Educational data mining: A survey and a data mining-based analysis of recent works

作者：

Highlights：

• The work extends prior educational data mining (EDM) reviews and updates its history.

• A data mining (DM) profile is set to depict the DM ground that supports EDM works.

• An EDM approach profile is set to provide key traits for depicting EDM approaches.

• A trait-value pattern is set to depict most of descriptive and predictive EDM models.

• Three disciplines, tasks, methods, algorithms are the most used for building EDM works.

摘要

•The work extends prior educational data mining (EDM) reviews and updates its history.•A data mining (DM) profile is set to depict the DM ground that supports EDM works.•An EDM approach profile is set to provide key traits for depicting EDM approaches.•A trait-value pattern is set to depict most of descriptive and predictive EDM models.•Three disciplines, tasks, methods, algorithms are the most used for building EDM works.

论文关键词：Data mining,Educational data mining,Data mining profile,Educational data mining approach pattern,Pattern for descriptive and predictive educational data mining approaches

论文评审过程：Available online 29 August 2013.

论文官网地址：https://doi.org/10.1016/j.eswa.2013.08.042