南華大學機構典藏系統:Item 987654321/9860
English  |  正體中文  |  简体中文  |  Items with full text/Total items : 18278/19583 (93%)
Visitors : 2125310      Online Users : 539
RC Version 7.0 © Powered By DSPACE, MIT. Enhanced by NTU Library IR team.
Scope Tips:
  • please add "double quotation mark" for query phrases to get precise results
  • please goto advance search for comprehansive author search
    •  Adv. Search
    Home ‧ Login ‧ Upload ‧ Help ‧ About ‧ Administer Goto mobile version


    Please use this identifier to cite or link to this item: http://nhuir.nhu.edu.tw/handle/987654321/9860


    Title: 資料採礦在學生流失偵測上之應用
    Other Titles: Application of Data Mining Techniques for Detection of Student Drop out
    Authors: 邱宏彬;許依宸
    Hung-Pin Chiu;Yi-Chen Hsu
    Contributors: 南華大學資訊管理學系
    Department of Information Management, Nan-hun University
    Keywords: 資料採礦;學生流失;決策樹;類神經網路
    data mining;student drop out;decision trees;neural networks
    Date: 2011-07-01
    Issue Date: 2011-12-06 11:36:37 (UTC+8)
    Publisher: 南華大學資訊管理學系
    Abstract: 依據教育部資料顯示，本國大專校院數量不斷增加，大學日間部學生招生人數亦隨之增加，然而，根據內政部統計資料表示，本國出生人口總數相對持續減少中，以致大專院校招生情況日益嚴峻，亦影響自國小、國中至高中職未來招生困難之處。對上述問題，本研究運用資料採礦技術，以某大學94-96學年度大學日間部學生資料為例，分析學生歷史學籍資料，以建立學生流失預測模型並進行預測評估，同時探索流失學生之表徵。本研究藉由測試驗證預測模型效益之可行性，經研究顯示，成績為學生流失的主要影響因素。最後，本研究針對研究結果，提出相關建議，以供學校參考以改善學生流失之情況。
    According to the data from Ministry of Education, the number of college increase constantly. The enrollment of students in the day school also increases. However, the statistics from Ministry of Internal Affair showed that total birth rate of Taiwan is decreasing. Therefore, the enrollment status is getting tougher. This research is based on the day school student enrollment data between 2005～2007 in a University. By using the data mining techniques to analyze the historical records of students, this research tried to find the potential reasons of why students drop out, and to create a prediction model for student drop out. The analyzing and mining results from this research will provide relevant suggestions to help the university to improve the situation of student drop out.
    Relation: 資訊管理研究
    11期
    Appears in Collections:[The Journals of Nanhua University ] Journal of Information Management
    [Department of Information Management] Journal of Information Management
    [Department of Information Management] Periodical Articles

    Files in This Item:

    File Description SizeFormat
    3012001105.pdf936KbAdobe PDF1409View/Open
    index.html0KbHTML652View/Open


    All items in NHUIR are protected by copyright, with all rights reserved.

    DSpace Software Copyright © 2002-2004  MIT &  Hewlett-Packard  /   Enhanced by   NTU Library IR team Copyright ©   - Feedback