Institutional Repository, Institute of Psychology, Chinese Academy of Sciences
Evaluation Method of Online Education Quality of E-Commerce Course in Higher Vocational Education Based on Machine Learning Model | |
Gu, Shanyu1; Ning Ding2; Yiwen Chen3 | |
第一作者 | Gu, Shanyu |
通讯作者邮箱 | 19968103304@163 .com |
摘要 | In the stage of online education quality evaluation, due to multiple influencing factors and complex indicator parameters, the final evaluation results are prone to significant deviations from the actual situation. In order to improve the accuracy of online education quality evaluation, this article proposes a machine learning model based online education quality evaluation method for vocational e-commerce courses. We designed an education data structure based on BOM and conducted qualitative and quantitative analysis on the factors and parameters that affect the quality of online education. In the construction stage of the evaluation index system, comprehensive indicators are designed from four aspects: school management quality, teacher teaching process, student learning behavior, and academic quality. In the stage of education quality evaluation, the SVM algorithm in machine learning is used to optimize PSO, establish an evaluation optimization model, and train iteratively through parameter optimization to achieve network education quality evaluation. The test results show that the evaluation results of the design method on the quality of online education differ significantly from the actual situation, with a specific error range of 0.02, which improves the accuracy of the evaluation. |
关键词 | Machine Learning Model Educational Data Structure Evaluation Index System PSO-SVM Model Vocational E-Commerce Course Online Education Quality Assessment |
2024 | |
语种 | 英语 |
DOI | 10.1007/978-3-031-51468-5 3 |
发表期刊 | Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST |
卷号 | 544页码:35-50 |
期刊论文类型 | 数据论文 |
收录类别 | EI |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.psych.ac.cn/handle/311026/46882 |
专题 | 中国科学院心理研究所 |
作者单位 | 1.Guangxi Communications Vocational and Technical College, Nanning; 530023, China 2.Institute of Psychology Chinese Academy of Sciences, Bingjing; 100101, China 3.Department of Psychology, University of the Chinese Academy of Sciences, Bingjing; 100049, China |
推荐引用方式 GB/T 7714 | Gu, Shanyu,Ning Ding,Yiwen Chen. Evaluation Method of Online Education Quality of E-Commerce Course in Higher Vocational Education Based on Machine Learning Model[J]. Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST,2024,544:35-50. |
APA | Gu, Shanyu,Ning Ding,&Yiwen Chen.(2024).Evaluation Method of Online Education Quality of E-Commerce Course in Higher Vocational Education Based on Machine Learning Model.Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST,544,35-50. |
MLA | Gu, Shanyu,et al."Evaluation Method of Online Education Quality of E-Commerce Course in Higher Vocational Education Based on Machine Learning Model".Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST 544(2024):35-50. |
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