Research on the Core Technology of Education Big Data Based on Data Mining

被引:0
|
作者
Wang, Chun-li [1 ]
机构
[1] Northwest Minzu Univ, Coll Educ Sci & Technol, Lanzhou, Gansu, Peoples R China
关键词
data mining; big data technology; data management; forecast analysis;
D O I
10.1109/ICBDA51983.2021.9403166
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In recent years, big data technology has made amazing achievements in the field of education, which has also aroused the attention of scholars on the application of data mining technology in education big data. However, the technology is still in the primary stage, and there are still many deficiencies. Therefore, this paper proposes the core technology research of education big data based on data mining. This paper makes an in-depth investigation and Research on the current management mode of education big data. Through the survey, it is a mainstream trend to adopt data mining technology to manage education big data. However, due to the immature technology, there are still some technical defects in the existing management, such as inaccurate prediction and incomplete data collection. In view of these shortcomings, this paper proposes an optimization and improvement scheme, which adjusts the data normalization processing method, optimizes the data clustering method, improves the prediction accuracy and simplifies the calculation steps. In the related verification experiments, compared with the traditional random recommendation algorithm and collaborative filtering algorithm, the prediction accuracy of the improved scheme has been improved, reaching a high level of 99.2% This paper analyzes that the education big data management scheme based on data mining will play an important role in the future education management.
引用
收藏
页码:5 / 8
页数:4
相关论文
共 50 条
  • [1] Research on the Hydropower Science and Technology in the Era of Big Data Based on Data Mining
    Wan Xing
    Tian Hongfu
    [J]. 2016 INTERNATIONAL CONFERENCE ON SMART GRID AND ELECTRICAL AUTOMATION (ICSGEA 2016), 2016, : 46 - 49
  • [2] Online Education Big Data Management and Mining Based on Intelligent Technology
    Zhang, Hong
    [J]. JOURNAL OF ELECTRICAL SYSTEMS, 2024, 20 (06) : 292 - 300
  • [3] Research of Big Data Information Mining and Analysis : Technology Based on Hadoop Technology
    Dong, Zhanchi
    [J]. 2022 INTERNATIONAL CONFERENCE ON BIG DATA, INFORMATION AND COMPUTER NETWORK (BDICN 2022), 2022, : 173 - 176
  • [4] Research on Improved Model of Electronic Commerce Data Mining Based on Big Data Technology
    Xu, Hongsheng
    Fan, Ganglong
    Li, Ke
    [J]. PROCEEDINGS OF THE 2017 7TH INTERNATIONAL CONFERENCE ON SOCIAL NETWORK, COMMUNICATION AND EDUCATION (SNCE 2017), 2017, 82 : 48 - 52
  • [5] English Research Based on Big Data and Data Mining
    Chen, Dafeng
    Han, Bingqing
    [J]. MATERIAL SCIENCE, CIVIL ENGINEERING AND ARCHITECTURE SCIENCE, MECHANICAL ENGINEERING AND MANUFACTURING TECHNOLOGY II, 2014, 651-653 : 2462 - 2465
  • [6] Research on Network Big Data Mining Technology Based on Structural Similarity
    Li, Yue
    [J]. INTERNATIONAL ACADEMIC CONFERENCE ON THE INFORMATION SCIENCE AND COMMUNICATION ENGINEERING (ISCE 2014), 2014, : 278 - 283
  • [7] Research on Personalized Recommendation System Based on Big Data Mining Technology
    Li, Hongwei
    [J]. 2020 5TH INTERNATIONAL CONFERENCE ON MECHANICAL, CONTROL AND COMPUTER ENGINEERING (ICMCCE 2020), 2020, : 199 - 202
  • [8] Research on Education Big Data Mining based on "Internet plus " Environment
    Diao, Jing-Wei
    Yang, Huan-Song
    [J]. PROCEEDINGS OF THE 2018 2ND INTERNATIONAL CONFERENCE ON EDUCATION, ECONOMICS AND MANAGEMENT RESEARCH (ICEEMR 2018), 2018, 182 : 108 - 111
  • [9] Practical Research on Improving Education Targeting based on Big Data Mining
    Zhao, Mingju
    Zhao, Wanyi
    [J]. PROCEEDINGS OF THE 2018 INTERNATIONAL WORKSHOP ON EDUCATION REFORM AND SOCIAL SCIENCES (ERSS 2018), 2018, 300 : 729 - 733
  • [10] Analysis of optimisation method for online education data mining based on big data assessment technology
    Su, Guixian
    [J]. INTERNATIONAL JOURNAL OF CONTINUING ENGINEERING EDUCATION AND LIFE-LONG LEARNING, 2019, 29 (04) : 321 - 335