Design and Implementation of Student Programming Profile-based Teaching Aids Solution in Introductory Programming Course

Zhang Li, Z. Jie, Daming Huang
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Abstract

Introductory course in programming is difficult for novice programmers. Instructors have done a lot of research on factors affecting students improvement of their programming ability. Leveraging the learning platform and Online Judge system, we design a set of specific questions to evaluate students programming ability and create the user profile in multiple dimensions. Then we communicate with students on individual user profile at several designed time points so that students can understand their own programming ability development trend and the up-to-date ranking in the class. Further, we recommend personalized questions to conduct weakness-oriented programming ability training, resulting in their programming skills improvement in multiple dimensions. The machine learning algorithm is also used to predict the students who are at risk in passing the final exam. We hope that our comprehensive teaching aids solution can serve as a reference on top of which instructors can build their own solution by adding proper issues on demand to help the students, issue warnings to at-risk students in the class.
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基于学生编程档案的程序设计导论教学辅助方案的设计与实现
编程入门课程对新手程序员来说很难。教师们对影响学生编程能力提高的因素做了大量的研究。利用学习平台和在线评判系统,我们设计了一套具体的问题来评估学生的编程能力,并在多个维度上创建用户档案。然后在设计的几个时间点上与学生进行个人用户档案的交流,让学生了解自己的编程能力发展趋势以及在班级中的最新排名。此外,我们推荐个性化的问题,针对弱点进行编程能力培训,使他们的编程技能得到多维度的提升。机器学习算法也被用来预测期末考试有通过风险的学生。我们希望我们的综合教具解决方案可以作为一个参考,在此基础上,教师可以根据需要添加适当的问题来构建自己的解决方案,以帮助学生,并对课堂上有风险的学生发出警告。
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