Predicting Academic Performance with Applying Data Mining Techniques (Generalizing the results of two Different Case Studies)

Rozita Jamili Oskouei, M. Askari
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引用次数: 21

Abstract

Several research works are attempted to predict students academic performance and assess  the  evaluating students knowledge  or  detecting  students’  weakness and probability of failure in final semester examinations. However, several factors affect the performance of students in different countries or even in different states of one country. Therefore, understanding these factors and analyzing the effects of each one of those factors in each country, is necessary for improving instructors’ decisions in selecting the best teaching method for helping weak students or increasing performance  of  other  students. This study is motivated  to  study  the  students’ academic performance in high  school  and  bachelor  degree  studies  in  Iran and comparing these analysis results with the similar study’s results in India.
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应用数据挖掘技术预测学习成绩(概括两个不同案例研究的结果)
一些研究工作试图预测学生的学习成绩和评估评估学生的知识或发现学生在期末考试中的弱点和不及格的概率。然而,在不同的国家,甚至在一个国家的不同州,有几个因素会影响学生的表现。因此,了解这些因素并分析每个因素在每个国家的影响,对于改善教师在选择最佳教学方法以帮助弱势学生或提高其他学生的表现时的决策是必要的。本研究的动机是研究伊朗学生在高中和本科阶段的学习成绩,并将这些分析结果与印度类似研究的结果进行比较。
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