Exploring the relation between learning style models and preferred multimedia types

Computers and Education

Volumn 69, Issue , 2013, Pages 343-355

  Ocepek, Uroš ^a   Bosnić, Zoran ^a   Nančovska Šerbec, Irena ^a   Rugelj, Jože ^a  

^a UNIVERSITY OF LJUBLJANA   (Slovenia)

Author keywords

Interactive learning environments; Media in education; Multimedia hypermedia systems; Teaching learning strategies

Indexed keywords

ADAPTIVE LEARNING SYSTEMS; COLOR DISCRIMINATION; INTERACTIVE LEARNING ENVIRONMENT; MEDIA IN EDUCATION; MULTI-MEDIA LEARNING; MULTIMEDIA MATERIALS; MULTIMEDIA/HYPERMEDIA SYSTEMS; TEACHING/LEARNING STRATEGY;

COLOR VISION; LEARNING SYSTEMS; MODELS; STUDENTS;

COMPUTER AIDED INSTRUCTION;

EID: 84882784488     PISSN: 03601315     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.compedu.2013.07.029     Document Type: Article

References (71)

1. A. Abdennur Cultural background and the epistemic orientation of university students: An exploratory study 2009 Faculty of Education, University of Ottawa
2. Y. Akbulut, and C.S. Cardak Adaptive educational hypermedia accommodating learning styles: a content analysis of publications from 2000 to 2011 Computers & Education 58 2 2012 835 842
3. I.M. Alkhasawneh, M.T. Mrayyan, C. Docherty, S. Alashram, and H.Y. Yousef Problem-based learning (PBL): assessing students' learning preferences using VARK Nurse Education Today 28 5 2008 572 579
4. R. Almukkahal, D. DeLancey, E. Lawsky, B. Meery, and L. Ottman CK-12 Probability and statistics-advanced Volume 1 of 2 2010 CK-12 Foundation
5. H. Blockeel, and J. Struyf Efficient algorithms for decision tree cross-validation The Journal of Machine Learning Research 3 2003 621 650
6. S. Cassidy Learning Styles: an overview of theories, models, and measures Educational Psychology 24 4 2004 419 444 (Pubitemid 38882737)
7. 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
8. W. Chen, and R. Persen Recommending collaboratively generated knowledge Computer Science and Information Systems - ComSIS 9 2 2012 871 892
9. C.M. Chen, and Y.C. Sun Assessing the effects of different multimedia materials on emotions and learning performance for visual and verbal style learners Computers & Education 59 4 2012 1273 1285
10. 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 London
11. F. Daǧ, and A. Geçer Relations between online learning and learning styles Procedia - Social and Behavioral Sciences 1 1 2009 862 871
12. D. Demšar, S. Džeroski, T. Larsen, J. Struyf, J. Axelsen, and M.B. Pedersen Using multi-objective classification to model communities of soil microarthropods Ecological Modelling 191 1 2006 131 143 (Pubitemid 41735458)
13. R. Dunn, D.P. Cavanaugh, B.M. Eberle, and R. Zenhausern Hemispheric preference: the newest element of learning style The American Biology Teacher 44 5 1982 291 294
14. R.M. Felder, and L.K. Silverman Learning and teaching styles in engineering education Engineering Education 78 7 1988 674 681
15. N.D. Fleming, and C. Mills Not another inventory, rather a catalyst for reflection To Improve the Academy 11 1992 137 155
16. S. Graf, and T. Lin The relationship between learning styles and cognitive traits - getting additional information for improving student modelling Computers in Human Behavior 24 2 2008 122 137
17. S. Graf, T.-C. Liu, 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
18. H. Hauptman, and A. Cohen The synergetic effect of learning styles on the interaction between virtual environments and the enhancement of spatial thinking Computers & Education 57 3 2011 2106 2117
19. P. Honey, and A. Mumford The manual of learning styles 1982 Peter Honey Publications Maidenhead
20. E.Y. Huang, S.W. Lin, and T.K. Huang What type of learning style leads to online participation in the mixed-mode e-learning environment? A study of software usage instruction Computers & Education 58 1 2012 338 349
21. S. James, A. D'Amore, and T. Thomas Learning preferences of first year nursing and midwifery students: utilising VARK Nurse Education Today 31 4 2011 417 423
22. C. Johnson, and C. Orwig Your learning style and language learning LinguaLinks Library 1999 LinguaLinks: SIL International Avaible at http://www.sil.org/lingualinks/LANGUAGELEARNING/OtherResources/ YorLrnngStylAndLnggLrnng/YorLrnngStylAndLnggLrnng.htm Accessed 25.01.13
23. D. Jonassen Objectivism versus constructivism: do we need a new philosophical paradigm? Educational Technology Research and Development 39 3 1991 5 14
24. J.W. Keefe Learning style: Theory and practice 1987 National Association of Secondary School Principals Reston, Virginia
25. K. Kilpinen Reflective teacher using the computer-network in teaching: How the psycho-epistemological learning styles help to better design learning environments 2004 University of Tampere
26. A. Klašnja-Milićević, B. Vesin, M. Ivanović, and Z. Budimac E-Learning personalization based on hybrid recommendation strategy and learning style identification Computers & Education 56 2011 885 899
27. D. Kocev, S. Džeroski, M.D. White, G.R. Newell, and P. Griffioen Using single- and multi-target regression trees and ensembles to model a compound index of vegetation condition Ecological Modelling 220 8 2009 1159 1168
28. D.A. Kolb Experiential learning: Experience as the source of learning and development 1985 Prentice-Hall Inc Englewood Cliffs, New Jersey
29. A.Y. Kolb, and D.A. Kolb Learning styles and learning spaces: enhancing experiential learning in higher education Academy of Management Learning & Education 4 2 2005 193 212
30. B. Kollöffel Exploring the relation between visualizer-verbalizer cognitive styles and performance with visual or verbal learning material Computers & Education 58 2 2012 697 706
31. L. Kraus, W. Reed, and G. Fitzgerald The effects of learning style and hypermedia prior experience on behavioral disorders knowledge and time on task: a case-based hypermedia environment Computers in Human Behavior 17 1 2001 125 140 (Pubitemid 32086887)
32. J. Lapuh Bele, and J. Rugelj Efficient learning from multimedia web-based learning contents Current Developments in Technology-assisted Education 1 2006 396 400
33. J. Lapuh Bele, and J. Rugelj Comparing efficiency of web based learning contents on different media International Journal of Emerging Technologies in Learning (IJET) 4 SI3 2009 31 35
34. W.L. Leite, M. Svinicki, and Y. Shi Attempted validation of the scores of the VARK: learning styles inventory with multitrait-multimethod confirmatory factor analysis models Educational and Psychological Measurement 70 2 2010 323 339
35. B. Marentič-Požarnik Kolbov vprašalnik o učnih stilih B. Marentič-Požarnik, L. Magajna, C. Peklaj, Izzivi raznolikosti. Stili spoznavanja, učenja, mišljenja 1995 Educa Nova Gorica 109 132
36. B. Marentič-Požarnik, and C. Peklaj Vprašalnik načinov in stilov spoznavanja po Rancourtu B. Marentič- Požarnik, L. Magajna, C. Peklaj, Izzivi raznolikosti. Stili spoznavanja, učenja, mišljenja 1995 Educa Nova Gorica 109 132
37. L.J. Massa, and R.E. Mayer Testing the ATI hypothesis: should multimedia instruction accommodate verbalizer-visualizer cognitive style? Learning and Individual Differences 16 4 2006 321 335
38. R.E. Mayer Multimédia learning 2001 Cambridge University Press Cambridge
39. R.E. Mayer Should there be a three-strikes rule against pure discovery learning? American Psychologist 59 1 2004
40. R.E. Mayer, and R. Moreno Aids to computer-based multimedia learning Learning and Instruction 12 1 2002 107 119 (Pubitemid 39659598)
41. R.E. Mayer, and R. Moreno Nine ways to reduce cognitive load in multimedia learning Educational Psychologist 38 1 2003 43 52 (Pubitemid 36400003)
42. I. Myers-Briggs Manual: The Myers-Briggs type indicator 1962 Educational Testing Service Princeton, New Jersey
43. B. Novak Teachers' teaching styles in the function of pupils' learning and thinking styles in nine-year primary schools European conference on educational research. Lille 2001 Avaible at http://www.leeds.ac.uk/educol/ documents/00001937.htm Accessed 25.01.13
44. A. Ortigosa, P. Paredes, and P. Rodriguez AH-questionnaire: an adaptive hierarchical questionnaire for learning styles Computers & Education 54 4 2010 999 1005
45. N. Othman, and M.H. Amiruddin Different perspectives of learning styles from VARK model Procedia - Social and Behavioral Sciences 7 C 2010 652 660
46. E. Özpolat, and G.B. Akar Automatic detection of learning styles for an e-learning system Computers & Education 53 2 2009 355 367
47. C. Peklaj Vprašalnik: Tvoj stil učenja in razmišljanja B. Marentič-Požarnik, L. Magajna, C. Peklaj, Izzivi raznolikosti. Stili spoznavanja, učenja, mišljenja 1995 Educa Nova Gorica 171 178
48. J.L. Plass, D.M. Chun, R.E. Mayer, and D. Leutner Supporting visual and verbal learning preferences in a second-language multimedia learning environment Journal of Educational Psychology 90 1 1998
49. J.L. Plass, and B.D. Homer Cognitive load in multimedia learning: the role of learner preferences and abilities International conference on computers in education, ICCE 2002 Vol. 1 2002 IEEE Computer Society Auckland, New Zealand 564 568
50. J.L. Plass, S. Kalyuga, and D. Leutner Individual differences and cognitive load theory Cognitive load theory 2010 Cambridge University Press 65 88
51. R. Rancourt K.A.M.I.: Consultant's manual to style intepretation 1988 Impact Inc Ontario
52. J.C. Reiff Learning styles 1992 National Education Association Washington, DC
53. C.R. Reynolds, B. Kaltsounis, and E.P. Torrance A Children's form of Your style of learning and thinking: preliminary Norms and Technical data Gifted Child Quarterly 23 4 1979 757 767
54. C. Rose Accelerated learning 1985 Accelerated Learning Systems Aylesbury, Bucks
55. A.P. Rovai A constructivist approach to online college learning The Internet and Higher Education 7 2 2004 79 93
56. J.R. Royce The conceptual framework for a multi-factor theory or individuality Multivariate analysis psychological theory 1973 Academic Press
57. J.R. Royce, and L.P. Mos Psycho-epistemological profile center for advanced study Theoretical psychology 1980 The University of Alberta
58. S. Schiaffino, P. Garcia, and A. Amandi ETeacher: providing personalized assistance to e-learning students Computers & Education 51 4 2008 1744 1754
59. R.S. Shaw A study of the relationships among learning styles, participation types, and performance in programming language learning supported by online forums Computers & Education 58 1 2012 111 120
60. I.A.E. Spanjers, T. van Gog, P. Wouters, and J.J.G. van Merriënboer Explaining the segmentation effect in learning from animations: the role of pausing and temporal cueing Computers & Education 59 2 2012 274 280
61. S.A. Stahl Different strokes for different folks? A critique of learning styles American Educator 23 3 1999 27 31
62. M. Stražišar Učenje in pomnenje: Predelava podatkov za dolgotrajno pomnenje PSIHOLOGIJA: spoznanja in dileme 2004 DZS Ljubljana
63. J. Struyf, and S. Džeroski Constraint based induction of multi-objective regression trees 4th Int'l Workshop on knowledge discovery in inductive databases: Revised selected and invited papers 2006 Springer Berlin, Heidelberg 222 233 (Pubitemid 44019672)
64. K. Sun, Y. Lin, and C. Yu A study on learning effect among different learning styles in a Web-based lab of science for elementary school students Computers & Education 50 4 2008 1411 1422 (Pubitemid 351483951)
65. J. Tseng, H. Chu, G. Hwang, and C. Tsai Development of an adaptive learning system with two sources of personalization information Computers & Education 51 2 2008 776 786 (Pubitemid 351697628)
66. B.W. Tuckman Conducting educational research 5th ed. 1999 Harcourt Brace College Publishers Sea Harbor Drive, Orlando
67. B. Vesin, M. Ivanović, A. Klašnja-Milićević, and Z. Budimac Ontology-based architecture with recommendation strategy in java tutoring system Computer Science and Information Systems - ComSIS 10 1 2013 237 261
68. J.J. Vogel-Walcutt, J.B. Gebrim, C. Bowers, T.M. Carper, and D. Nicholson Cognitive load theory vs. constructivist approaches: which best leads to efficient, deep learning? Journal of Computer Assisted Learning 27 2 2011 133 145
69. B.P. Woolf Building intelligent interactive tutors 2009 Elsevier Inc Burlington, USA
70. V. Yannibelli, D. Godoy, and A. Amandi A genetic algorithm approach to recognise students' learning styles Interactive Learning Environments 14 1 2006 55 78 (Pubitemid 44322176)
71. R. Zenhausern Hemispheric dominance Learning Styles Network Newsletter 1 2 1980