基于数据挖掘的智能辅导系统的持续监测与开发

Haripriya Valayaputtur, D. Agarwal, Anupama Muraleedharan
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摘要

智能辅导系统(ITS)的持续改进需要不时地对其工作进行微调。我们对Mindspark的学生日志数据进行了一系列数据驱动分析,以了解使用模式,并确定使ITS更有效的方法。我们发现80%的学生没有在Mindspark上完成所有的主题,因为他们花在Mindspark上的时间少于建议的时间,并且重复了一些概念。概念的重复并不是因为他们不真诚地使用Mindspark。我们正在根据调查结果对系统进行改进。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Continuous Monitoring and Development of an Intelligent Tutoring System through Data Mining
Continuous improvement of an intelligent tutoring system (ITS) involves fine-tuning its workings from time to time. We performed a series of data-driven analyses on student log data from Mindspark to understand usage patterns and identify ways to make the ITS more effective. We found that eighty percent of students did not complete all topics on Mindspark as they spent less than the recommended time on Mindspark and repeated concepts. The repetition of concepts was not because they used Mindspark insincerely. We are making improvements to the system based on the findings.
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