Lightweight domain modeling for adaptive web-based educational system

被引:9
|
作者
Simko, Marian [1 ]
Bielikova, Maria [1 ]
机构
[1] Slovak Univ Technol Bratislava, Fac Informat & Informat Technol, Ilkovicova 2, Bratislava 84216, Slovakia
关键词
Domain modeling; Adaptive educational system; Lightweight semantics; Annotations; Collaboration; ONTOLOGIES;
D O I
10.1007/s10844-018-0518-3
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Support for adaptive learning with respect to increased interaction and collaboration over the educational content in state-of-the-art models of web-based educational systems is limited. Explicit formalization of such models is necessary to facilitate extendibility, reusability and interoperability. Domain models are the most fundamental parts of adaptive web-based educational systems providing a basis for majority of other functional components such as content recommenders or collaboration widgets and tools. We introduce a collaboration-aware lightweight domain modeling for adaptive web-based learning, which provides a suitable representation for learning resources and metadata involved in educational processes beyond individual learning. It introduces the concept of user annotations to the domain model, which enrich educational materials and facilitate collaboration. Lightweight domain modeling is beneficial from the perspective of automated course semantics creation, while providing support towards automated semantic description of learner-generated content. We show that the proposed model can be effectively utilized for intelligent processing of learning resources such as recommendation and can form a basis for interaction and collaboration supporting components of adaptive systems. We provide the experimental evidence on successful utilization of lightweight domain model in adaptive educational platform ALEF over the period of five years involving more than 1,000 real-world students.
引用
收藏
页码:165 / 190
页数:26
相关论文
共 50 条
  • [41] EDUCATIONAL WEB-BASED PORTALS
    Oujezdsky, Ales
    INFORMATION AND COMMUNICATION TECHNOLOGY IN EDUCATION, 2010, 2010, : 135 - 138
  • [42] A QoS-aware adaptive Web-based system
    Muntean, CH
    McManis, J
    2004 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS, VOLS 1-7, 2004, : 2204 - 2208
  • [43] Intelligent Web-based education system for adaptive learning
    Peredo, Ruben
    Canales, Alejandro
    Menchaca, Alain
    Peredo, Ivan
    EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (12) : 14690 - 14702
  • [44] Machine learning based learner modeling for adaptive web-based learning
    Aslan, Burak Galip
    Inceoglu, Mustafa Murat
    COMPUTATIONAL SCIENCE AND ITS APPLICATIONS - ICCSA 2007, PT 1, PROCEEDINGS, 2007, 4705 : 1133 - +
  • [45] The Design and Development of an Adaptive Web-Based Learning System
    Wang, Chian
    HUMAN INTERFACE AND THE MANAGEMENT OF INFORMATION: INFORMATION AND INTERACTION, PT II, 2009, 5618 : 716 - 725
  • [46] A web-based system for adaptive data transfer in grid
    Ou, JF
    Huang, LP
    Li, ML
    ADVANCED WEB AND NETWORK TECHNOLOGIES, AND APPLICATIONS, PROCEEDINGS, 2006, 3842 : 803 - 810
  • [47] A push-based system for Web-based simulation in an educational environment
    Lopez, PG
    Skarmeta, AFG
    Vangheluwe, HL
    ESS'98 - SIMULATION TECHNOLOGY: SCIENCE AND ART, 1998, : 699 - 703
  • [48] A web-based collaborative authoring system for web educational material with high reusability
    Yuan, F
    Mitsuhara, H
    Kanenishi, K
    Yano, Y
    Proceedings of the 2005 International Conference on Active Media Technology (AMT 2005), 2005, : 193 - 198
  • [49] A web-based collaborative authoring system for web educational material with high reusability
    Yuan, F. (yuan@is.tokushima-u.ac.jp), IEEE Systems, Man, and Cybernetics Society; Information Processing Society of Japan; Kagawa University (Institute of Electrical and Electronics Engineers Computer Society):
  • [50] TEACHING AI SEARCH ALGORITHMS IN A WEB-BASED EDUCATIONAL SYSTEM
    Grivokostopoulou, Foteini
    Hatzilygeroudis, Ioannis
    PROCEEDINGS OF THE IADIS INTERNATIONAL CONFERENCE E-LEARNING 2013, 2013, : 83 - 90