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
  • [21] Security in e-learning systems
    Savulescu, Corina
    Cosmin, Deaconescu Ionus
    Polkowski, Zdzislaw
    Elena, Blidaru Catalina
    PROCEEDINGS OF THE 2015 7TH INTERNATIONAL CONFERENCE ON ELECTRONICS, COMPUTERS AND ARTIFICIAL INTELLIGENCE (ECAI), 2015,
  • [22] IMPROVING E-LEARNING SYSTEMS
    David, Nicoleta
    Patrascu, Neculai
    Ratiu, Ioan-Gheorghe
    Carstea, Claudia-Georgeta
    Patrascu, Lucian
    Damian, Daniela
    DISTANCE LEARNING, SIMULATION AND COMMUNICATION 2009, PROCEEDINGS, 2009, : 24 - 28
  • [23] E-LEARNING SYSTEMS: A REVIEW
    Thakkar, Samir R.
    Joshi, Hiren D.
    2015 IEEE SEVENTH INTERNATIONAL CONFERENCE ON TECHNOLOGY FOR EDUCATION (T4E), 2015, : 37 - 40
  • [24] Adaptivity in E-Learning Systems
    Alshammari, Mohammad
    Anane, Rachid
    Hendley, Robert J.
    2014 EIGHTH INTERNATIONAL CONFERENCE ON COMPLEX, INTELLIGENT AND SOFTWARE INTENSIVE SYSTEMS (CISIS),, 2014, : 79 - 86
  • [25] Leading Change - Integrating E-Learning Into an Existing Course
    Polding, Liz
    LEGAL INFORMATION MANAGEMENT, 2007, 7 (01) : 59 - 63
  • [26] SECURITY OF E-LEARNING SYSTEMS
    Levanic, Davor
    Krizaric, Lana
    TEHNICKI GLASNIK-TECHNICAL JOURNAL, 2013, 7 (03): : 316 - 321
  • [27] Affective Tutoring Systems: Enhancing e-Learning with the Emotional Awareness of a Human Tutor
    Thompson, Nik
    McGill, Tanya Jane
    INTERNATIONAL JOURNAL OF INFORMATION AND COMMUNICATION TECHNOLOGY EDUCATION, 2012, 8 (04) : 75 - 89
  • [28] Enhancing Security Control of BPM Systems Based Data for E-Learning Processes
    Allani, Imen Chaouachi
    Zouari, Belhassen
    SUSTAINABLE ECONOMIC GROWTH, EDUCATION EXCELLENCE, AND INNOVATION MANAGEMENT THROUGH VISION 2020, VOLS I-VII, 2017, : 3966 - 3973
  • [29] Integrating e-learning systems
    Puustjärvi, J
    Proceedings of the IASTED International Conference on Web-Based Education, 2004, : 417 - 421
  • [30] Enhancing e-learning systems with personalized recommendation based on collaborative tagging techniques
    Klasnja-Milicevic, Aleksandra
    Ivanovic, Mirjana
    Vesin, Boban
    Budimac, Zoran
    APPLIED INTELLIGENCE, 2018, 48 (06) : 1519 - 1535