首页|大学数学精品慕课课程质量影响因素研究——基于评论文本挖掘的视角

大学数学精品慕课课程质量影响因素研究——基于评论文本挖掘的视角

扫码查看
为探究大学数学精品慕课的课程质量影响因素,了解学习者对慕课的诉求与期望,以12门大学数学国家级线上一流本科课程为样本,从高分课程、低分课程、积极评论、消极评论等维度,采用TF-IDF特征词提取和LDA主题挖掘等方法对1万余条评论进行了文本分析.结果表明:慕课的课程质量影响因素主要有教师授课方式、学习者的学习感受、课程内容、课程设计四个方面,其中教师授课方式和学习者的学习感受是慕课评论中特征词概率总和最高的两大主题,是高分课程吸引学习者的关键因素,而低分课程与高分课程的质量差异主要表现在学习者的学习感受上.基于此,提出授课方式生动化、课程内容先进化、课程设计适切化、平台设计完善化等提高大学数学精品慕课课程质量的建议.该研究可为慕课的建设、评价及改进提供一定的参考.
Research on factors influencing the quality of excellent mathematics MOOCs:From the perspective of comment text mining
To explore the factors influencing the quality of excellent mathematics MOOCs(massive open online courses)and to understand learners'demands and expectations for MOOCs,the study takes 12 national first-class undergraduate online courses of mathematics as samples,and analyzes the text of more than 10,000 comments from the dimensions of high-score courses,low-score courses,positive comments and negative comments by using TF-IDF feature word extraction model and LDA topic mining model.The results show that the factors influencing the quality of MOOCs mainly include teachers'teaching method,learners'learning experience,course content and course design,among which teachers'teaching method and learners'learning experience are the two major topics with the highest total probability of feature words.And they are the key factors of attracting learners to high-score courses,while learning experience is the difference in course quality between low-score courses and high-score courses.Based on this,this study puts forward some suggestions such as vivid teaching method,advanced course content,appropriate course design and perfect platform design.This study has reference significance for the construction,evaluation and improvement of MOOCs.

college mathematicsexcellent MOOCscourse qualityinfluence factorTF-IDFLDA modeltext analysis

潘越、高雪芬

展开 >

浙江理工大学理学院,杭州 310018

大学数学 精品慕课 课程质量 影响因素 TF-IDF LDA模型 文本分析

中国高等教育学会课题高等学校大学数学教学研究与发展中心项目

23PXZ0428CMC20220102

2024

浙江理工大学学报
浙江理工大学

浙江理工大学学报

影响因子:0.311
ISSN:1673-3851
年,卷(期):2024.52(4)
  • 21