一项基于AHP和K-means的英语混合教学课程评估研究
1College of Foreign Languages, Pingdingshan University, Pingdingshan, Henan, China.
PeerJ. Computer science
|June 10, 2024
概括
本研究引入了一种使用无监督学习集群和分析层次过程 (AHP) 的新课程评估系统. 该方法准确地对学生进行分类,并减少了混合英语课程的教师工作量.
科学领域:
- 教育技术的教育技术
- 数据科学数据科学数据科学
- 课程评估 课程评估
背景情况:
- 混合英语教学在准确和客观的课程评估方面存在挑战,原因是课程和评估的多样性.
- 现有的评估方法可能缺乏概括能力,并与大型数据集作斗争.
研究的目的:
- 为混合英语课程开发一个自动化课程评估系统.
- 提高学生评估的准确性和客观性.
- 为了减轻教育工作者的负担.
主要方法:
- 使用无监督学习集群方法,特别是K-means,用于数据分析.
- 综合分析层次过程 (AHP) 用于对评估数据进行层次分析.
- 适用于非决定性数值数据的非代计算.
主要成果:
- 拟议的系统有效地区分了不同的学生类别.
- 在K-平均分类中实现了小于0.5的绝对误差.
- 证明了对课程评估的概括能力.
结论:
- 基于AHP和集群的系统在混合学习环境中提供准确和客观的课程评估.
- 该方法成功地减少了与教师的学生评估相关的工作量.
- 该系统为教育机构提供了一个可扩展的解决方案.
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