Abstract
Classical approaches for supporting tutoring services face several limitations for ill-defined domains. To overcome these limitations, we argue for the utilization of hybrid approaches for supporting tutoring services. In this paper, we describe a hybrid model that combines an expert system, the model-tracing paradigm, and a data mining approach in an ITS for learning to operate a robotic arm. The result is tutoring services that exceed what was possible to offer with each individual approach for this domain.
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References
Fournier-Viger, P., Nkambou, R., Mephu Nguifo, E.: Supporting tutoring services in ill-defined domains. In: Nkambou, et al. (eds.) Advances in intelligent tutoring systems. Springer, Heidelberg (2010)
Koedinger, K.R., Anderson, J.R., Hadley, W.H., Mark, M.A.: Intelligent Tutoring goes to school in the big city. Intenational Journal of Artificial Intelligence in Education 8, 30–43 (1997)
Mitrovic, A., Mayo, M., Suraweera, P., Martin, B.: Contraint-based tutors: a success story. In: Proc. of IEA AIE 2001, pp. 931–940 (2001)
Kabanza, F., Nkambou, R., Belghith, K.: Path-Planning for Autonomous Training on Robot Manipulators in Space. In: Proc. 19th Intern. Joint Conf. Artificial Intelligence (2005)
Fournier-Viger, P., Nkambou, R., Mayers, A.: Evaluating Spatial Representations and Skills in a Simulator-Based Tutoring System. IEEE Transactions on Learning Technologies 1(1), 63–74 (2008)
Fournier-Viger, P., Nkambou, R., Mephu Nguifo, E.: Exploiting Partial Problem Spaces Learned from Users’ Interactions to Provide Key Tutoring Services in Procedural and Ill-Defined Domains. In: Proc. AIED 2009, pp. 383–390. IOS Press, Amsterdam (2009)
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Fournier-Viger, P., Nkambou, R., Mephu Nguifo, E., Mayers, A. (2010). ITS in Ill-Defined Domains: Toward Hybrid Approaches. In: Aleven, V., Kay, J., Mostow, J. (eds) Intelligent Tutoring Systems. ITS 2010. Lecture Notes in Computer Science, vol 6095. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-13437-1_57
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DOI: https://doi.org/10.1007/978-3-642-13437-1_57
Publisher Name: Springer, Berlin, Heidelberg
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