Institutional Repository of Key Laboratory of Behavioral Science, CAS
Research on Classification Modeling Algorithm of Language Development Curriculum Based on Iterative LightGBM Method | |
Mo, Yarui; Li, Xinying | |
2022 | |
通讯作者邮箱 | mo, yarui |
会议名称 | Proceedings of the 4th IEEE Eurasia Conference on IoT, Communication and Engineering 2022 |
会议录名称 | Proceedings of the 4th IEEE Eurasia Conference on IoT, Communication and Engineering 2022, ECICE 2022 |
页码 | 373-377 |
会议日期 | 不详 |
会议地点 | 不详 |
摘要 | language="eng" data-ev-field="abstract">Early education curriculum promotes children's intellectual development to a certain extent, but its internal incentive mechanism is still unclear. Thus, this research is focused on the role of early education curriculum in children's language development. The data was collected from the actual education scene of an early education institution in China. Children and parents were invited to participate in the experiment. A pre-teaching score was measured for children's language development ability. Then, the children participated in differentiated early education courses independently for post-teaching scoring of children's language development ability. The children who improved after teaching were classified as positive samples, while those who improved less were negative samples. Secondly, all early education courses were labeled according to their characteristics. Then, based on the LightGBM method, a classification model of children's language ability development based on curriculum characteristics was constructed. The result showed consistency in the children's intellectual development according to teaching experience. |
收录类别 | EI |
语种 | 英语 |
文献类型 | 会议论文 |
条目标识符 | http://ir.psych.ac.cn/handle/311026/44768 |
专题 | 中国科学院行为科学重点实验室 |
作者单位 | Institute of Psychology, University of Chinese Academy of Sciences, Cas Key Laboratory of Behavioral Science, Department of Psychology, Beijing, China |
推荐引用方式 GB/T 7714 | Mo, Yarui,Li, Xinying. Research on Classification Modeling Algorithm of Language Development Curriculum Based on Iterative LightGBM Method[C],2022:373-377. |
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