Enhancing existing e-learning systems by single and group recommendations

被引:6
|
作者
Kompan, Michal [1 ]
Bielikova, Maria [1 ]
机构
[1] Slovak Univ Technol Bratislava, Fac Informat & Informat Technol, Ilkovicova 2, Bratislava 84216, Slovakia
关键词
learning styles; e-learning; group recommendation; collaborative learning; personalities; programming;
D O I
10.1504/IJCEELL.2016.080980
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
The personalised recommendations are used routinely in today's e-learning systems especially in computer science and engineering domains. Students' personal characteristics that influence learning styles and collaboration, well accepted in education domain are generally omitted in the domain of recommendation. We propose a methodology for enhancing existing e-learning systems with personalised recommendations for learning groups (including groups formations based on the learning styles). For the evaluation we investigate computer science and engineering students' learning styles and distribution of personality characteristics in order to better understand their behaviour and needs in such a system. As an example usage of the proposed methodology we present an extension of existing e-learning system in the domain of programming by considering learning styles and group collaboration. As the result of proposed methodology, students reached statistically significant improvement of their knowledge level when learning in groups using proposed recommendation approach and groups formation (considering students' learning styles).
引用
收藏
页码:386 / 404
页数:19
相关论文
共 50 条
  • [11] Enhancing e-Learning with interactive multimedia
    Zhang, Dongsong
    Zhou, Lina
    Information Resources Management Journal, 2003, 16 (04) : 1 - 14
  • [12] Evaluating and enhancing e-learning in Jordan
    Maabreh, Khaled
    Hanandeh, Essam
    INTERNATIONAL JOURNAL OF TECHNOLOGY ENHANCED LEARNING, 2015, 7 (02) : 134 - 142
  • [13] Enhancing e-learning in old age
    de Palo, Valeria
    Limone, Pierpaolo
    Monacis, Lucia
    Ceglie, Flavio
    Sinatra, Maria
    AUSTRALIAN JOURNAL OF ADULT LEARNING, 2018, 58 (01) : 88 - 109
  • [14] Synchronous e-learning systems in European e-learning provision
    Keegan, Desmond
    JOURNAL OF E-LEARNING AND KNOWLEDGE SOCIETY, 2006, 2 (02): : 151 - 163
  • [15] Learner Group Creation and Utilization in Adaptive E-Learning Systems
    Vagale, Vija
    Niedrite, Laila
    DATABASES AND INFORMATION SYSTEMS VIII, 2014, 270 : 189 - 202
  • [16] Enhancing e-learning with vrml techniques
    Senthilkumar, Sangeetha
    Kirubakaran, E.
    International Journal of Computer Science Issues, 2011, 8 (6 6-1): : 299 - 303
  • [17] Detailed Analysis of Existing Multi-Agent Based E-Learning Systems
    Bokhari, Mohammad Ubaidullah
    Ahmad, Sadaf
    2014 INTERNATIONAL CONFERENCE ON COMPUTING FOR SUSTAINABLE GLOBAL DEVELOPMENT (INDIACOM), 2014, : 388 - 393
  • [18] Enhancing collaborative learning in Web 2.0-based e-learning systems: A design framework for building collaborative e-learning contents
    El Mhouti A.
    Nasseh A.
    Erradi M.
    Vasquèz J.M.
    Education and Information Technologies, 2017, 22 (5) : 2351 - 2364
  • [19] Enhancing the management of unstructured data in e-learning systems using MongoDB
    Stevic, Milorad Pantelija
    Milosavljevic, Branko
    Perisic, Branko Rade
    PROGRAM-ELECTRONIC LIBRARY AND INFORMATION SYSTEMS, 2015, 49 (01) : 91 - 114
  • [20] A Model for Generating Proactive Context-Aware Recommendations in e-Learning Systems
    Gallego, Daniel
    Barra, Enrique
    Aguirre, Sandra
    Huecas, Gabriel
    2012 FRONTIERS IN EDUCATION CONFERENCE (FIE), 2012,