利用 LASSO 惩罚回归模型探讨影响小学生学习压力的因素

IF 2.3 3区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH Asia Pacific Education Review Pub Date : 2023-10-19 DOI:10.1007/s12564-023-09903-8
JiYoon Kim, Saebuyl An, Sehee Hong
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摘要

本研究的主要目的是利用韩国儿童小组研究(Panel Study on Korean Children)的数据,通过最小绝对收缩和选择算子(LASSO)正则化惩罚回归模型,探讨影响四年级小学生学业压力的主要预测因素。研究利用 LASSO 模型对 280 个解释变量进行了检验。在对数据进行预处理后,研究最终选择了 21 个变量。研究发现,在这些变量中,儿童的坚持性、同伴依恋、欺凌、父母的成就压力和主观社会经济地位是重要的预测因素,这与以往的研究结果一致。然而,本研究新探索的几个变量,包括儿童的整体幸福感、使用俚语的频率、对数学的偏好、对学校生活的偏好、每天用于做作业和学习的时间、私立教育的月平均费用、父母参与学校活动的情况、婚姻冲突和居住地,也具有显著性。最后,我们介绍了研究结果对减轻四年级小学生学习压力的意义和影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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Exploring the factors that influence academic stress among elementary school students using a LASSO penalty regression model

The main objective of the study was to explore the main predictors that influence academic stress among fourth-grade elementary school students using data from the Panel Study on Korean Children via a least absolute shrinkage and selection operator (LASSO) regularized penalty regression model. The study examined 280 explanatory variables using the LASSO model. After preprocessing the data, it finally selected 21 variables. Out of them, the study found that children’s persistence, peer attachment, bullying, parental achievement pressure, and subjective socioeconomic status as significant predictors, which is consistent with previous studies. However, several variables, including children’s overall happiness, frequency of using slang, preference for mathematics, school life preference, daily time spent for homework and study, average monthly cost of private education, parents’ participation in school events, marital conflict, and residential area, which were newly explored in the study, were also significant. Finally, we presented the significance and implications of the results in relation to decreasing academic stress among fourth-grade elementary school children.

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来源期刊
Asia Pacific Education Review
Asia Pacific Education Review EDUCATION & EDUCATIONAL RESEARCH-
CiteScore
5.20
自引率
4.30%
发文量
64
期刊介绍: The Asia Pacific Education Review (APER) aims to stimulate research, encourage academic exchange, and enhance the professional development of scholars and other researchers who are interested in educational and cultural issues in the Asia Pacific region. APER covers all areas of educational research, with a focus on cross-cultural, comparative and other studies with a broad Asia-Pacific context. APER is a peer reviewed journal produced by the Education Research Institute at Seoul National University. It was founded by the Institute of Asia Pacific Education Development, Seoul National University in 2000, which is owned and operated by Education Research Institute at Seoul National University since 2003. APER requires all submitted manuscripts to follow the seventh edition of the Publication Manual of the American Psychological Association (APA; http://www.apastyle.org/index.aspx).
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