Adaptive learning systems: Supporting navigation with customized suggestions

Authors

  • Sibel Somyürek Gazi University
  • Halil İbrahim Yalın Eastern Mediterranean University

Keywords:

Adaptive educational hypermedia, navigation, disorientation

Abstract

The aim of this study was to share the results from an experimental research which investigate the effects of link annotations in an educational hypermedia on students’ navigation. This study was conducted through a post-test only control group design with 67 undergraduate students. The voluntary research participants were randomly assigned into the experimental and control group. The required data were collected through an academic achievement test, the Motivated Strategies for Learning Questionnaire, the Non-Linear Media Disorientation Assessment Tool, a questionnaire about users’ opinions and user logs. The findings showed that the perceived disorientation scores and revisitation rates were significantly lower for the learners who studied in the adaptive environment than those in the non-adaptive environment. It was observed that students’ non-sequential navigation in experimental group increased significantly and they followed the system's advices. 

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Author Biographies

Sibel Somyürek, Gazi University

Instructor Dr. Sibel Somyürek is working in Gazi University, Faculty of Education, Department of Computer Education and Instructional Technologies.

 

Halil İbrahim Yalın, Eastern Mediterranean University

Prof.Dr. Halil İbrahim Yalın is Dean of  Faculty of Education in Eastern Mediterranean University

References

Alomyan, H. (2004). Individual differences: implications for web-based learning design. International Education, 4(4),188-196.

Ahuja, J. S., & Webster, J. (2001). Perceived disorientation: An examination of a new measure to assess web design effectiveness. Interacting with Computers, 14(1), 15-29.

Amadieu, F., van Gog, T., Paas, F., Tricot, A., & Mariné, C. (2009). Effects of prior knowledge and concept-map structure on disorientation, cognitive load, and learning. Learning and Instruction, 19(5), 376-386.

Amadieu, F., Tricot, A. & Mariné, C. (2010), Interaction between prior knowledge and concept-map structure on hypertext comprehension, coherence of reading orders and disorientation, Interacting with Computers, 22, 88–97.

Beasley, R. & Waugh, M. (1995). Cognitive mapping architectures and hypermedia disorientation: An empirical study.Journal of Educational Multimedia and Hypermedia, 4(2/3), 239-255.

Beck, J., Stern, M. & Haugsjaa, E. (1996). Applications of AI in education. ACM Crossroads, 3(1), 11-15.

Brusilovsky, P. (1994). The construction and application of student models in intelligent tutoring systems. Journal of Computer and System Sciences International, 32( 1), 70–89.

Brusilovsky, P. (1998). Methods and techniques of adaptive hypermedia. In P. Brusilovsky, A. Kobsa & J. Vassileva, Adaptive Hypertext and Hypermedia (pp. 1-44). Boston: Kluwer Academic Publishers.

Brusilovsky, P. (2003). Adaptive navigation support in educational hypermedia: The role of student knowledge level and the case for meta-adaptation. British Journal of Educational Technology, 34(4), 487-497.

Brusilovsky, P. (2012) Adaptive Hypermedia for Education and Training. In P. Durlach & A. Lesgold , Adaptive Technologies for Training and Education (pp. 46-68). Cambridge: Cambridge University Press.

Brusilovsky, P. & Eklund, J. (1998). A study of user model based link annotation in educational hypermedia. Journal of Universal Computer Science,4(4), 429-448.

Brusilovsky, P. and Pesin, L. (1998) Adaptive navigation support in educational hypermedia: An evaluation of the ISIS-Tutor. Journal of Computing and Information Technology 6 (1), 27-38.

Brusilovsky, P., Pesin, L., & Zyryanov, M. (1993). Towards an adaptive hypermedia component for an intelligent learning environment. In L. J. Bass , J. Gornostaev & C. Unger, Human-Computer Interaction (Lecture Notes In Computer Science). (pp. 348-358). London: Springer-Verlag.

Butz, C.J., Hua, S. & Maguire, R.B. (2006). A web-based bayesian intelligent tutoring system for computer programming. Web Intelligence and Agent systems: An International Journal, 4(1), 77-97.

Büyüköztürk, Ş., Akgün, Ö., Kahveci, Ö. & Demirel, F. (2004). Güdülenme ve öğrenme stratejileri ölçeğinin Türkçe formunun geçerlik ve güvenirlik çalışması. Kuram ve Uygulamada Eğitim Bilimleri, 4 (2), 207-239.

Chen, S. Y. (2002). A cognitive model for non-linear learning in hypermedia programs. British Journal of Educational Technology, 33(4), 449-460.

Chen, S. & Macredie, R. (2002). Cognitive styles and hypermedia navigation: Development of a learning model. Journal of the American Society for Information Science and Technology. 53(1), 3–15.

Conklin, J. (1987). Hypertext: an introduction and survey. Computer, 20(9), 17-41.

Costa Pereira, D., Oliveira, A. & Vaz, J. (1991). Hypermedia and ITS. In A. Oliveira, Hypermedia courseware: Structures of communication and intelligent help, (pp. 207-212). Amsterdam: Springer-Verlag.

Da Silva, P., Van Durm, R., Duval, H. & Olivie, H. (1998). Adaptive navigational facilities in educational hypermedia. In Proceedings of the Ninth Association for Computing Machinery Conference on Hypertext and Hypermedia (HT’98). June 20-24, Pennsylvania, United States.

De Bra, P., (1998). Adaptive Hypermedia on the Web: Methods, techniques and applications, Proceeedings of the AACE WebNet'98. 220-225, AACE, Orlando, Fl.

De Bra, P. (1999). Design issues in adaptive web-site development, In Proceedings of the Second Workshop on Adaptive Systems and User Modeling on the WWW. May 11-14, Toronto, Canada.

Demirbilek, M. (2004). Effects of interface windowing modes and individual differences on disorientation and cognitive load in a hypermedia learning environment. Unpublished doctoral dissertation, Florida University.

de La Passardiere, B. & Dufresne, A. (1992). Adaptive navigational tools for educational hypermedia. In I. Tomek. 4th International Conference on Computers and Learning (ICCAL'92), (pp. 555-567), Berlin: Springer-Verlag.

Dias, P., & Sousa, A. P. (1997). Understanding navigation and disorientation in hypermedia learning environments. Journal of Educational Multimedia and Hypermedia, 6(2), 173-185.

Dillon, A., McKnight, C., & Richardson, J. (1990). Navigation in hypertext: A critical review of the concept. In Proceedings of INTERACT: The third IFIP Conference on Human Computer Interaction, (pp. 587-592), UK. London: Springer-Verlag.

Eklund, J. & Sinclair, K. (2000). An empirical appraisal of the effectiveness of adaptive interfaces for instructional systems. Educational Technology & Society, 3(4), 165-177.

Eklund, J. & Zeiliger, R. (1996). Navigating the web : possibilities and practicalities for adaptive navigational support, In Proceedings of The Second Australian WorldWide Web Conference (AUSWEB'96), July 7-9, Gold Coast, Australia.

Güven Smith, A. S. (1999). Application of machine learning algorithms in adaptive web-based information systems. Unpublished doctoral dissertation, Middlesex University.

Gwidzka, J. & Spense, I. (2007). Implicit measures of lostness and success in web navigation. Interacting with Computers, 19(3), 357-369.

Hammond, N. (1989). Hypermedia and learning: Who guides whom? In H. Maurer, Computer Assisted Learning. Lecture Notes in Computer Science (pp. 167-181). Berlin: Springer-Verlag.

Herder, E. (2003). Revisitation Patterns and Disorientation. In Proceedings of the German Workshop on Adaptivity and User Modeling in Interactive Systems (ABIS 2003), Karlsruhe, Germany.

Herder, E. & Juvina, I. (2004). Discovery of individual user navigation styles, In Proceedings of Workshop on Individual Differences in Adaptive Hypermedia ( AH2004’). 40–49, Eindhoven, Netherlands.

Höök, K., Sjölinder, M. & Dahlbäck, N. (1996). Individual differences and navigation in hypermedia. In Eighth European Conference on Cognitive Ergonomics (ECCE-8) , 10-13 September, Grenada, Spain.

Jameson A. (1998). User modeling: An integrative overview. Tutorial ABIS98:Workshop on Adaptivitiy and User Modeling in Interactive Software Systems, FORWISS Report.

Jonassen, D. (1992). Designing hypertext for learning. In E. Scanlon & T. O'Shea, New directions in educational technology, (pp.123-130). Berlin: Springer-Verlag.

Jonassen, D. H. & Grabowski, B. L. (1993). Handbook of individual differences learning an instruction. prior knowledge and achievement. Hillsdale, NJ: Lawrence Erlbaum Associates.

Juvina, I. & Herder, E. (2005). The impact of link suggestions on user navigation and user perception, In Proceedings of the User Modeling 20025: Tenth International Conference (UM2005), July 24-29, Edinburgh, United Kingdom.

Juvina, I. & Oostendorp, H. van (2006). Individual differences and behavioral metric involved in modeling web navigation. Universal Access in Information Society, 4(3), 258-269.

Kadie, C. M., Hovel, D. & Horvitz, E. (2001). MSBNx: A Component-Centric Toolkit for Modeling and Inference with Bayesian Networks. Microsoft Research Technical Report.

Karadeniz, Ş. & Kılıç E. (2004). Hiper Ortamlarda Kaybolma Ölçeğinin Uyarlama Çalışması. Kuram ve Uygulamada Eğitim Yönetimi Dergisi, 3, 420-429.

Kim, H. & Hirtle, S. C. (1995). Spatial metaphors and disorientation in hypertext browsing, Behaviour & Information Technology. 14(4), 239-250.

Koch, N. (2000). Software engineering for adaptive hypermedia systems: Reference model, modeling techniques and development process, Unpublished doctoral dissertation, Ludwig-Maximilians-University of Munich.

Mcdonald, S. & Stevenson, R. J. (1998). The effects of text structure and prior knowledge on navigation in hypertext. Human Factors, (40)1, 18-27.

Meredith, M. B. (2005). Tracking with Dynamic Bayesian Networks. Retrived 10.07.2007 from http://tisic.inrets.fr/Seminaires/seminaire2/doc/RapportMeredith.pdf.

Mitchell, T. J. F., Chen, S. Y., & Macredie, R. D. (2005). Cognitive styles and adaptive web-based learning. Psychology of Education Review, 29(1), 34–42.

Moe, M., & Blodgett, H. (2000). The Knowledge Web. New York: Merrill Lynch & Co.

Nielsen, J. (1990). Navigation through hypertext. Communications of the ACM. 33(3), 297-310.

Oostendrop, H. V., Madrid, R. I. & Melguizo, M. C. P. (2009). The effect of menu type and task complexity on information retrieval performance, The Ergonomics Open Journal, 2, 64-71.

Pintrich, P.R., Smith, D.A.F., Garcia, T. & McKeachie, W.J. (1991). A Manual for the use of the motivated strategies for learning. Michigan: School of Education Building, The University of Michigan. ERIC database number: ED338122.

Rivera-Nivar, M. & Pomales-García, C. (2010). E-training: Can young and older users be accommodated with the same interface?, Computers & Education, 55, 949–960.

Rouet, J. F. (2003). What was I looking for? The influence of task specificity and prior knowledge on students’ search strategies in hypertext. Interacting With Computers, 15(3), 409-28.

Ruttun, R. D. & Macredie, R. D. (2012). The effects of individual differences and visual instructional aids on disorientation, learning performance and attitudes in a Hypermedia Learning System, Computers in Human Behavior, 28, 2182–2198.

Shute, V. J. & Psotka, J. (1996). Intelligent tutoring systems: Past, present and future. In D. Jonassen, Handbook of Research on Educational Communications and Technology. (pp. 570-600). New York: Macmillan.

Tripp, S.D. & Robby, W. (1990). Orientation and disorientation in a hypertext lexicon. Journal of Computer-based Instruction, 17(4), 120-124.

Weber, G. (1999). Adaptive learning systems in the world wide web. In Proceedings of the Seventh International Conference on User Modeling (UM '99), June, 20-24, Banff, Alberta, Canada.

Webster, J. & Ahuja, J. S. (2006). Enhancing the design of web navigation systems: the influence of user disorientation on engagement and performance. MIS Quarterly, 30(3), 661-678.

Zhang, J. & Ghorbani, A. A. (2007). GUMSAWS: A generic user modeling server for adaptive web systems. In Proceedings of Fifth Annual Conference on Communication Networks and Services Research. (CNSR 2007), (p. 117-124). May 14 – 17, New Brunswick, Canada.

Zhou, Y. & Evens, M.W. (1999). A practical student model in an intelligent tutoring system. Proceedings 11th IEEE International Conference on Tools with Artificial Intelligence, Evanston, Illinois, 13–18.

Zhu, E. (1996). Hypermedia interface design: the effects of the number of links and the granularity of nodes on students’ information searching and learning performance. Unpublished doctoral dissertation, Bloomington University.

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Published

2014-01-28

How to Cite

Somyürek, S., & Yalın, H. İbrahim. (2014). Adaptive learning systems: Supporting navigation with customized suggestions. Journal of Human Sciences, 11(1), 55–77. Retrieved from https://www.j-humansciences.com/ojs/index.php/IJHS/article/view/2663

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Section

Computer Education and Instructional Technologies