Research on Academic Buoyancy Classification Based on Iterative Decision Tree Algorithm

Qiaoling Ye, Ting Zhou, Zheng Huang
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引用次数: 0

Abstract

The relationship between family risk factors and academic buoyancy has received attention through empirical studies, such as Bad family atmosphere, frequent family conflicts, disharmonious parent-child relationship, etc. Other family factors have an impact on the development of academic buoyancy, but there is less research on its combination characteristics. Based on the actual education scene of a middle school, we first score students’ academic buoyancy as the dependent variable and then collect nine types of variables representing family risk factors as independent variables. Then, a classification model between independent and dependent variables is constructed by using the decision tree method. The model provides a guideline for teaching work, and the test result of the model is ideal.
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基于迭代决策树算法的学术浮力分类研究
家庭风险因素与学业浮力的关系已通过实证研究得到关注,如家庭氛围恶劣、家庭冲突频繁、亲子关系不和谐等。其他家庭因素对学业浮力的发展也有影响,但对其组合特征的研究较少。基于某中学的实际教育场景,我们首先将学生学业浮力作为因变量,然后收集代表家庭风险因素的9类变量作为自变量。然后,利用决策树方法建立了自变量与因变量之间的分类模型。该模型对教学工作具有一定的指导意义,测试结果较理想。
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