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Layered Development and Evaluation for Intelligent Support in Exploratory Environments: The Case of Microworlds

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Intelligent Tutoring Systems (ITS 2010)

Part of the book series: Lecture Notes in Computer Science ((LNPSE,volume 6094))

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Abstract

This paper focuses on microworlds, a special type of Exploratory Learning Environment, where students freely interact with the system to create their own models and constructions. Most microworlds developed so far provide integrated scaffolds to help students’ learning process, but the nature of the interaction makes it difficult to design, develop and evaluate explicit adaptive support according to students’ needs. Building on previous work in the field, this paper proposes a layered approach that simplifies the development and allows both formative and summative evaluation of the different components of the system. As a case study, we present the development of intelligent support for a microworld in the MiGen project, and discuss its evaluation that includes both technical and pedagogical experts of the team.

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References

  1. Lynch, C.F., Ashley, K.D., Aleven, V., Pinkwart, N.: Defining ill-defined domains; a literature survey. In: Intelligent Tutoring Systems (ITS 2006): Workshop on Intelligent Tutoring Systems for Ill-Defined Domains (2006)

    Google Scholar 

  2. Joolingen, W.R., Zacharia, Z.C.: Developments in inquiry learning. In: Balacheff, N., Ludvigsen, S., de Jong, T., Lazonder, A., Barnes, S. (eds.) TEL, pp. 21–37 (2009)

    Google Scholar 

  3. Mayer, R.E.: Should there be a three-strikes rule against pure discovery learning? - the case for guided methods of instruction. American Psychologist, 14–19 (2004)

    Google Scholar 

  4. Murray, T.: Authoring intelligent tutoring systems: An analysis of the state of the art. International journal of artificial intelligence in education 10, 98–129 (1999)

    Google Scholar 

  5. Brooks, R.A.: Intelligence without representation. Artificial Intelligence 47, 139–159 (1991)

    Article  Google Scholar 

  6. Paramythis, A., Weibelzahl, S.: A decomposition model for the layered evaluation of interactive adaptive systems. In: Ardissono, L., Brna, P., Mitrović, A. (eds.) UM 2005. LNCS (LNAI), vol. 3538, pp. 438–442. Springer, Heidelberg (2005)

    Google Scholar 

  7. Webber, C., Pesty, S., Balacheff, N.: A multi-agent and emergent approach to learner modelling. In: Eur. Conf. on Artifical Intelligence, pp. 98–102 (2002)

    Google Scholar 

  8. Duquesnoy, L., Berger, J.-L., Prévôt, P., Sandoz-Guermond, F.: SIMPA: A training platform in work station including computing tutors. In: Cerri, S.A., Gouardéres, G., Paraguaçu, F. (eds.) ITS 2002. LNCS, vol. 2363, pp. 507–520. Springer, Heidelberg (2002)

    Chapter  Google Scholar 

  9. Tintarev, N., Masthoff, J.: Evaluating recommender explanations: Problems experienced and lessons learned for the evaluation of adaptive systems. In: 6th Workshop on User-Centred Design and Evaluation of Adaptive Systems, UMAP (2009)

    Google Scholar 

  10. Sharples, M., Jeffery, N., du Boulay, B., Teather, D., Teather, B.: Socio-cognitive engineering. In: European Conference on Human Centred Processes (1999)

    Google Scholar 

  11. Boehm, B.: A spiral model of software development and enhancement. SIGSOFT Softw. Eng. Notes 11(4), 14–24 (1986)

    Article  Google Scholar 

  12. Johnson, L.W., Beal, C.: Iterative evaluation of a large-scale, intelligent game for language learning. In: Proceedings of the International Conference on Artificial Intelligence in Education, pp. 290–297 (2005)

    Google Scholar 

  13. Conlon, T., Pain, H.: Persistent collaboration: a methodology for applied AIED. International Journal of Artificial Intelligence in Education 7, 219–252 (1996)

    Google Scholar 

  14. Weibelzahl, S., Weber, G.: Evaluating the inference mechanism of adaptive learning systems. In: Brusilovsky, P., Corbett, A.T., de Rosis, F. (eds.) UM 2003. LNCS (LNAI), vol. 2702, pp. 154–168. Springer, Heidelberg (2003)

    Chapter  Google Scholar 

  15. Magoulas, G.D., Chen, S.Y., Papanikolaou, K.A.: Integrating layered and heuristic evaluation for adaptive learning environments. In: Workshop on Empirical Evaluation of Adaptive Systems, Int. Conf. on User Modeling (2003)

    Google Scholar 

  16. Beyer, H., Holtzblatt, K.: Contextual Design: Defining Customer-Centered Systems (Interactive Technologies), 1st edn., September 1997. Morgan Kaufmann, San Francisco (1997)

    Google Scholar 

  17. El-Sheikh, E., Sticklen, J.: Generating intelligent tutoring systems from reusable components and knowledge-based systems. In: Cerri, S.A., Gouardéres, G., Paraguaçu, F. (eds.) ITS 2002. LNCS, vol. 2363, pp. 199–207. Springer, Heidelberg (2002)

    Chapter  Google Scholar 

  18. Linn, J.G., Segedy, J., Jeong, H., Podgursky, B., Biswas, G.: A reconfigurable architecture for building intelligent learning environments. In: Dimitrova, V., Mizoguchi, R., du Boulay, B., Graesser, A.C. (eds.) Proceedings of the 14th International Conference on Artificial Intelligence in Education, AIED 2009, pp. 115–122 (2009)

    Google Scholar 

  19. Debedzic, V.: Applying patterns to its architectures. In: Gauthier, G., VanLehn, K., Frasson, C. (eds.) ITS 2000. LNCS, vol. 1839, pp. 123–132. Springer, Heidelberg (2000)

    Chapter  Google Scholar 

  20. Noss, R., Hoyles, C., Mavrikis, M., Geraniou, E., Gutierrez-Santos, S., Pearce, D.: Broadening the sense of ‘dynamic’: a microworld to support students’ mathematical generalisation. Int. Journal on Mathematics Education 41(4), 493–503 (2009)

    Google Scholar 

  21. Cocea, M., Gutierrez-Santos, S., Magoulas, G.: The challenge of intelligent support in exploratory learning environments: A study of the scenarios. In: Workshop in Intelligent Support for Exploratory Environments, ECTEL 2008 (2008)

    Google Scholar 

  22. Mavrikis, M., Gutierrez-Santos, S.: Not all wizards are from Oz: Iterative design of intelligent learning environments by communication capacity tapering. Computers & Education (in press)

    Google Scholar 

  23. Cocea, M., Magoulas, G.: Context-dependent personalised feedback prioritisation in exploratory learning for mathematical generalisation. In: Houben, G.-J., McCalla, G., Pianesi, F., Zancanaro, M. (eds.) UMAP 2009. LNCS, vol. 5535, pp. 271–282. Springer, Heidelberg (2009)

    Chapter  Google Scholar 

  24. Wood, H.: Help seeking, learning and contingent tutoring. Computers & Education 33(2-3) (1999)

    Google Scholar 

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Gutierrez-Santos, S., Mavrikis, M., Magoulas, G. (2010). Layered Development and Evaluation for Intelligent Support in Exploratory Environments: The Case of Microworlds. In: Aleven, V., Kay, J., Mostow, J. (eds) Intelligent Tutoring Systems. ITS 2010. Lecture Notes in Computer Science, vol 6094. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-13388-6_15

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  • DOI: https://doi.org/10.1007/978-3-642-13388-6_15

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-13387-9

  • Online ISBN: 978-3-642-13388-6

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