Adaptive educational hypermedia accommodating learning styles: A content analysis of publications from 2000 to 2011

Computers and Education

Volumn 58, Issue 2, 2012, Pages 835-842

  Akbulut, Yavuz ^a   Cardak, Cigdem Suzan ^a  

^a ANADOLU UNIVERSITY   (Turkey)

Author keywords

Distributed learning environments; Human computer interface; Intelligent tutoring systems; Interactive learning environments; Multimedia hypermedia systems

Indexed keywords

DISTRIBUTED LEARNING ENVIRONMENTS; HUMAN COMPUTER INTERFACES; INTELLIGENT TUTORING SYSTEMS; INTERACTIVE LEARNING ENVIRONMENT; MULTIMEDIA/HYPERMEDIA SYSTEMS;

ADAPTIVE SYSTEMS; COMPUTER AIDED INSTRUCTION; HYPERMEDIA SYSTEMS; RESEARCH; STUDENTS; TEACHING;

LEARNING SYSTEMS;

EID: 81855207306     PISSN: 03601315     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.compedu.2011.10.008     Document Type: Article

References (100)

1. G. Aguilar, and K. Kaijiri Adaptive courseware generation of a web-based tutorial system International Journal of Media 34 3 2007 293 299
2. E. Alfonseca, R.M. Carro, E. Martín, A. Ortigosa, and P. Paredes The impact of learning styles on student grouping for collaborative learning: a case study User Modeling and User-Adapted Interaction 16 3-4 2006 377 401 (Pubitemid 44484497)
3. Alghazzawi, D. M. (2007). Inferring cognitive learning styles in an e-learning environment. (Doctoral dissertation). Retrieved from ProQuest Dissertations and Theses. (AAT 3269039).
4. L. Aroyo, and D. Dicheva The new challenges for e-learning: the educational semantic web Educational Technology & Society 7 4 2004 59 69 (Pubitemid 39533523)
5. E. Bachari, H. Abelwahed, and M. Adnani E-learning personalization based on dynamic learners' preference International Journal of Computer Science & Information Technology (IJCSIT) 3 3 2011 200 216
6. N. Bajraktarevic, W. Hall, and P. Fullick Incorporating learning styles in hypermedia environment: empirical evaluation P. de Bra, H.C. Davis, J. Kay, M. Schraefel, Proceedings of the workshop on adaptive hypermedia and adaptive web-based systems 2003 Eindhoven University Nottingham, UK 41 52
7. S. Baldiris, O.C. Santos, C. Barrera, J.G. Boticario, J. Velez, and R. Fabregat Integration of educational specifications and standards to support adaptive learning scenarios in ADAPTAPlan International Journal of Computer & Applications 5 1 2008 88 107
8. M.W. Bauer Classic content analysis: a review M.W. Bauer, G. Gaskell, Qualitative researching with text, image and sound: A practical handbook 2000 Sage London 131 151
9. S. Botsios, D. Georgiou, and N. Safouris Contributions to adaptive educational hypermedia systems via on-line learning style estimation Educational Technology & Society 11 2 2008 322 339
10. E. Brown, A. Cristea, C. Stewart, and T. Brailsford Patterns in authoring of adaptive educational hypermedia: a taxonomy of learning styles Educational Technology & Society 8 3 2005 77 90 (Pubitemid 41205923)
11. E. Brown, C. Stewart, and T. Brailsford Adapting for visual and verbal learning styles in AEH Proceedings of the sixth IEEE international conference on advanced learning technologies (ICALT'06) 2006 Kerkrade The Netherlands 1145 1147
12. P. Brusilovsky Methods and techniques of adaptive hypermedia User Modeling and User-Adapted Interaction 6 2-3 1996 87 129 (Pubitemid 126716208)
13. P. Brusilovsky Adaptive hypermedia User Modeling and User-Adapted Interaction 11 1-2 2001 87 110 (Pubitemid 32409026)
14. P. Brusilovsky Developing adaptive educational hypermedia systems: from design models to authoring tools T. Murray, S. Blessing, S. Ainsworth, Authoring tools for advanced technology learning environment 2003 Kluwer Academic Publishers Dordrecht 377 409
15. K. Buch, and C. Sena Accommodating diverse learning styles in the design and the delivery of on-line learning experiences International Journal of Engineering Education 17 1 2001 93 98
16. D. Burgos, C. Tattersall, and R. Koper How to represent adaptation in e-learning with IMS learning design Interactive Learning Environments 15 2 2007 161 170
17. R.Z. Cabada, M.L.B. Estrada, and C.A.R. García EDUCA: a web 2.0 authoring tool for developing adaptive and intelligent tutoring systems using a Kohonen network Expert Systems with Applications 38 8 2011 9522 9529
18. C.A. Carver, R.A. Howard, and W.D. Lane Addressing different learning styles through course hypermedia IEEE Transactions on Education 42 1 1999 33 38
19. Y.C. Chang, W.Y. Kao, C.P. Chu, and C.H. Chiu A learning style classification mechanism for e-learning Computers & Education 53 2 2009 273 285
20. F. Coffield, D. Moseley, E. Hall, and K. Ecclestone Learning styles and pedagogy in post-16 learning. A systematic and critical review 2004 Learning and Skills Research Centre, University of Newcastle upon Tyne London
21. F. Coffield, D. Moseley, E. Hall, and K. Ecclestone Should we be using learning styles? - What research has to say to practice 2004 Learning and Skills Research Centre, University of Newcastle upon Tyne London
22. A.I. Cristea, and F. Garzotto Designing patterns for adaptive or adaptable educational hypermedia: a taxonomy World conference on educational multimedia, hypermedia and telecommunications (ED-MEDIA 2004) 2004 Lugano Switzerland
23. L.J. Cronbach The two disciplines of scientific psychology American Psychologist 12 11 1957 671 684
24. D. Del Corso, E. Ovcin, G. Morrone, D. Gianesini, S. Salojarvi, and T. Kvist 3DE: an environment for the development of learner-centered custom educational packages Proceedings of the 31st ASEE/IEEE frontiers in education conference, Nevada, 2, F2C21-26 2001
25. R. Dunn, and K. Dunn Learning style as a criterion for placement in alternative programs Phi Delta Kappan 56 4 1974 275 278
26. F. Essalmi, L. Jemni Ben Ayed, M. Jemni, Kinshuk, and S. Graf A fully personalization strategy of e-learning scenarios Computers in Human Behavior 26 4 2010 581 591
27. P. Federico Learning styles and student attitudes toward various aspects of network-based instruction Computers in Human Behavior 16 4 2000 359 379
28. R.M. Felder Matters of style ASEE Prism 6 4 1996 18 23
29. R.M. Felder, and L.K. Silverman Learning and teaching styles in engineering education Engineering Education 78 7 1988 674 681
30. S.K. Filippidis, and I.A. Tsoukalas On the use of adaptive instructional images based on the sequential-global dimension of the Felder-Silverman learning style theory Interactive Learning Environments 17 2 2009 135 150
31. N. Ford, and S.Y. Chen Individual differences, hypermedia navigation and learning: an empirical study Journal of Educational Multimedia and Hypermedia 9 4 2000 281 312
32. N. Ford, and S.Y. Chen Matching/mismatching revisited: an empirical study of learning and teaching styles British Journal of Educational Technology 32 1 2001 5 22 (Pubitemid 33669961)
33. P. García, A. Amandi, S. Schiaffino, and M. Campo Evaluating Bayesian networks' precision for detecting students' learning styles Computers & Education 49 3 2007 794 808 (Pubitemid 46783971)
34. J.E. Gilbert, and C.Y. Han Arthur: a personalized instructional system Journal of Computing in Higher Education 14 1 2002 113 129
35. Graf, S. (2007). Adaptivity in learning management systems focusing on learning styles. Unpublished Doctoral Dissertation, Vienna University of Technology, Austria.
36. S. Graf, and Kinshuk Providing adaptive courses in learning management systems with respect to learning styles G. Richards, Proceedings of the world conference on e-learning in corporate, government, healthcare, and higher education (e-Learn) 2007 AACE Press Chesapeake, VA 2576 2583
37. S. Graf, and Kinshuk Using cognitive traits for improving the detection of learning styles Workshop proceedings of the international conference on database and expert systems applications (DEXA 2010), Aug/Sep 2010 2010 74 78
38. S. Graf, Kinshuk, and T.C. Liu Supporting teachers in identifying students' learning styles in learning management systems: an automatic student modelling approach Educational Technology & Society 12 4 2009 3 14
39. S. Graf, T.C. Liu, and Kinshuk Analysis of learners' navigational behaviour and their learning styles in an online course Journal of Computer Assisted Learning 26 2 2010 116 131
40. S. Graf, T.C. Liu, Kinshuk, N.S. Chen, and S.J.H. Yang Learning styles and cognitive traits - their relationship and its benefits in web-based educational systems Computers in Human Behavior 25 6 2009 1280 1289
41. S. Graf, G. Yang, T.C. Liu, and Kinshuk Automatic, global and dynamic student modeling in a ubiquitous learning environment Knowledge Management & E-Learning: An International Journal 1 1 2009 18 35
42. Q. Guo, and M. Zhang Implement web learning environment based on data mining Knowledge-Based Systems 22 6 2009 439 442
43. P. Honey, and A. Mumford The manual of learning styles 1982 Peter Honey Maidenhead
44. G.J. Hwang, and C.C. Tsai Research trends in mobile and ubiquitous learning: a review of publications in selected journals from 2001 to 2010 British Journal of Educational Technology 42 4 2011 E65 E70
45. A. Kardan, and N. Taghipour Decision support models for personalized course composition with a focus on learning styles Proceedings of the fifth international conference on information technology: New generations 2008 Nevada Las Vegas 961 966 (Pubitemid 351709734)
46. J.W. Keefe Learning styles: Theory and practice 1987 National Association of Secondary School Principals Reston, VA
47. D.A. Kolb Experiential learning: Experience as the source of learning and development 1984 Prentice-Hall Englewood Cliffs, NJ
48. A.M. Latham, K.A. Crockett, D.A. McLean, B. Edmonds, and K. O'Shea Oscar: an intelligent conversational agent tutor to estimate learning styles Proceedings of the IEEE world congress on computational intelligence 2010 2010 Spain Barcelona 2533 2540
49. S.B.Y. Lau, and C.-S. Lee Contextualising e-learning services and content for computing course in higher education based on learning style and competency level International Journal of Learning Technology 5 3 2010 211 242
50. J. Lee, and O. Park Adaptive instructional systems J.M. Spector, M.D. Merrill, J.v. Merriënboer, M.P. Driscoll, Handbook of research on educational communications and technology 3rd ed. 2008 Taylor Francis New York 469 484
51. Y. Lee, and Q. Chong Multi-agent systems support for community-based learning Interacting with Computers 15 1 2003 33 55
52. F.W.B. Li, R.W.H. Lau, and P. Dharmendran An adaptive course generation framework International Journal of Distance Education Technologies 8 3 2010 47 64
53. C. Limongelli, F. Sciarrone, M. Temperini, and G. Vaste Adaptive learning with the LS-plan system: a field evaluation IEEE Transactions on Learning Technologies 2 3 2009 203 215
54. J.J. Lo, and P.C. Shu Identification of learning styles online by observing learners' browsing behaviour through a neural network British Journal of Educational Technology 36 1 2005 43 55
55. I. Magnisalis, S. Demetriadis, and A. Karakostas Adaptive and intelligent systems for collaborative learning support: a review of the field IEEE Transactions on Learning Technologies 4 1 2011 5 20
56. G.D. Magoulas, K. Papanikolaou, and M. Grigoriadou Adaptive web-based learning: accommodating individual differences through system's adaptation British Journal of Educational Technology 34 4 2003 511 527
57. F. Mampadi, S.Y. Chen, G. Ghinea, and M.-P. Chen Design of adaptive hypermedia learning systems: a cognitive style approach Computers & Education 56 4 2011 1003 1011
58. M.D. Merrill Instructional strategies and learning styles: which takes precedence? R. Reiser, J. Dempsey, Trends and issues in instructional technology 2002 Prentice Hall Columbus, OH 99 106
59. T.A. Mikropoulos, and A. Natsis Educational virtual environments: a ten-year review of empirical research (1999-2009) Computers & Education 56 3 2011 769 780
60. F. Mödritscher Adaptive e-learning environments: Theory, practice and experience 2008 Verlag Dr. Müller Aktiengesellschaft & Co Saarbrücken, Germany
61. P.N. Mustaro, and I.F. Silveira Learning objects: adaptive retrieval through learning styles Interdisciplinary Journal of Knowledge and Learning Objects 2 2006 35 46
62. A. Ortigosa, P. Paredes, and P. Rodrigues AH-questionnaire: an adaptive hierarchical questionnaire for learning styles Computers & Education 54 54 2010 999 1005
63. Z. Ozcinar The topic of instructional design in research journals: a citation analysis for the years 1980-2008 Australasian Journal of Educational Technology 25 4 2009 559 580
64. E. Özpolat, and G.B. Akar Automatic detection of learning styles for an e-learning system Computers & Education 53 2 2009 355 367
65. K.A. Papanikolaou, M. Grigoriadou, H. Kornilakis, and G.D. Magoulas Personalizing the interaction in a web-based educational hypermedia system: the case of INSPIRE User Modelling and User Adapted Interaction 13 3 2003 213 267
66. O. Park, and J. Lee Adaptive instructional systems D.H. Jonassen, Handbook of research for educational communications and technology 2004 Lawrence Erlbaum Mahwah, NJ 651 685
67. Parvez, S. M. (2007). A pedagogical framework for integrating individual learning style into an intelligent tutoring system. (Doctoral dissertation). Retrieved from ProQuest Dissertations and Theses. (AAT 3316898).
68. H. Pashler, M. McDaniel, D. Rohrer, and R. Bjork Learning styles: concepts and evidence Psychological Science in the Public Interest 9 3 2008 105 119
69. G. Pask Styles and strategies of learning British Journal of Educational Psychology 46 2 1976 128 148
70. C.-I. Peña, J.-L. Marzo, and J.-L. de la Rosa Curriculum sequencing for an elearning system based on learning styles Proceedings of the fifth international conference on information technology based higher education and training 2004 IEEE Press Piscataway, NJ 167 172 (Pubitemid 40304128)
71. S.E. Peter, E. Bacon, and M. Dastbaz Adaptable, personalised e-learning incorporating learning styles Campus-Wide Information Systems 27 2 2010 91 100
72. E. Popescu Adaptation provisioning with respect to learning styles in a web-based educational system: an experimental study Journal of Computer Assisted Learning 26 4 2010 243 257
73. M. Prieto, and F. García METHADIS: methodology for the design of adaptive hypermedia systems for learning based on learning and cognitive styles Proceedings of the sixth IEEE international conference on advanced learning technologies (ICALT'06) 2006 Kerkrade The Netherlands 1137 1138 (Pubitemid 46591847)
74. S.M. Ross, G.R. Morrison, and D.L. Lowther Educational technology research past and present: balancing rigor and relevance to impact school learning Contemporary Educational Technology 1 1 2010 17 35
75. H. Rumetshofer, and W. Wöß XML-based adaptation framework for psychological-driven e-learning systems Educational Technology & Society 6 4 2003 18 29 (Pubitemid 38817124)
76. P. Sancho, I. Martínez, and B. Fernández-Manjón Semantic web technologies applied to e-learning personalization in e-aula. Journal of Universal Computer Science 11 9 2005 1470 1481 (Pubitemid 41657901)
77. E. Sangineto, N. Capuano, M. Gaeta, and A. Micarelli Adaptive course generation through learning styles representation Universal Access in the Information Society 7 1 2008 1 23 (Pubitemid 351492980)
78. M.I. Santally, and S. Alain Personalisation in web-based learning environments International Journal of Distance Education Technologies 4 4 2006 15 35 (Pubitemid 46103400)
79. Sawaan, S. Y. M. (2006). Studying the implications of hidden learning styles by tracing learner's behaviors in an elearning system. (Master's thesis). Retrieved from ProQuest Dissertations and Theses. (AAT 1448633).
80. E.I. Scheihing, S. Carrasco, J.D. Guerra, and D.A. Parra An adaptive web platform based on a multiagent system and ontologies Nuevas Ideas en Informática Educativa 1 2005 172 176
81. S. Schiaffino, P. Garcia, and A. Amandi eTeacher: providing personalized assistance to e-learning students Computers & Education 51 4 2008 1744 1754
82. Y. Shang, H. Shi, and S.S. Chen An intelligent distributed environment for active learning ACM Journal of Educational Resources in Computing 1 2 2001 308 315
83. M.L. Shih, J. Feng, and C.C. Tsai Research and trends in the field of e-learning from 2001 to 2005: a content analysis of cognitive studies in selected journals Computers & Education 51 2 2008 955 967 (Pubitemid 351711609)
84. M. Siadaty, and F. Taghiyareh PALS2: pedagogically adaptive learning system based on learning styles Proceedings of the seventh IEEE international conference on advanced learning technologies (ICALT 2007) 2007 Japan Niigata 616 618
85. N. Stash, A. Cristea, and P. De Bra Authoring of learning styles in adaptive hypermedia: problems and solutions Proceedings of the 13th international world wide web conference 2004 New York City New York 114 123
86. N. Stash, A. Cristea, and P. De Bra Adaptation to learning styles in e-learning: approach evaluation T. Reeves, S. Yamashita, Proceedings of world conference on e-learning in corporate, government, healthcare, and higher education 2006 AACE Chesapeake, VA 284 291
87. R. Stathacopoulou, G.D. Magoulas, M. Grigoriadou, and M. Samarakou Neuro-fuzzy knowledge processing in intelligent learning environments for improved student diagnosis Information Sciences 170 2-4 2005 273 307 (Pubitemid 40183410)
88. A. Sterbini, and M. Temperini Adaptive construction and delivery of web-based learning paths Proceedings of the 39th ASEE/IEEE frontiers in education conference 2009 Texas San Antonio 1 6
89. M.K. Stern, J. Steinberg, H.I. Lee, J. Padhye, and J. Kurose Manic: multimedia asynchronous networked individualized courseware Proceedings of the world conference on educational multimedia/hypermedia and world conference on educational telecommunications (Ed-Media/Ed-Telecom) 1997 Canada Calgary 1002 1007
90. S. Sun, M. Joy, and N. Griffits The use of learning objects and learning styles in a multi-agent education system Journal of Interactive Learning Research 18 3 2007 381 398
91. Taylor, L. L. (2007). Adapting instruction based on learning styles for improved learning among rural community college students. (Doctoral dissertation). Retrieved from ProQuest Dissertations and Theses. (AAT 3290502).
92. E. Triantafillou, A. Pomportsis, and S. Demetriadis The design and the formative evaluation of an adaptive educational system based on cognitive styles Computers & Education 41 1 2003 87 103
93. E. Triantafillou, A. Pomportsis, S. Demetriadis, and E. Georgiadou The value of adaptivity based on cognitive style: an empirical study British Journal of Educational Technology 35 1 2004 95 106
94. J.C.R. Tseng, H.C. Chu, G.J. Hwang, and C.C. Tsai Development of an adaptive learning system with two sources of personalization information Computers & Education 51 2 2008 776 786 (Pubitemid 351697628)
95. H.-C. Wang, T.-Y. Li, and C.-Y. Chang A web-based tutoring system with styles-matching strategy for spatial geometric transformation Interacting with Computers 18 3 2006 331 355
96. Y.-H. Wang, M.H. Tseng, and H.C. Liao Data mining for adaptive learning sequence in English language instruction Expert Systems with Applications 36 4 2009 7681 7686
97. D. Wen, S. Graf, C.H. Lan, T. Anderson, Kinshuk, and K. Dickson Supporting web-based learning through adaptive assessment FormaMente Journal 2 1-2 2007 45 79
98. Wolf, C. (2007). Construction of an adaptive e-learning environment to address learning styles and an investigation of the effect of media choice. Unpublished Doctoral Dissertation, RMIT University, Melbourne, Australia.
99. S. Yalcinalp, and Y. Gulbahar Ontology and taxonomy design and development for personalised web-based learning systems British Journal of Educational Technology 41 6 2010 883 896
100. M. Zajac Using learning styles to personalize online learning Campus-Wide Information Systems 26 3 2009 256 265