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Multiple Linear Regression and Bagging-based Analysis and Modeling of Influence of Mother's Socio-economic Attributes on Anxiety of Online Education
Liu, Liu1,2; Jiang, Lili1
2023
通讯作者邮箱jiang, lili
会议名称Proceedings of the 6th IEEE Eurasian Conference on Educational Innovation 2023: Educational Innovations and Emerging Technologies, ECEI 2023
会议录名称Proceedings of the 6th IEEE Eurasian Conference on Educational Innovation 2023: Educational Innovations and Emerging Technologies, ECEI 2023
页码193-197
会议日期2023
会议地点不详
摘要

Many mothers expressed varying degrees of anxiety about their children's online lessons at home. To investigate the related phenomena, data samples were obtained through questionnaires on mothers. The dependent variable of each sample was the anxiety degree towards online classes, and the independent variable was the various socioeconomic attributes of mothers. The results indicated that there was a strong correlation between the mother's anxiety about online classes and socioeconomic attributes such as age, educational background, income, and the elderly person at home accompanying children in online classes. The results of linear regression modeling indicate that it is difficult to fit a simple linear relationship between dependent and independent variables. The integrated learning model based on Bagging indicates that the dependent and independent variables can be fitted into a more complex numerical relationship. The experimental results show that the classification accuracy is 91.6%. The portrait characteristics of mothers with high anxiety about online classes include unaccompanied children at home during online classes, family income, and the mother's educational background. When there was only one child in the family, the age difference between mother and child was significantly larger than the average difference of all subjects.

收录类别EI
文献类型会议论文
条目标识符http://ir.psych.ac.cn/handle/311026/44950
专题中国科学院行为科学重点实验室
作者单位1.CAS Key Laboratory of Behavioral Science, Institute of Psychology, Beijing, China
2.Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
推荐引用方式
GB/T 7714
Liu, Liu,Jiang, Lili. Multiple Linear Regression and Bagging-based Analysis and Modeling of Influence of Mother's Socio-economic Attributes on Anxiety of Online Education[C],2023:193-197.
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