Multiple Linear Regression and Bagging-based Analysis and Modeling of Influence of Mother's Socio-economic Attributes on Anxiety of Online Education
文献类型:会议论文
作者 | Liu, Liu1,2; Jiang, Lili1 |
出版日期 | 2023 |
会议名称 | Proceedings of the 6th IEEE Eurasian Conference on Educational Innovation 2023: Educational Innovations and Emerging Technologies, ECEI 2023 |
会议日期 | 2023 |
会议地点 | 不详 |
通讯作者邮箱 | jiang, lili |
页码 | 193-197 |
英文摘要 | 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 |
会议录 | Proceedings of the 6th IEEE Eurasian Conference on Educational Innovation 2023: Educational Innovations and Emerging Technologies, ECEI 2023 |
源URL | [http://ir.psych.ac.cn/handle/311026/44950] |
专题 | 心理研究所_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]. 见:Proceedings of the 6th IEEE Eurasian Conference on Educational Innovation 2023: Educational Innovations and Emerging Technologies, ECEI 2023. 不详. 2023. |
入库方式: OAI收割
来源:心理研究所
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