大数据背景下教育数据挖掘在学生在线学习行为分析中的应用研究 |
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引用本文:吕海燕,周立军,张杰.大数据背景下教育数据挖掘在学生在线学习行为分析中的应用研究[J].计算技术与自动化,2017,(1):136-140 |
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中文摘要:本文基于我院自行开发并已广泛投入使用的计算机基础信息化导学平台中的日志数据。首先对平台中学员登陆情况、资源浏览情况相关的数据进行收集预处理;接下来对学员的登陆行为、和资源浏览情况进行统计分析;在此基础上,采用决策树算法分析得到了对影响学员登陆行为及资源浏览行为的影响因素。依据分析结果,可使教育教学工作者基于学习者的学习情况来实现教学内容组织、构建教学模式等。 |
中文关键词:大数据 信息化导学平台 教育数据挖掘 登陆行为 资源浏览行为 |
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Application of Educational Data Mining on Analysis of Students' Online Learning Behavior Under the Large Data Background |
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Abstract:Based on the log data of the informational guiding study platform design for computer base courses, the related data of students' log in behavior and resources explored behavior were collected and pretreated, and the features of the students' study behavior were analyzed. Then, based on the analysis, the factors that affect the students' log in and resources explored behavior were acquired by the decision tree algorithm. According to the analysis, the education workers can adjust the teaching content and build teaching mode according to the student's study behavior. |
keywords:big data informational guiding study platform educational data mining log in behavior resources explored behavior |
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