Attractors in Web Based Educational Systems a Conceptual Knowledge Processing Grounded Approach

被引:5
|
作者
Dragos, Sanda [1 ]
Halita, Diana [1 ]
Sacarea, Christian [1 ]
机构
[1] Univ Babes Bolyai, Dept Comp Sci, R-3400 Cluj Napoca, Romania
关键词
Web usage mining; Behavioral patterns; Formal concept analysis; Triadic formal concept analysis;
D O I
10.1007/978-3-319-25159-2_18
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Users behavioral patterns are one of the main research directions in web usage mining. Web based educational systems are particularly interesting since behavioral patterns are closely related to educational performance. In this paper we focus on attractors in web based educational systems, i.e., qualitative specific behavioral patterns to which users adhere over time. The research has been conducted on a locally developed e-learning platform called PULSE. Data gathered from weblogs have been preprocessed and conceptual landscapes of knowledge have been built using Formal Concept Analysis. Users behavioral patterns have been detected herefrom, or by moving ahead a triadic view. Triadic concepts enabled us to detect unstructured attractors, while conceptual hierarchies and triadic concept sets made possible to investigate the educational attractors and to derive valuable knowledge about bundle of users and their behavior related to their educational performance.
引用
收藏
页码:190 / 195
页数:6
相关论文
共 50 条
  • [1] CONCEPTUAL KNOWLEDGE PROCESSING GROUNDED LOGICAL INFORMATION SYSTEM FOR ONCOLOGICAL DATABASES
    Brad, A.
    Neamtiu, L.
    Rausanu, S.
    Sacarea, C.
    [J]. KEPT 2011: KNOWLEDGE ENGINEERING PRINCIPLES AND TECHNIQUES, 2011, : 107 - 118
  • [2] Knowledge representation models based on conceptual graphs in intelligent educational systems
    Stefanescu, D.
    Pecheanu, E.
    Dumitriu, L.
    [J]. 3rd Balkan Region Conference on Engineering Education, Conference Proceedings: ADVANCING ENGINEERING EDUCATION, 2005, : 67 - 70
  • [3] A conceptual approach for development of educational Web-based e-testing system
    Mustakerov, Ivan
    Borissova, Daniela
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (11) : 14060 - 14064
  • [4] ECDEX - A KNOWLEDGE-BASED APPROACH TO CONCEPTUAL DESIGN OF ENGINEERING SYSTEMS
    THEODORACATOS, VE
    AHMED, MF
    [J]. ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING, 1994, 11 (03) : 137 - 166
  • [5] Component Based Data and Image Processing Systems - A Conceptual and Practical Approach
    Hoegg, Thomas
    Koehler, Christian
    Kolb, Andreas
    [J]. PROCEEDINGS OF 2015 6TH IEEE INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING AND SERVICE SCIENCE, 2015, : 66 - 69
  • [6] A User Modeling Approach to Web Based Adaptive Educational Hypermedia Systems
    Colak, Ilhami
    Sagiroglu, Seref
    Kahraman, H. Tolga
    [J]. SEVENTH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS, PROCEEDINGS, 2008, : 694 - +
  • [7] Manage Web Educational Knowledge Based on Knowledge Dimension Model
    Peng, Jinyue
    Jiang, Dongxing
    Zhang, Xinyu
    [J]. PROCEEDINGS 2014 INTERNATIONAL CONFERENCE ON SERVICE SCIENCES (ICSS 2014), 2014, : 31 - 36
  • [8] Case-based reasoning approach to adaptive web-based educational systems
    Alves, Paulo
    Amaral, Luis
    Pires, Jose
    [J]. 8TH IEEE INTERNATIONAL CONFERENCE ON ADVANCED LEARNING TECHNOLOGIES, PROCEEDINGS, 2008, : 260 - +
  • [9] A Conceptual-Model-Based Computational Alembic for a Web of Knowledge
    Embley, David W.
    Liddle, Stephen W.
    Lonsdale, Deryle
    Nagy, George
    Tijerino, Yuri
    Clawson, Robert
    Crabtree, Jordan
    Ding, Yihong
    Jha, Piyushee
    Lian, Zonghui
    Lynn, Stephen
    Padmanabhan, Raghav K.
    Peters, Jeff
    Tao, Cui
    Watts, Robby
    Woodbury, Charla
    Zitzelberger, Andrew
    [J]. CONCEPTUAL MODELING - ER 2008, PROCEEDINGS, 2008, 5231 : 532 - +
  • [10] The Conceptual Framework for Integration of Multiagent Based Intelligent Tutoring and Personal Knowledge Management Systems in Educational Settings
    Grundspenkis, Janis
    [J]. WORKSHOPS ON BUSINESS INFORMATICS RESEARCH, 2012, 106 : 143 - 157