Design and Usability Evaluation of Adaptive e-learning Systems Based on Learner Knowledge and Learning Style

被引:22
作者
Alshammari, Mohammad [1 ]
Anane, Rachid [2 ]
Hendley, Robert J. [1 ]
机构
[1] Univ Birmingham, Sch Comp Sci, Birmingham B15 2TT, W Midlands, England
[2] Coventry Univ, Fac Engn & Comp, Coventry, W Midlands, England
来源
HUMAN-COMPUTER INTERACTION - INTERACT 2015, PT II | 2015年 / 9297卷
关键词
Usability; Adaptivity; Learning style; e-learning; Experimentation; INTERFACES;
D O I
10.1007/978-3-319-22668-2_45
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Designing effective adaptive e-learning systems, from a usability perspective, represents a challenge because of the complexity of adaptivity in order to meet the diverse requirements of learners. Furthermore, there is a lack of well-designed experimental evaluation of adaptive e-learning systems in general, and of their usability in particular. The aim of this paper is the presentation of an adaptive e-learning system based on learner knowledge and learning style, and of the results of an initial experimental evaluation of the usability of its two modes of operation. This involves comparing the usability of an adaptive version of the system with the usability of a non-adaptive version, in a learning environment with 75 participants. The experiment produced significant results; they indicate that an adaptive e-learning system based on learner knowledge and learning style has a higher level of perceived usability than a non-adaptive e-learning system. This may also increase the level of satisfaction, engagement and motivation of learners and therefore enhance their learning.
引用
收藏
页码:584 / 591
页数:8
相关论文
共 21 条
[1]   Adaptive educational hypermedia accommodating learning styles: A content analysis of publications from 2000 to 2011 [J].
Akbulut, Yavuz ;
Cardak, Cigdem Suzan .
COMPUTERS & EDUCATION, 2012, 58 (02) :835-842
[2]   An E-Learning Investigation into Learning Style Adaptivity [J].
Alshammari, Mohammad ;
Anane, Rachid ;
Hendley, Robert J. .
2015 48TH HAWAII INTERNATIONAL CONFERENCE ON SYSTEM SCIENCES (HICSS), 2015, :11-20
[3]   Adaptivity in E-Learning Systems [J].
Alshammari, Mohammad ;
Anane, Rachid ;
Hendley, Robert J. .
2014 EIGHTH INTERNATIONAL CONFERENCE ON COMPLEX, INTELLIGENT AND SOFTWARE INTENSIVE SYSTEMS (CISIS),, 2014, :79-86
[4]   An approach to usability evaluation of e-learning applications [J].
Ardito C. ;
Costabile M.F. ;
De Marsico M. ;
Lanzilotti R. ;
Levialdi S. ;
Roselli T. ;
Rossano V. .
Universal Access in the Information Society, 2006, 4 (3) :270-283
[5]   An empirical evaluation of the System Usability Scale [J].
Bangor, Aaron ;
Kortum, Philip T. ;
Miller, James T. .
INTERNATIONAL JOURNAL OF HUMAN-COMPUTER INTERACTION, 2008, 24 (06) :574-594
[6]  
Benyon D., 1993, User Modeling and User-Adapted Interaction, V3, P65, DOI 10.1007/BF01099425
[7]  
Brooke J., 1996, USABILITY EVALUATION, P189
[8]   Evaluating Learning Style Personalization in Adaptive Systems: Quantitative Methods and Approaches [J].
Brown, Elizabeth J. ;
Brailsford, Timothy J. ;
Fisher, Tony ;
Moore, Adam .
IEEE TRANSACTIONS ON LEARNING TECHNOLOGIES, 2009, 2 (01) :10-22
[9]  
Brusilovsky P., 2007, The Adaptive Web. Methods and Strategies of Web Personalization, P3, DOI 10.1007/978-3-540-72079-9_1
[10]  
Felder RM, 2005, INT J ENG EDUC, V21, P103