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Data Pre-processing of Student e-Learning Logs

机译:学生电子学习日志的数据预处理

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摘要

Educational data mining faces the challenge of systematic knowledge discovery in large data streams to support educational decision-making. While much research effort has been made in examining study patterns with various data mining algorithms, how to prepare the data suitable and effective for these mining algorithms (i.e., the phase of data pre-processing) has not been investigated in detail. This paper presents a specific data pre-processing case for educators who are keen on investigating student online reading behavior using sequential pattern analyses. The implications of data pre-processing were also discussed.
机译:教育数据挖掘面临着在大数据流中系统知识发现以支持教育决策的挑战。尽管在使用各种数据挖掘算法检查学习模式方面已经进行了大量研究工作,但是尚未详细研究如何准备适合和有效用于这些挖掘算法的数据(即数据预处理阶段)。本文为那些热衷于使用顺序模式分析研究学生在线阅读行为的教育工作者提供了一种特殊的数据预处理案例。还讨论了数据预处理的含义。

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