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Visualization of Programming Skill Structure by Log-Data Analysis with Decision Tree

机译:通过决策树的日志数据分析可视化编程技能结构

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To evaluate the ability of a programmer in universities or staff agencies, evaluators conduct examination in which applicants solve problems, or they refer to the applicants’ GitHub and review their code. However, the collected source code is evaluated by a human under present conditions. This leads to two problems: many source codes cannot be evaluated simultaneously, and it is difficult to maintain consistency in the evaluation criteria among evaluators. We propose methods to estimate the current skill of the programmer, which can be used by the evaluators to understand an applicant’s skill by analyzing the collected source code automatically. In particular, this study visualizes the feature of the students’ source code in term of quarters using a decision tree to estimate the programming skill.
机译:为了评估大学或职员机构中程序员的能力,评估人员进行检查,以使申请人解决问题,或者他们参考申请人的GitHub并查看其代码。但是,收集的源代码在当前条件下由人员进行评估。这导致两个问题:无法同时评估许多源代码,并且难以在评估者之间保持评估标准的一致性。我们提出了估算程序员当前技能的方法,评估人员可以通过自动分析收集到的源代码来了解申请人的技能。特别是,这项研究使用决策树估算编程技能,以季度为单位可视化学生源代码的功能。

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