Student performance analysis system (SPAS)

Chew Li Sa, Dayang Hanani Bt Abang Ibrahim, Emmy Dahliana Hossain, Mohammad bin Hossin
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引用次数: 32

Abstract

Almost every university have their own management system to manage the students' records. Currently, even though there is a student management system that manages the students' records in Universiti Malaysia Sarawak (UNIMAS), no permission is provided for lecturers to access the system. This is because the access permission is only to top management such as Deans and Deputy Deans of Undergraduate and Student Development due to its privacy setting. Thus, this project proposes a system named Student performance analysis system (SPAS) to keep track of students' result in the Faculty of Computer Science and Information Technology (FCSIT). The proposed system offer a predictive system that is able to predict the students' performance in course “TMC1013 System Analysis and Design”, which in turns assists the lecturers from Information System department to identify students that are predicted to have bad performance in course “TMC1013 System Analysis and Design”. The proposed system offers student performance prediction through the rules generated via data mining technique. The data mining technique used in this project is classification, which classifies the students based on students' grade.
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学生表现分析系统(SPAS)
几乎每所大学都有自己的管理系统来管理学生的档案。目前,尽管马来西亚沙捞越大学(UNIMAS)有一个学生管理系统来管理学生的记录,但没有为讲师提供访问该系统的许可。这是因为由于其隐私设置,访问权限仅限高级管理人员,如本科生和学生发展主任和副主任。因此,本计画提出一个名为学生表现分析系统(SPAS)的系统来追踪计算机科学与信息技术学院(FCSIT)学生的成绩。提出的系统提供了一个预测系统,能够预测学生在“TMC1013系统分析与设计”课程中的表现,从而帮助信息系统系的讲师识别在“TMC1013系统分析与设计”课程中预测表现不佳的学生。该系统通过数据挖掘技术生成的规则提供学生成绩预测。本项目使用的数据挖掘技术是分类,根据学生的成绩对学生进行分类。
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