Research on educational data mining of digital learning process for elementary school

Fang Hai-guang, Hou Wei-feng, Wang Xiao-chun, Chu Yun-hai
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引用次数: 2

Abstract

Personalized learning is an important goal for the future education reform and innovation. Nowadays, analysis of the classroom learning process for elementary school relies on the teacher's experience because of one-way learning information transfer mode and without enough tracking. Multidimensional information interaction data cannot be received as real-time processing and analyzed in the process of learning for elementary school, which leads to lacking of practical basis for personalized learning. This study is focused on using PAD for teaching and studying in digital classroom under the network environment, based on the learning process information exchanged between teachers and students, so as to construct the PADClass model. Based on the model, educational data can be collected and descripted in the learning process, and it can be gotten the teaching strategies and suggestions from educational data mining and analysis according to the domain knowledge. Teachers using these data and analysis results can control teaching process and teaching reflection in real time, so as to improve the classroom teaching quality. Students using these data and the results of analysis, can discover the problems of learning themselves immediately, and can improve their learning quality.
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小学数字化学习过程的教育数据挖掘研究
个性化学习是未来教育改革和创新的重要目标。目前对小学课堂学习过程的分析,由于学习信息传递方式单一,缺乏足够的跟踪,主要依靠教师的经验。小学在学习过程中无法接收到多维信息交互数据进行实时处理和分析,缺乏个性化学习的实践依据。本研究的重点是在网络环境下的数字化课堂中,利用PAD进行教学与学习,基于师生之间的学习过程信息交换,构建PAD课堂模型。基于该模型,可以对学习过程中的教育数据进行收集和描述,并根据领域知识对教育数据进行挖掘和分析,得出教学策略和建议。教师利用这些数据和分析结果,可以实时控制教学过程和教学反思,从而提高课堂教学质量。学生利用这些数据和分析结果,可以立即发现自己学习中的问题,提高自己的学习质量。
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