基于决策树算法的学生成绩预测与分析

Zhiwu Liu, Xiu-li Zhang
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引用次数: 20

摘要

采用决策树算法C4.5建立学生成绩的分类规则和分析预测模型。描述了如何利用分析预测结果找出影响学生成绩的因素,从而及时发现和纠正学生的一些不良学习习惯或行为。并且可以检查教师的教学效果,辅助教学管理。通过实例验证了基于决策树算法C4.5的学生成绩分析预测模型和分类的有效性和正确性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Prediction and Analysis for Students' Marks Based on Decision Tree Algorithm
Using decision tree algorithm C4.5 to establish a classification rule and an analysis-forecasting model for students’marks. Describing how the analysis-forecasting result can be used to find out the factors which can affect students’ marks, so some negative learning habits or behaviors of students can be revealed and corrected in time. And the teaching effect of the teacher can be checked, the teaching management can also be assisted. The effectiveness and correctness of analysis and forecasting model and classification for students’ marks based on decision tree algorithm C4.5 has been examined by an example.
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