A Novel Data Mining Algorithm for Web-based Learning Community

被引:0
|
作者
Jiang, Yi [1 ]
Huang, Wei [2 ]
Yue, Qingling [3 ]
机构
[1] Wuhan Univ Sci & Technol, Sch Comp, Wuhan 430065, Peoples R China
[2] Wuhan Univ Sci & Technol, Zhong nan Branch, Coll Informat Engn, Wuhan 430223, Peoples R China
[3] Hubei Univ, Dept Arch, Wuhan 430062, Peoples R China
关键词
Data Mining; Coevolutionary Algorithm; Learning Community;
D O I
10.1109/IUCE.2009.135
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Web-based learning community allow educators to study how students learn (descriptive studies) and which learning strategies are most effective (causal/predictive studies). Since web-based learning community are capable of collecting vast amounts of student profile data, data mining and knowledge discovery techniques can be applied to rind interesting relationships between attributes of students, assessments, and the solution strategies adopted by students. In this paper, we propose a new coevolutionary algorithm for the discovery of interesting association rules within a web-based learning community. Three coevolutionary operators are designed and the mining algorithm is realized in this paper. According to experimentation, the algorithm has been found suitable for association rule mining of the web-based learning community.
引用
收藏
页码:453 / +
页数:2
相关论文
共 50 条
  • [1] Analysis of web-based learning systems by data mining
    Villegas-Ch, W.
    Lujan-Mora, S.
    Buenano-Fernandez, Diego
    Roman-Canizares, M.
    [J]. 2017 IEEE SECOND ECUADOR TECHNICAL CHAPTERS MEETING (ETCM), 2017,
  • [2] Student modeling for a web-based learning environment: a data mining approach
    Tang, TY
    McCalla, G
    [J]. EIGHTEENTH NATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE (AAAI-02)/FOURTEENTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE (IAAI-02), PROCEEDINGS, 2002, : 967 - 968
  • [3] Integrating Data Mining Technology into Web-based Autonomous Language Learning
    Zou, Yanjing
    [J]. 2012 7TH INTERNATIONAL CONFERENCE ON SYSTEM OF SYSTEMS ENGINEERING (SOSE), 2012, : 572 - 575
  • [4] Web-Based Learning Under Tacit Mining of Various Data Sources
    Belazoui, Abdelouahab
    Telli, Abdelmoutia
    Arar, Chafik
    [J]. INTERNATIONAL JOURNAL OF EMERGING TECHNOLOGIES IN LEARNING, 2021, 16 (16) : 153 - 168
  • [5] Application of web-based data mining in personalized Online learning system
    Ying Cong
    Changxu Ji
    [J]. Sixth Wuhan International Conference on E-Business, Vols 1-4: MANAGEMENT CHALLENGES IN A GLOBAL WORLD, 2007, : 150 - 156
  • [6] Knowledge Mining in Web-based Learning Environments
    Kerdprasop, Nittaya
    Kerdprasop, Kittisak
    [J]. PROCEEDINGS OF WORLD ACADEMY OF SCIENCE, ENGINEERING AND TECHNOLOGY, VOL 29, 2008, 29 : 246 - 250
  • [7] Research and application of web-based data mining
    Lijin, Li
    Xijun, Wen
    [J]. 2007 International Symposium on Computer Science & Technology, Proceedings, 2007, : 731 - 733
  • [8] Web-based data mining for quenching analysis
    Varde, AS
    Takahashi, M
    Maniruzzaman, M
    Sisson, RD
    [J]. SURFACE ENGINEERING: COATING AND HEAT TREATMENTS, PROCEEDINGS, 2003, : 439 - 448
  • [9] Mining formative evaluation rules using web-based learning portfolios for web-based learning systems
    Chen, Chih-Ming
    Hong, Chin-Ming
    Chen, Shyuan-Yi
    Liu, Chao-Yu
    [J]. EDUCATIONAL TECHNOLOGY & SOCIETY, 2006, 9 (03): : 69 - 87
  • [10] Investigation of the use of navigation tools in Web-based learning: A data mining approach
    Minetou, Christine G.
    Chen, Sherry Y.
    Liu, Xiaohui
    [J]. INTERNATIONAL JOURNAL OF HUMAN-COMPUTER INTERACTION, 2008, 24 (01) : 48 - 67