Abstract
Measuring the effect of providing educational experiences individualized to the learning style of the students is an open research issue. This paper aims at presenting a case study of a dedicated adaptive educational system called WELSA. First, the adaptation logic, methods and techniques employed in WELSA are briefly presented. Next, the validity and effectiveness of the system are assessed by means of an empirical evaluation approach, involving two experiments with 64 undergraduate students. The results obtained (in terms of learner behavior, performance, efficiency and satisfaction) are analyzed and discussed. The overall results of the experimental study indicate a positive effect of adaptation to learning styles on the learning process.
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References
Bajraktarevic, N., Hall, W., Fullick, P.: Incorporating learning styles in hypermedia environment: Empirical evaluation. In: Proc. Workshop on Adaptive Hypermedia and Adaptive Web-Based Systems, pp. 41–52 (2003)
Brown, E., Brailsford, T., Fisher, T., Moore, A., Ashman, H.: Reappraising Cognitive Styles in Adaptive Web Applications. In: Proc. WWW 2006, pp. 327–335. ACM Press, New York (2006)
Brown, E., Fisher, T., Brailsford, T.: Real Users, Real Results: Examining the Limitations of Learning Styles within AEH. In: Proc. 18th Conference on Hypertext and Hypermedia (HT 2007), pp. 57–66. ACM Press, New York (2007)
Brusilovsky, P., Karagiannidis, C., Sampson, D.: Layered Evaluation of Adaptive Learning Systems. International Journal for Continuing Engineering Education and Life-Long Learning 14(4/5), 402–421 (2004)
Brusilovsky, P.: Adaptive Navigation Support. In: Brusilovsky, P., Kobsa, A., Nejdl, W. (eds.) Adaptive Web 2007. LNCS, vol. 4321, pp. 263–290. Springer, Heidelberg (2007)
Carver, C.A., Howard, R.A., Lane, W.D.: Enhancing student learning through hypermedia courseware and incorporation of student learning styles. IEEE Transactions on Education 42, 33–38 (1999)
Coffield, F., Moseley, D., Hall, E., Ecclestone, K.: Learning Styles and Pedagogy in Post-16 Learning. A Systematic and Critical Review, Learning and Skills Research Centre, UK (2004)
Felder, R.M., Silverman, L.K.: Learning and teaching styles in engineering education. Engineering Education 78(7), 674–681 (1988); Preceded by a preface in 2002, http://www4.ncsu.edu/unity/lockers/users/f/felder/public/Papers/LS-1988.pdf
Graf, S.: Adaptivity in Learning Management Systems Focussing on Learning Styles. PhD Thesis, Vienna University of Technology, Austria (2007)
Lee, C.H.M., Cheng, Y.W., Rai, S., Depickere, A.: What Affect Student Cognitive Style in the Development of Hypermedia Learning System? Computers & Education 45, 1–19 (2005)
Levy, Y.: Assessing the Value of E-Learning Systems. Information Science Publishing (2006)
Mitchell, T., Chen, S.Y., Macredie, R.: Adapting Hypermedia to Cognitive Styles: Is It Necessary? In: Proc. Workshop on Individual Differences in Adaptive Hypermedia in AH 2004, pp. 70–79 (2004)
Papanikolaou, K.A., Grigoriadou, M., Kornilakis, H., Magoulas, G.D.: Personalizing the interaction in a Web-based educational hypermedia system: the case of INSPIRE. User-Modeling and User-Adapted Interaction 13, 213–267 (2003)
Poole, D., Mackworth, A., Goebel, R.: Computational Intelligence: A Logical Approach. Oxford University Press, Oxford (1998)
Popescu, E.: Diagnosing Students’ Learning Style in an Educational Hypermedia System. In: Cognitive and Emotional Processes in Web-based Education: Integrating Human Factors and Personalization. Advances in Web-Based Learning Book Series, IGI Global, pp. 187–208 (2009)
Popescu, E.: Addressing Learning Style Criticism: The Unified Learning Style Model Revisited. In: Spaniol, M., et al. (eds.) ICWL 2009. LNCS, vol. 5686, pp. 333–343. Springer, Heidelberg (2009)
Popescu, E., Badica, C.: Providing Personalized Courses in a Web-Supported Learning Environment (submitted)
Sangineto, E., Capuano, N., Gaeta, M., Micarelli, A.: Adaptive course generation through learning styles representation. Journal of Universal Access in the Information Society 7(1), 1–23 (2008)
SPSS 16.0 for Windows, http://www.spss.com/
Triantafillou, E., Pomportsis, A., Demetriadis, S.: The design and the formative evaluation of an adaptive educational system based on cognitive styles. Computers & Education 41, 87–103 (2003)
Wang, T., Wang, K., Huang, Y.: Using a Style-based Ant Colony System for Adaptive Learning. Expert Systems with Applications 34(4), 2449–2464 (2008)
Weibelzahl, S.: Problems and Pitfalls in the Evaluation of Adaptive Systems. In: Chen, S.Y., Magoulas, G.D. (eds.) Adaptable and Adaptive Hypermedia Systems, pp. 285–299. IRM Press (2005)
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Popescu, E. (2009). Evaluating the Impact of Adaptation to Learning Styles in a Web-Based Educational System. In: Spaniol, M., Li, Q., Klamma, R., Lau, R.W.H. (eds) Advances in Web Based Learning – ICWL 2009. ICWL 2009. Lecture Notes in Computer Science, vol 5686. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-03426-8_41
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DOI: https://doi.org/10.1007/978-3-642-03426-8_41
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