An interactive teaching evaluation system for preschool education in universities based on machine learning algorithm

被引:20
|
作者
Li, Deming [1 ]
机构
[1] Jilin Int Studies Univ, Sch Educ, Changchun 130117, Jilin, Peoples R China
关键词
Interactive design teaching; Evaluation system; Scientific and emotional education; Machine learning; Preschool education in colleges and universities; ENTREPRENEURSHIP EDUCATION; DESIGN; EMOTION;
D O I
10.1016/j.chb.2024.108211
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
Interactive teaching is very popular in the field of education, especially in college preschool education teaching. In this study, the experimental performance of the evaluation system based on scientific emotion construction is analyzed by the machine learning algorithm. The experimental results show that the classification model realized by the machine learning algorithm is feasible and effective for the construction of an interactive design teaching evaluation system of preschool education in colleges and universities. The main research content of this experiment is for the teaching evaluation text, this paper intends to use NB, KNN, LR, and SVM algorithms as the meta-learning algorithm in the framework, the classification effect of the meta-classifier is ranked as SVM > LR > KNN > NB. From the above data comparison, the SVM meta-classifier in the algorithm in this paper has achieved the best classification effect. The SVM meta-classifier based on the algorithm in this paper performs well, and the classification accuracy rate reaches 92.1%. This shows that this model is very suitable for studying the. And the classification accuracy rate reaches 92.1%. This shows that this model is very suitable for studying the construction of interactive teaching evaluation systems under emotional education.
引用
收藏
页数:11
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