Adaptive educational hypermedia system using cognitive style approach: Challenges and opportunities

Proceedings of the 2011 International Conference on Electrical Engineering and Informatics, ICEEI 2011

Volumn , Issue , 2011, Pages

  Ghazal, Mohammed Ahmed ^a   Yusof, Maryati Mohd ^a   Zin, Nor Azan Mat ^a  

^a UNIVERSITI KEBANGSAAN MALAYSIA   (Malaysia)

Author keywords

Adaptive Educational Hypermedia System (AEHS); Affective Education; Cognitive Style (CS); Student Model

Indexed keywords

ADAPTIVE EDUCATIONAL HYPERMEDIA SYSTEMS; AFFECTIVE EDUCATION; AFFECTIVE LEARNING; BRAIN COGNITIVE; COGNITIVE FACTORS; COGNITIVE SKILL; COGNITIVE STYLES; E-LEARNING SYSTEMS; EFFECTIVE LEARNING; LEARNING EXPERIENCES; LEARNING STRATEGY; LITERATURE REVIEWS; PERSONAL CHARACTERISTICS; ROBUST ADAPTIVE; STUDENT MODEL; STUDENT MODELS; USER MODELS; USER'S INTEREST; WEB-BASED SYSTEM;

E-LEARNING; EDUCATION COMPUTING; ELECTRICAL ENGINEERING; HYPERMEDIA SYSTEMS; INFORMATION SCIENCE; STUDENTS; USER INTERFACES;

COGNITIVE SYSTEMS;

EID: 80054039174     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICEEI.2011.6021758     Document Type: Conference Paper

References (70)

1. R. M. Carro, "Applications of Adaptive Hypermedia in Education, " in Computers and Education, A. J. Mendes, et al., Eds., ed: Springer London, 2008, pp. 1-12.
2. I. Béres and M. Turcsányi-Szabó, "Added Value Model of Collaboration in Higher Education, " Interdisciplinary Journal of ELearning and Learning Objects, vol. Volume 6, 2010, 2010.
3. E. J. Brown, et al., "Evaluating Learning Style Personalization in Adaptive Systems: Quantitative Methods and Approaches, " Learning Technologies, IEEE Transactions on, vol. 2, pp. 10-22, 2009.
4. N. Tsianos, et al., "An Experimental Assessment of the Use of Cognitive and Affective Factors in Adaptive Educational Hypermedia, " Learning Technologies, IEEE Transactions on, vol. 2, pp. 249-258, 2009.
5. C. C. Wang and H. Y. Ku, "A case study of an affective education course in Taiwan, " Educational Technology Research and Development, pp. 1-16, 2010.
6. C. Ackerson, "Affective objectives: A discussion of some controversies, " Instructional developments, vol. 3, pp. 7-11, 1992.
7. I. L. Sonnier, Affective education: Methods and techniques: Educational Technology Pubns, 1989.
8. Z. Shechtman and J. Leichtentritt, "Affective teaching: a method to enhance classroom management, " European journal of teacher education, vol. 27, pp. 323-333, 2004.
9. A. Hassan, "Emotional and Spiritual Intelligences as a Basis for Evaluating the National Philosophy of Education Achievement, " Research Journal of International Studies 2009.
10. M. N. Mamat and P. D. F. Mokhtar, "EFFECTIVE INSTRUCTIONAL DESIGN FOR VALUE DOMINANT EDUCATION IN PUBLIC UNIVERSITIES MALAYSIA, " Prague, Czech Republic, 2009.
11. L. H. Chen, "Web-based learning programs: Use by learners with various cognitive styles, " Computers and Education, vol. 54, pp. 1028-1035, 2010.
12. M. Tam, "Constructivism, instructional design, and technology: Implications for transforming distance learning, " Educational Technology & Society, vol. 3, pp. 50-60, 2000.
13. F. Coffield, et al., Learning styles and pedagogy in post-16 learning: A systematic and critical review: National Centre for Vocational Education Research (NCVER), 2004 b.
14. J. Abbott and T. Ryan, "Constructing Knowledge, Reconstructing Schooling, " Educational Leadership, vol. 57, pp. 66-69, 1999.
15. E. R. Peterson, et al., "Researching the psychology of cognitive style and learning style: Is there really a future?, " Learning and Individual Differences, vol. 19, pp. 518-523, 2009.
16. L. Zhang, "Does teaching for a balanced use of thinking styles enhance students' achievement?, " Personality and Individual Differences, vol. 38, pp. 1135-1147, 2005.
17. B. Beldagli and T. Adiguzel, "Illustrating an ideal adaptive e-learning: A conceptual framework, " Procedia - Social and Behavioral Sciences, vol. 2, pp. 5755-5761, 2010.
18. D. Burgos, et al., "Representing adaptive eLearning strategies in IMS Learning Design, " presented at the TENCompetence Conference, Sofia, Bulgaria, 2006.
19. F. N. Akhras and J. A. Self, "System intelligence in constructivist learning, " International Journal of Artificial Intelligence in Education, vol. 11, pp. 344-376, 2000.
20. F. Mödritscher, et al., "The Past, the Present and the Future of adaptive E-Learning, " Proceedings of ICL 2004, 2004.
21. A. Kobsa, "Generic user modeling systems, " User Modeling and User- Adapted Interaction, vol. 11, pp. 49-63, 2001.
22. P. De Bra and L. Calvi, "AHA: a generic adaptive hypermedia system, " 1998, pp. 5-12.
23. P. Brusilovsky, "Adaptive navigation support in educational hypermedia: the role of student knowledge level and the case for meta adaptation, " British Journal of Educational Technology, vol. 34, pp. 487-497, 2003.
24. L. Nguyen and P. Do, "Learner Model in Adaptive Learning, " presented at the World academy of science engineering and technology, 2008.
25. P. Brusilovsky, "Adaptive Hypermedia, " User Modeling and User- Adapted Interaction, vol. 11, pp. 87-110, 2001.
26. W. X. Min, et al., "Research of Ontology-based Adaptive Learning System, " 2008, pp. 366-370.
27. F. Essalmi, et al., "A Multi-Parameters Personalization Approach of Learning Scenarios, " 2007, pp. 90-91.
28. S. Weibelzahl and G. Weber, "Advantages, opportunities and limits of empirical evaluations: evaluating adaptive systems, " KI, vol. 16, pp. 17-20, 2002.
29. P. Brusilovsky, et al., "ELM-ART: An intelligent tutoring system on world wide web, " in Intelligent Tutoring Systems. vol. 1086, C. Frasson, et al., Eds., ed: Springer Berlin / Heidelberg, 1996, pp. 261-269.
30. L. Pesin and P. Brusilovsky, "Isis-Tutor: An Adaptive Hypertext Learning Environment, " 1994.
31. P. Brusilovsky and L. Pesin, "Adaptive navigation support in educational hypermedia: An evaluation of the ISIS-Tutor, " Journal of Computing and Information Technology, vol. 6, pp. 27-38, 1998.
32. P. Brusilovsky, et al., "Towards an adaptive hypermedia component for an intelligent learning environment, " Human-computer interaction, pp. 348-358, 1993.
33. R. Zeiliger, "Adaptive testing: contribution of the SHIVA model, " Item banking: Interactive testing and self-assessment, vol. 112, 1993.
34. H. Hohl, et al., "Hypadapter: An adaptive hypertext system for exploratory learning and programming, " User Modeling and User- Adapted Interaction, vol. 6, pp. 131-156, 1996.
35. P. De Bra and L. Calvi, "AHA! An open adaptive hypermedia architecture, " New Review of Hypermedia and Multimedia, vol. 4, pp. 115-140, 1998.
36. G. Weber, et al., "Developing Adaptive Internet Based Courses with the Authoring System NetCoach, " in Hypermedia: Openness, Structural Awareness, and Adaptivity. vol. 2266, S. Reich, et al., Eds., ed: Springer Berlin / Heidelberg, 2002, pp. 222-223.
37. P. Brusilovsky, et al., "A tool for developing adaptive electronic textbooks on WWW, " 1996 b, pp. 64-69.
38. S. Ferrandino, et al., "CHEOPS: Adaptive hypermedia on World Wide Web, " in Interactive Distributed Multimedia Systems and Telecommunication Services. vol. 1309, R. Steinmetz and L. Wolf, Eds., ed: Springer Berlin / Heidelberg, 1997, pp. 210-219.
39. R. M. Carro, et al., "TANGOW: Task-based Adaptive learNer Guidance on the WWW, " Computer sciences reports, pp. 49-57, 1999.
40. R. Mokhtar, et al., "Rule-based knowledge representation for modality learning style in AIWBES, " in Knowledge Management International Conference, Kuala Teringganu, Malaysia, 2010.
41. M. Rahmah, et al., "User Model of Modality Learning Style Prediction comparing simple ruld base, Fuzzy rule and Combination techniques, " World Academy of Science, Engineering and Technology, vol. 67, 2010.
42. K. A. Papanikolaou, et al., "Personalizing the Interaction in a Webbased Educational Hypermedia System: the case of INSPIRE, " User Modeling and User-Adapted Interaction, vol. 13, pp. 213-267, 2003.
43. E. Triantafillou, et al., "The design and the formative evaluation of an adaptive educational system based on cognitive styles, " Computers & Education, vol. 41, pp. 87-103, 2003.
44. R. Riding and S. Rayner, Cognitive styles and learning strategies: Bavid Fulton Publishers, 1998.
45. E. Triantafillou, et al., "AESCS: Adaptive Educational System Base on Cognitive Styles, " in Adaptive Hypermedia (AH2002) Workshop, Malaga, Spain, 2002, pp. 10-20.
46. C. A. Carver Jr, et al., "Enhancing student learning through hypermedia courseware and incorporation of student learning styles, " Education, IEEE Transactions on, vol. 42, pp. 33-38, 1999.
47. C. Wolf, "iWeaver: Towards an interactive web-based adaptive learning environment to address individual learning styles, " European Journal of Open, Distance and E-Learning 2002.
48. S. Y. Chen and R. D. Macredie, "Cognitive modeling of student learning in web-based instructional programs, " International Journal of Human-Computer Interaction, vol. 17, pp. 375-402, 2004.
49. R. Macredie, et al., "Cognitive Styles and Adaptive Web-based Learning, " School of Information Systems, Computing and Mathematics;, 2005.
50. R. E. Mayer, "Does styles research have useful implications for educational practice?, " Learning and Individual Differences, 2010.
51. C. V. Bunderson, "The validity of the Herrmann brain dominance instrument, " Creative brain. Lake Lure, NC: Brain Books, 1989.
52. S. Graf, "Adaptivity in Learning Management Systems Focussing on Learning Style, " PhD, Vienna University of Technology Faculty of Informatics, Vienna, 2007.
53. F. Coffield, et al., Should we be using learning styles?: What research has to say to practice: National Centre for Vocational Education Research (NCVER), 2004 a.
54. N. Herrmann, "The Theory Behind the HBDI® and Whole Brain® Technology, " HBDI. com. August, 1999.
55. P. Brusilovsky and E. Millán, "User Models for Adaptive Hypermedia and Adaptive Educational Systems, " in The Adaptive Web. vol. 4321, P. Brusilovsky, et al., Eds., ed: Springer Berlin / Heidelberg, 2007, pp. 3-53.
56. S. Schiaffino and A. Amandi, "Intelligent user profiling, " 2009, pp. 193-216.
57. A. Kavcic, "The role of user models in adaptive hypermedia systems, " in Electrotechnical Conference, 2000. MELECON 2000. 10th Mediterranean, 2000, pp. 119-122 vol.1.
58. J. YeSun, et al., "A user model for personalization services, " in Digital Information Management, 2009. ICDIM 2009. Fourth International Conference on, 2009, pp. 1-6.
59. K. Scheiter, et al., "The impact of learner characteristics on information utilization strategies, cognitive load experienced, and performance in hypermedia learning, " Learning and Instruction, vol. 19, pp. 387-401, 2009.
60. F. Dag and A. Geçer, "Relations between online learning and learning styles, " Procedia-Social and Behavioral Sciences, vol. 1, pp. 862-871, 2009.
61. S. Graf and T. Lin, "The relationship between learning styles and cognitive traits-Getting additional information for improving student modelling, " Computers in Human Behavior, vol. 24, pp. 122-137, 2008.
62. E. Popescu, et al., "WELSA: an intelligent and adaptive Web-based educational system, " Intelligent Distributed Computing III, pp. 175-185, 2009.
63. G. Castellano, et al., "Innovations in Web Personalization, " in Web Personalization in Intelligent Environments. vol. 229, G. Castellano, et al., Eds., ed: Springer Berlin / Heidelberg, 2009, pp. 1-26.
64. F. Mampadi, et al., "Design of adaptive hypermedia learning systems: A cognitive style approach, " Computers & Education, 2010.
65. Z. Li, et al., "A Web-Based Personalized Intelligent Tutoring System, " in Computer Science and Software Engineering, 2008 International Conference on, 2008, pp. 446-449.
66. A. Andrejko, "Novel Approaches to Acquisition and Maintenance of User Model, " SIGWEB Newsl, pp. 1-2, 2010.
67. J.-w. Ahn, et al., "Investigating Users' Needs and Behavior for Social Search, " 2005.
68. C. Gena and S. Weibelzahl, "Usability engineering for the adaptive web, " in The adaptive web: methods and strategies of web personalization, ed: Springer-Verlag, 2007, pp. 720-762.
69. P. Van Rosmalen, "Supporting the tutor in the design and support of adaptive e-learning, " 2008.
70. V. Devedžić, "Personalization Issues, " in Semantic Web and Education. vol. 12, ed: Springer US, 2006, pp. 175-219.