| 数据挖掘在学习管理系统中应用的研究进展综述 |
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| 引用本文： | 肖明,陈嘉勇,栗文超.数据挖掘在学习管理系统中应用的研究进展综述[J].现代教育技术,2010,20(9):127-133. |
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| 作者姓名： | 肖明 陈嘉勇 栗文超 |
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| 作者单位： | 北京师范大学,管理学院,北京,100875 |
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| 摘 要： | 数据挖掘和远程教育是当前两大热点领域,基于前者的学习管理系统是远程教育领域研究的热点和方向。文章首先剖析了近年来高等教育面临的形势和发生的变革,在此基础上引出了学习管理系统和数据挖掘的价值和必要性。随后重点分析了学习管理系统在高校中的使用情况,揭示了在线学习模式对教育领域的新启示,并介绍了数据挖掘在学习管理系统中的成功案例,从中可以看出学习管理系统的发展历程、现状和趋势。通过调研,研究者认为高等教育机构更多地采用学习管理系统进行在线教学的方式是未来的趋势,同时数据挖掘技术的采用是成功的关键。
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| 关 键 词： | 数据挖掘 学习管理系统 远程教育 学术分析 在线考试 社会网络分析 |
An Overview of Research Progress on the Application of Data Mining in Learning Management System |
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| XIAO Ming,CHEN Jia-yong,LI Wen-chao.An Overview of Research Progress on the Application of Data Mining in Learning Management System[J].Modern Educational Technology,2010,20(9):127-133. |
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| Authors: | XIAO Ming CHEN Jia-yong LI Wen-chao |
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| Institution: | (School of Management,Beijing Normal University,Beijing 100083,China) |
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| Abstract: | Data mining and distance learning have become hot research areas currently,and learning management system based on data mining has been a new research hotspot and interest for distance learning area study.This paper analyzes the situation and challenges that higher education faces in recent years.On this basis,the value and necessity of data mining and learning management system is educed.This paper also analyzes the application of learning management system in universities,presents new revelation of online learning pattern for educational fields,introduces successful case studies of data mining in learning management system,and concludes development process of learning management system.Through investigation,researchers believe that more widely use of learning management system for online teaching in higher education institutions is a trend in the future,and data mining technology is the key to success. |
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| Keywords: | Data Mining Learning Management System Distance Learning Academic Analytics Online Examination Social Network Analysis |
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