Research On Construction Of Educational Management Model Based On Data Mining Technology

被引:4
作者
Zhao, He [1 ,2 ]
机构
[1] ChangChun GuangHua Univ, Changchun 130000, Jilin, Peoples R China
[2] Northeast Normal Univ, Changchun 130000, Jilin, Peoples R China
来源
JOURNAL OF APPLIED SCIENCE AND ENGINEERING | 2023年 / 26卷 / 05期
关键词
Data mining; Education management; Decision tree; Association rules;
D O I
10.6180/jase.202305_26(5).0004
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
With the advancement of education informatization, education management methods have gradually become information-based, and large amounts of saved data have been accumulated in teaching. How to maximize the use of these data has become a research difficulty. The whole process of data mining is introduced, including determining the object and target of mining, data preparation through data selection, data pre-processing, and data transformation. A decision tree model was generated and tested using the WEKA data mining tool based on the analysis and comparison of several standard algorithms for decision trees. The main factors affecting the quality of students were found in the extracted classification rules, which improved the data analysis and provided decision support for student training while integrating the data mining module into the comprehensive student information management model. Based on this article, an education management model based on data mining technology is proposed. This article first elaborates the challenges brought to education management in the context of big data and discusses the research status of data mining technology. Taking student management in education management as an example, an education management student information database is established, student information is summarized, and the potential value of mining information using multiple data mining algorithms is proposed. The student information test confirmed that the design was successful.
引用
收藏
页码:613 / 621
页数:9
相关论文
共 50 条
  • [41] A Research for Data Mining Technology Based on Fuzzy Neural Network
    Liu, Li-na
    Qi, Hui-juan
    Li, De-xiong
    MATERIALS SCIENCE AND INFORMATION TECHNOLOGY, PTS 1-8, 2012, 433-440 : 2509 - 2512
  • [42] Research on Data Mining Technology based on Association Rules Algorithm
    Zhang, Guihong
    Liu, Caiming
    Men, Tao
    PROCEEDINGS OF 2019 IEEE 8TH JOINT INTERNATIONAL INFORMATION TECHNOLOGY AND ARTIFICIAL INTELLIGENCE CONFERENCE (ITAIC 2019), 2019, : 526 - 530
  • [43] Research of Network Teaching Platform based on the Technology of Data Mining
    Fan, Hongjun
    Kang, Dong
    PROCEEDINGS OF THE 3RD INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND SERVICE SYSTEM (CSSS), 2014, 109 : 331 - 334
  • [44] Research and Analysis of Game Tactics Based on Data Mining Technology
    Zhou Li
    PROCEEDINGS OF THE 2017 5TH INTERNATIONAL CONFERENCE ON MECHATRONICS, MATERIALS, CHEMISTRY AND COMPUTER ENGINEERING (ICMMCCE 2017), 2017, 141 : 280 - 284
  • [45] The Research and Application of Web-based Data Mining Technology
    Zhu Jian-Xin
    MECHATRONICS ENGINEERING, COMPUTING AND INFORMATION TECHNOLOGY, 2014, 556-562 : 3424 - 3426
  • [46] Mining the data in programming assignments for educational research
    Edwards, Stephen H.
    Ly, Vinh
    IMSCI '07: INTERNATIONAL MULTI-CONFERENCE ON SOCIETY, CYBERNETICS AND INFORMATICS, VOL 1, PROCEEDINGS, 2007, : 135 - 140
  • [47] EDUCATIONAL RESEARCH FROM DATA MINING VIEW
    Havelkova, Hana
    INFORMATION AND COMMUNICATION TECHNOLOGY IN EDUCATION, 2010, 2010, : 87 - 91
  • [48] RESEARCH ON THREE DIMENSION DATA MINING BASED ON VISUALIZATION TECHNOLOGY
    Dong, Bin
    Liu, Xiu-Ling
    Wang, Hong-Rui
    PROCEEDINGS OF 2009 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-6, 2009, : 292 - +
  • [49] Research of artificial neural network based on data mining technology in power load forecasting model
    Niu, Dongxiao
    Wang, Yongli
    Xing, Mian
    DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS, 2007, 14 : 388 - 392
  • [50] The construction of internet data mining model based on cloud computing
    Ding, Bangxu
    Chen, Wen
    Huang, Yongqing
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2019, 37 (03) : 3275 - 3283