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The Application of Data Mining to the College Enrollment and Educational Administration
Author: LiXiaoGuang
Tutor: YangJing;WangBenQi
School: Harbin Engineering University
Course: Software Engineering
Keywords: Data Mining Association rules Decision Tree College Admissions Educational administration
CLC: TP311.13
Type: Master's thesis
Year: 2010
Downloads: 153
Quote: 2
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Abstract
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With the rapid development of higher education in China , the rapid increase of the number of the schools in the school 's growing student information database . Therefore it is very necessary to use data mining tools to extract important information implied in the student information database . Existing database only able to complete the transaction management and information retrieval tasks , these data can not be found within the relationship and potential knowledge , more decision-making basis for future development can not be based on existing data . This paper, data mining method for the design of a new student database system , the system uses data mining algorithms can effectively tap the important information hidden in the student database to provide a valid basis for decision making , effective arrangements for teaching school and college enrollment . The main content of this paper is as follows: in college enrollment and educational administration application data mining technology analysis and processing of existing data and research on the feasibility and necessity of this application . FP-growth algorithm and decision tree classification analysis and association rules knowledge mining existing educational administration and enrollment data . First, the FP-growth algorithm in association rules analysis and mining of students in school grades and entrance scores , and then use the C4.5 decision tree algorithm to create a system model , the model can predict students based on student enrollment results graduation rates , which can be used to guide the teaching work , and to develop practical training programs and training objectives . The VC 6.0 and SQL Sever2000 , software system design and implementation of a new student database system can be divided into system management , student information management , data preprocessing, mining university information , report printing module . The system is mainly complete data preparation , data preprocessing , data mining and model evaluation and analysis .
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CLC: > Industrial Technology > Automation technology,computer technology > Computing technology,computer technology > Computer software > Program design,software engineering > Programming > Database theory and systems
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