Research on Student Model Construction of Educational Big Data System Based on CD-CAT

被引:0
|
作者
Zhao, Yang [1 ,2 ]
Fan, Yaqing [1 ]
Wang, Peng [3 ,4 ]
机构
[1] JiLin Univ, Changchun, Jilin, Peoples R China
[2] Chinese Acad Sci, Inst Comp Technol, Changchun, Jilin, Peoples R China
[3] CEIEC, Beijing, Peoples R China
[4] Chinese Acad Sci, Inst Comp Technol, Beijing, Peoples R China
关键词
Cognitive Diagnosis Theory; CAT; Adaptive Learning System; Construction of Student Model; RULE-SPACE;
D O I
暂无
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
The era of "big data" technology has penetrated into all areas of society. In the field of education, personalized teaching has gradually become a new development direction. With the widespread promotion of online education, the adaptive learning system has attracted attention because of its good course recommendation function. As an important part of the general model, the student model reflects the individual characteristics, knowledge status and cognitive ability of the students. The traditional student model judges students based solely on the student's basic information and simple test scores.This paper proposes a CD-CAT hybrid model based on the actual scene of the learner, retains the original static question bank, and dynamically updates the student model based on the test database of the learner's different knowledge structure.The knowledge field is divided into multiple categories, and the dynamic allocation of the question bank between categories is carried out. After testing, this dynamic model has a good effect.
引用
收藏
页码:303 / 308
页数:6
相关论文
共 50 条
  • [1] Student Ability Portrait Construction Research Based on Big Data
    Bo, Yu
    Wang, Can
    Li, Lin
    Lu, Xuming
    2022 INTERNATIONAL CONFERENCE ON BIG DATA, INFORMATION AND COMPUTER NETWORK (BDICN 2022), 2022, : 156 - 160
  • [2] The Theory about Cd-Cat Based on FCA and its Application
    Yang Shuqun
    Ding Shuliang
    Yao Zhiqiang
    INTERNATIONAL JOURNAL OF DISTANCE EDUCATION TECHNOLOGIES, 2009, 7 (04) : 61 - 78
  • [3] Research on the Construction of Innovation and Entrepreneurship Education Model System in Universities Based on Big Data Technology
    Zhang R.
    Li H.
    Applied Mathematics and Nonlinear Sciences, 2024, 9 (01)
  • [4] Research on the Construction of Security System of Big Data
    Cheng, Manling
    Sun, Zhihua
    INTERNATIONAL CONFERENCE ON ELECTRONIC INFORMATION TECHNOLOGY AND INTELLECTUALIZATION (ICEITI 2016), 2016, : 518 - 523
  • [5] ONLINE CALIBRATION METHODS FOR THE DINA MODEL WITH INDEPENDENT ATTRIBUTES IN CD-CAT
    Chen, Ping
    Xin, Tao
    Wang, Chun
    Chang, Hua-Hua
    PSYCHOMETRIKA, 2012, 77 (02) : 201 - 222
  • [6] Research On Construction Of Educational Management Model Based On Data Mining Technology
    Zhao, He
    JOURNAL OF APPLIED SCIENCE AND ENGINEERING, 2023, 26 (05): : 613 - 621
  • [7] Online Calibration Methods for the DINA Model with Independent Attributes in CD-CAT
    Chen P.
    Xin T.
    Wang C.
    Chang H.-H.
    Psychometrika, 2012, 77 (2) : 201 - 222
  • [8] Research on Application of University Student Behavior Model Based on Big Data Technology
    Liu, Xiang
    Shao, Mengliang
    Zhang, Sen
    Li, Guoyi
    2020 5TH INTERNATIONAL CONFERENCE ON MECHANICAL, CONTROL AND COMPUTER ENGINEERING (ICMCCE 2020), 2020, : 1383 - 1386
  • [9] Research on the Construction of College Football Classroom Practice Teaching System Model Based on Big Data Analysis
    Zhang, Bo
    Ren, Wei
    COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2022, 2022
  • [10] Items Selection Strategy of Cyber Security CD-CAT Based on Collaborative Filtering
    Qi, Bin
    Zou, Hongxia
    Wang, Yu
    Li, Jixing
    2018 IEEE 18TH INTERNATIONAL CONFERENCE ON COMMUNICATION TECHNOLOGY (ICCT), 2018, : 855 - 859