电子表格,旨在减少用户在使用电子表格时引入的错误数量。最初,我们设计并执行了一项实证研究,以确定用户在开发电子表格时最常犯的错误。这项研究的结果表明,即使是那些将自己归类为经验丰富的电子表格开发人员的用户,在开发电子表格时也会犯大量错误。此外,它还表明,公式相关的错误是用户引入的最常见的错误(55%)。第二项研究涉及人类使用我们的方法生成的电子表格,并显示了初步证据,表明该方法可以构建电子表格,避免引入用户手动创建的电子表格中经常出现的几种错误。从这个意义上说,我们观察到涉及电子表格操作的234个问题有98%的正确答案。
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Automatic Spreadsheet Generation from Conceptual Models
The flexibility and ease-of-use of spreadsheets allow users with little CS background to build computational solutions to solve their problems. However, inexperienced users may build erroneous spreadsheets. Modeling is commonly used in software development to allow users to visualize, communicate, and validate different aspects of a system before starting its construction. This work proposes a Model-Driven Engineering (MDE) approach that automatically generates spreadsheets from conceptual models aiming to reduce the number of errors introduced by users while using spreadsheets. Initially, we designed and executed an empirical study to identify the most common errors users commit when developing spreadsheets. The results of this study have shown that even users who classify themselves as experienced spreadsheet developers commit a large number of errors while developing a spreadsheet. Also, it has shown that formula-related errors are the most common errors introduced by users (55%). A second study involved humans using a spreadsheet generated by our approach and showed initial evidence that the approach can build spreadsheets that avoid the introduction of several types of errors often present in spreadsheets manually created by users. In this sense, we observed 98% correct answers to 234 questions involving spreadsheet manipulation.
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